From b60d41f1e19bc02773fdfcaad1fb4c42f9fff0b0 Mon Sep 17 00:00:00 2001
From: Jonathan <schimpf@hab.de>
Date: Fri, 7 May 2021 12:33:49 +0200
Subject: [PATCH] textminig_2016 entfernt

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-<?xml version="1.0" encoding="UTF-8"?>
-<?xml-model href="http://www.zfdg.de/sites/default/files/schema/tei_zfdg.rnc" type="application/relax-ng-compact-syntax"?>
-
-
-
-<TEI xmlns="http://www.tei-c.org/ns/1.0" xmlns:html="http://www.w3.org/1999/html"
-    xmlns:tei="http://www.tei-c.org/ns/1.0" xmlns:xlink="http://www.w3.org/1999/xlink"
-    xmlns:xhtml="http://www.w3.org/1999/xhtml">
-    <teiHeader>
-        <fileDesc>
-            <titleStmt>
-                <title>
-                    <biblStruct>
-                        <analytic>
-                            <title level="a">Textmining von Konferenzabstracts: Dokumentation eines
-                                Arbeitsprozesses in den Digitalen Geisteswissenschaften. Ein
-                                Werkstattbericht</title>
-                            <respStmt>
-                                <resp>
-                                    <persName>
-                                        <name role="marc_aut">
-                                            <forename>Klaus</forename>
-                                            <surname>Thoden</surname>
-                                        </name>
-                                        <email>kthoden@mpiwg-berlin.mpg..de</email>
-                                        <idno type="gnd">1111657289</idno>
-                                        <idno type="orcid">0000-0003-0434-3951</idno>
-                                    </persName>
-                                </resp>
-                                <orgName>Max-Planck-Institut für Wissenschaftsgeschichte</orgName>
-                            </respStmt>
-                            <respStmt>
-                                <resp>
-                                    <persName>
-                                        <name role="marc_aut">
-                                            <forename>Mareike</forename>
-                                            <surname>Schumacher</surname>
-                                        </name>
-                                        <email>mareike.hoeckendorff@uni-hamburg.de</email>
-                                        <idno type="gnd">1111654344</idno>
-                                    </persName>
-                                </resp>
-                                <orgName>Universität Hamburg, Fakultät für Geisteswissenschaften, Fachbereich Sprache, Literatur, Medien I</orgName>
-                            </respStmt>
-                            <respStmt>
-                                <resp>
-                                    <persName>
-                                        <name role="marc_aut">
-                                            <forename>Juliane</forename>
-                                            <surname>Stiller</surname>
-                                        </name>
-                                        <email>juliane.stiller@ibi.hu-berlin.de</email>
-                                        <idno type="gnd">1050990994</idno>
-                                        <idno type="orcid">0000-0001-8184-6187</idno>
-                                    </persName>
-                                </resp>
-                                <orgName>Humboldt-Universität zu Berlin, Philosophische Fakultät, Institut für Bibliotheks- und Informationswissenschaft</orgName>
-                            </respStmt>
-                            <idno type="doi">10.17175/2017_004</idno>
-                            <idno type="ppn">898549264</idno>
-                            <idno type="zfdg">2017.004</idno>
-                            <idno type="url">http://www.zfdg.de/node/223</idno>
-                            <date when="2016-07-08">xx.xx.2017</date>
-                        </analytic>
-                        <monogr>
-                            <title level="j">Zeitschrift für digitale Geisteswissenschaften</title>
-                            <respStmt>
-                                <resp>Publiziert von</resp>
-                                <orgName role="marc_pbl">Herzog August Bibliothek</orgName>
-                            </respStmt>
-                            <respStmt>
-                                <resp>Transformation der Word Vorlage nach TEI</resp>
-                                <persName/>
-                                <name role="marc_trc">
-                                    <surname>Steyer</surname>
-                                    <forename>Timo</forename>
-                                    <idno type="gnd">1053806175</idno>
-                                </name>
-                            </respStmt>
-                            <respStmt>
-                                <resp>Übersetzung des Abstract ins Englische</resp>
-                                <name role="marc_trl">
-                                    <forename>Kathleen Marie</forename>
-                                    <surname>Smith</surname>
-                                </name>
-                            </respStmt>
-                            <availability status="free">
-                                <p>Available at <ref target="http://www.zfdg.de"
-                                        >http://www.zfdg.de</ref>
-                                </p>
-                            </availability>
-                            <biblScope unit="year">2017</biblScope>
-                            <biblScope unit="artikel">04</biblScope>
-                        </monogr>
-                    </biblStruct>
-                </title>
-            </titleStmt>
-            <editionStmt>
-                <edition>Elektronische Ausgabe nach TEI P5</edition>
-            </editionStmt>
-            <publicationStmt>
-                <distributor>
-                    <name>
-                        <orgName>Herzog August Bibliothek Wolfenbüttel</orgName>
-                    </name>
-                </distributor>
-                <idno type="doi">10.17175/zfdg.01</idno>
-                <idno type="ppn">0819494402</idno>
-                <authority>
-                    <name>Herzog August Bibliothek</name>
-                    <address>
-                        <addrLine>Lessingplatz 1</addrLine>
-                        <addrLine>38304 Wolfenbüttel</addrLine>
-                    </address>
-                </authority>
-                <authority>
-                    <name>Forschungsverbund MWW</name>
-                    <address>
-                        <addrLine>Wallotstraße 19</addrLine>
-                        <addrLine>14193 Berlin</addrLine>
-                    </address>
-                </authority>
-                <availability status="free">
-                    <p> Sofern nicht anders angegeben </p>
-                    <licence target="http://creativecommons.org/licenses/by/4.0/">CC BY SA
-                        4.0</licence>
-                </availability>
-                <availability status="free">
-                    <p> Available at <ref target="workID">http://www.zfdg.de; (c) Forschungsverbund
-                            MWW</ref>
-                    </p>
-                </availability>
-            </publicationStmt>
-            <sourceDesc>
-                <p>Einreichung als Fachartikel in der ZfdG durch die Autoren</p>
-            </sourceDesc>
-        </fileDesc>
-        <encodingDesc>
-            <editorialDecl>
-                <p>Transformation der WORD-Vorlage nach XML/TEI-P5 durch TEI-Oxgarage und
-                    XSLT-Skripten</p>
-            </editorialDecl>
-            <editorialDecl>
-                <p xml:lang="de">Lektorat des Textes durch die Redaktion in Person von
-                        <persName>Constanze Baum</persName>.</p>
-            </editorialDecl>
-            <editorialDecl>
-                <p>Medienrechte liegen bei den Autoren</p>
-            </editorialDecl>
-            <editorialDecl>
-                <p>All links checked<date when="2015">23.06.2016</date>
-                </p>
-            </editorialDecl>
-        </encodingDesc>
-        <profileDesc>
-            <creation>Einreichung als Artikel der Zeitschrift für digitale
-                Geisteswissenschaften</creation>
-            <langUsage>
-                <language ident="de">Text in Deutsch</language>
-                <language ident="en">Abstract in English</language>
-            </langUsage>
-            <textClass>
-                <keywords scheme="gnd">
-                    <term>Schlagwort 1<ref target="GND-Nummer"/>
-                    </term>
-                </keywords>
-            </textClass>
-        </profileDesc>
-        <revisionDesc>
-            <change/>
-        </revisionDesc>
-    </teiHeader>
-    <text>
-        <body>
-            <div>
-
-                <div type="abstract">
-                    <argument xml:lang="de">
-                        <p>In diesem Beitrag wird ein digitaler Arbeitsprozess beschrieben, der
-                            durch Textmining automatisch verschiedene Entitäten aus
-                            Konferenzabstracts ermittelt und diese dann mit einer Netzwerkanalyse in
-                            Beziehung setzt. Ziel ist es, die Verbreitung und Diversität von Tools,
-                            die Präsenz von Institutionen und Zusammenschlüssen sowie die
-                            thematische und personengebundene Vernetzung von Vortragenden auf einer
-                            deutschsprachigen DH-Konferenz zu identifizieren. Zentral ist dabei die
-                            Dokumentation des Arbeitsprozesses, der als Anstoß zur Entwicklung
-                            fachübergreifender Arbeitsstandards verstanden werden kann. </p>
-                    </argument>
-                    <argument xml:lang="en">
-                        <p>This article describes the digital workflow of automatically extracting
-                            various entities from a corpus of conference abstracts and performing
-                            network analysis on the results in order to find relationships. The aim
-                            is to identify the spread and diversity of tools, the representation of
-                            institutions and federations, and the thematic and personal networks of
-                            speakers at a German-speaking DH conference. Particular emphasis is
-                            placed on the documentation of the entire process, which can be
-                            interpreted as an initiative to develop interdisciplinary standards in
-                            this field.</p>
-                    </argument>
-                </div>
-                <div type="chapter">
-                    <head>1. Einleitung</head>
-
-                    <p>Digitale Tools werden immer häufiger von Geisteswissenschaftlerinnen und
-                        Geisteswissenschaftlern für ihre wissenschaftliche Arbeit genutzt. Um diese
-                        Tools und Services noch besser und passender in den Forschungsprozess
-                        integrieren zu können, müssen Entwickler und Entwicklerinnen sowie Betreiber
-                        und Betreiberinnen von Infrastrukturkomponenten auch die Arbeitsweise und
-                        -abläufe der Wissenschaftler und Wissenschaftlerinnen besser verstehen. Denn
-                        nur ein tieferes Verständnis des wissenschaftlichen Erkenntnisprozesses
-                        ermöglicht es, Anforderungen und Bedürfnisse von Wissenschaftlern und
-                        Wissenschaftlerinnen in der Entwicklung von Tools und
-                        Infrastrukturkomponenten zu berücksichtigen. Die Begleitforschung des
-                        BMBF-geförderten Projekts DARIAH-DE<note type="footnote">
-                            <ref target="https://de.dariah.eu/">https://de.dariah.eu/</ref>
-                        </note> hat es sich zum Ziel gesetzt, nicht nur die Anforderungen und
-                        Erwartungen von Geisteswissenschaftlern und Geisteswissenschaftlerinnen an
-                        virtuelle Forschungsumgebungen zu untersuchen, sondern auch in Erfahrung zu
-                        bringen, welche Tools zum Einsatz kommen und wie diese den
-                        wissenschaftlichen Erkenntnisprozess unterstützen. Auf diese Weise sollten
-                        die (digitalen) Geisteswissenschaften im Hinblick auf Arbeitsmethoden und
-                        -prozesse genauer ausdifferenziert werden. Hierzu wurden während der
-                        Projektlaufzeit mehrere Erhebungen durchgeführt, die in den entsprechenden
-                        Arbeitsberichten dokumentiert sind.<note type="footnote"> <ref type="bibliography"
-                            target="#stiller_nutzungsverhalten_2015">Stiller et
-                            al. 2015</ref>; <ref type="bibliography"
-                                target="#bulatovic_usability_2016"> Bulatovic et al. 2016</ref>.<ref
-                                target="https://wiki.de.dariah.eu/download/attachments/26150061/Report1.2.1-final.pdf?version=6&amp;modificationDate=1430303390972&amp;api=v2"
-                            > </ref>
-                        </note>
-                    </p>
-                    <p>Im Rahmen der wissenschaftlichen Begleitforschung von DARIAH-DE geht dieser
-                        Artikel der Frage nach, inwiefern ein konkretes Forschungsvorhaben mit Hilfe
-                        digitaler Tools umgesetzt werden kann, welche Schwierigkeiten dabei
-                        auftreten und wie diese in Zukunft überwunden werden können. Ausgangspunkt
-                        war das Bestreben, den derzeitigen Ist-Stand der Verbreitung von DH-Tools im
-                        deutschsprachigen Raum festzuhalten und belegbar zu kartographieren. Dazu
-                        wurde ein digitaler Workflow erarbeitet, der sich Tools bedient, die
-                        innerhalb der Digital Humanities entwickelt wurden. </p>
-                    <p>Wir haben das Book of Abstracts der DHd-Tagung 2015<note type="footnote">
-                            <ref target="http://dhd2015.uni-graz.at/"
-                                >http://dhd2015.uni-graz.at/</ref>, 23.–28. Februar 2015 in
-                            Graz.</note> analysiert, um Hinweise über die Erwähnung, Verbreitung und
-                        Diversität von DH-Tools, die Präsenz von Institutionen und Zusammenschlüssen
-                        sowie die thematische und personengebundene Vernetzung der Vortragenden auf
-                        dieser deutschsprachigen Konferenz zu erhalten. Der Verband der Digital
-                        Humanities im deutschsprachigen Raum (DHd)<note type="footnote">
-                            <ref target="http://www.dig-hum.de/"
-                            >http://www.dig-hum.de/</ref>.</note> lädt jährlich interessierte und
-                        ausgewählte Wissenschaftler und Wissenschaftlerinnen zu dieser Tagung, um
-                        Beiträge aus den digitalen Geisteswissenschaften vorzustellen und zu
-                        diskutieren. Das Book of Abstracts der jeweiligen Tagungen, die zu den
-                        größten auf dem Gebiet der digitalen Geisteswissenschaften im
-                        deutschsprachigen Raum zählen, bieten einen guten Einblick in laufende
-                        Projekte, wichtige Erkenntnisse und aktuelle Debatten im Feld.</p>
-                    <p>Diese explorativ durchgeführte Fallstudie dient auch der Dokumentation eines
-                        Arbeitsflusses, in dem die Textanalyse und die Visualisierung von Netzwerken
-                        im Mittelpunkt stehen. Da nach unseren Erkenntnissen im DH-Bereich jedoch
-                        noch keine standardisierten Vorgänge für ein solches Vorgehen definiert
-                        sind, möchten wir einen Anstoß zur Entwicklung fachübergreifender
-                        Arbeitsstandards geben. Wir werden daher den digitalen Workflow
-                        nachvollziehbar dokumentieren. Das semi-automatische Verfahren zur
-                        Textanalyse, das aus unserer Untersuchung resultiert, wird so weit geöffnet,
-                        dass es nachgenutzt und weiterentwickelt werden kann. Dazu werden das
-                        getaggte Trainingskorpus und die damit entwickelten <emph>Classifier</emph>
-                        zur Textanalyse veröffentlicht.<note type="footnote"> Der Datensatz ist
-                            unter <ref target="https://doi.org/10.5281/zenodo.847058"
-                                >https://doi.org/10.5281/zenodo.847058</ref> verfügbar. Auf Anfrage
-                            erteilen die AutorInnen Zugang zum getaggten Korpus, welches im
-                            Webdienst CATMA gespeichert wird.</note>
-                    </p>
-                    <p>In <ref type="intern" target="#hd2">Abschnitt 2</ref> wird ein Überblick über
-                        ähnliche Ansätze des Textmining sowie den Einsatz von Tools im
-                        geisteswissenschaftlichen Arbeitsprozess gegeben. Die einzelnen
-                        Verarbeitungsschritte unserer Analyse und die dabei angewandten Tools werden
-                        in <ref type="intern" target="#hd5">Abschnitt 3</ref> vorgestellt. Im darauf
-                        folgenden <ref type="intern" target="#hd11">Abschnitt 4</ref> werden die
-                        Ergebnisse aus den Analysen präsentiert und diskutiert. Der Artikel endet
-                        mit <ref type="intern" target="#hd14">Abschnitt 5</ref>, welcher auf
-                        Schwierigkeiten des hier vorgestellten digitalen Arbeitsverlaufs verweist
-                        und offene Fragen aufgreift.</p>
-                </div>
-
-                <div type="chapter">
-                    <head>2. Hintergrund</head>
-                    <p>Der <ref type="intern" target="#hd3">folgende Abschnitt</ref> stellt ähnliche
-                        Ansätze zur Untersuchung von wissenschaftlichen Texten vor. Für unsere
-                        Fallstudie sind zwei zwei thematische Ansatzpunkte von besonderem Interesse.
-                        Einerseits wird die Untersuchung bestimmt von der ausgewählten Textsorte der
-                        Konferenzabstracts und andererseits vom Methodenkomplex des Textmining und
-                        insbesondere von den Verfahren des <emph>Natural Language
-                        Processing</emph>(NLP). Darüber hinaus interessiert, inwiefern der Gebrauch
-                        von Tools und Methoden in den DH bereits Gegenstand
-                        wissenschaftstheoretischer Forschung ist. </p>
-
-
-                    <div type="subchapter">
-                        <head>2.1 Textmining wissenschaftlicher Abstracts</head>
-
-                        <p>Die Textsorte <hi rend="italic">Abstracts</hi> ist in der linguistischen
-                            Forschung in vielerlei Hinsicht untersucht worden. Ein entsprechender
-                            Überblick findet sich in Busch-Lauer.<note type="footnote"> <ref type="bibliography"
-                                target="#busch_abstracts_2012">Busch-Lauer
-                                2012</ref>, passim.</note> Konferenzabstracts, wie wir sie als Grundlage
-                            dieser Studie verstehen, werden in der Fachliteratur auch als <term
-                                type="dh">Extended Abstract</term> bezeichnet, da sie ursprünglich
-                            eine längere Variante der gebräuchlichen Ankündigung eines Vortrags
-                            darstellen. Adolphi<note type="footnote"> <ref type="bibliography"
-                                target="#adolphi_textsorte_1996">Adolphi 1996</ref>, S.
-                                478–500.</note> definiert das <quote>Extended Abstract</quote> und
-                            grenzt es von den bei Gläser<note type="footnote"> <ref type="bibliography"
-                                target="#glaeser_fachtextsorten_1990">Gläser 1990</ref>, S.
-                                120ff.</note> beschriebenen Konferenzabstracts hinsichtlich dreier
-                            Merkmale ab: Erstens sei das <term type="dh">Extended Abstract</term>
-                            deutlich länger, zweitens könne es zu Dokumentationszwecken einer
-                            Konferenz veröffentlicht werden, drittens würde es dadurch auch
-                            zitierfähig.<note type="footnote"> Vgl. <ref type="bibliography"
-                                target="#adolphi_textsorte_1996">Adolphi 1996</ref>, S.
-                                483f.</note></p>
-
-                        <p>Diese Merkmale finden sich auch bei den Abstracts, die das Korpus der
-                            hier beschriebenen Untersuchung bilden. Im Zuge der durch
-                            Infrastrukturprojekte wie <term type="corporate"
-                                ref="https://de.dariah.eu/">DARIAH-DE</term> vorangetriebenen
-                            Langzeitarchivierung von Daten ist damit zu rechnen, dass auch weiterhin
-                            Veranstaltungen in immer größerem Umfang dokumentiert werden, sei es
-                            durch die Publikation von Konferenzabstracts, Foliensätzen oder
-                            Audio-/Videomaterial.</p>
-
-                        <p>Eine Untersuchung der Makrostruktur gibt Aufschluss darüber, dass der
-                            Aufbau von Abstracts relativ homogen ist und wie folgt gegliedert werden
-                            kann:<note type="footnote"> Vgl. <ref type="bibliography"
-                                target="#glaeser_fachtextsorten_1990">Gläser 1990</ref>, S. 121.</note>
-                        </p>
-                        <list type="unordered">
-                            <item>Verfasser/Verfasserin mit Affiliation</item>
-                            <item>Titel </item>
-                            <item>Textkörper (ohne integrierte Abbildungen)</item>
-                            <item>Literatur/Referenzen</item>
-                        </list>
-                        <p>Textmining auf Abstracts anzuwenden ist schon in vielen Kontexten
-                            durchgeführt worden, wobei die Anwendungsfälle so gut wie immer
-                            thematisch an eine bestimmte Disziplin gebunden sind. Grimbeek et
-                            al.<note type="footnote"> <ref type="bibliography"
-                                target="#grimbeek_themes_2005">Grimbeek et al. 2005</ref>, passim.</note>
-                            beschreiben, wie unter Verwendung des Tools Leximancer<note
-                                type="footnote">
-                                <ref target="http://info.leximancer.com/"
-                                    >http://info.leximancer.com/</ref>.</note> die Abstracts einer
-                            jährlich stattfindenden Konferenz zum Thema Bildung analysiert werden.
-                            Es wird untersucht, ob und wie sich im Laufe von drei Jahren die Themen
-                            der Vorträge gewandelt haben. Leximancer benutzt dabei Methoden wie
-                                    <quote><emph>thematic analysis</emph></quote>, um Themenkomplexe
-                            im Korpus festzustellen, worauf eine Analyse der Beziehungen zwischen
-                            den identifizierten Konzepten folgt. Es wird dabei das gesamte Korpus
-                            verwendet, die Entwicklung im Verlauf der Jahre kann über entsprechendes
-                            Tagging der Abstracts nachvollzogen werden. In den Ergebnissen ist ein
-                            thematischer Wandel zu beobachten, der nicht zuletzt von der Menge der
-                            eingereichten Abstracts, aber auch vom gesetzten Oberthema der
-                            jeweiligen Konferenzen abhängt. Shaik und Chakraborty analysieren die
-                            Proceedings der seit den 70er Jahren jährlich stattfindenden Konferenz
-                            zur Statistiksoftware SAS.<note type="footnote"> <ref type="bibliography"
-                                target="#shaik_trends_2011">Shaik / Chakraborty
-                                2011</ref>, passim.</note> Es wird untersucht, welche Themen zu welcher
-                            Zeit im Trend liegen. In dieser Arbeit werden dazu Wörter aus den
-                            Dokumenten extrahiert und diese mittels Singulärwertzerlegung
-                            geclustert. Dabei wird angemerkt, dass die Ausdrücke, die zum Clustern
-                            verwendet werden, sorgfältig ausgesucht werden müssen, da sich sonst die
-                            Ergebnisse radikal verändern.<note type="footnote"> Vgl. <ref type="bibliography"
-                                target="#shaik_trends_2011">Shaik / Chakraborty 2011</ref>, S. 6.</note> Der Artikel geht auch gesondert auf die
-                            Methode ein und erläutert, wie die heterogenen Quellen aufbereitet
-                            werden müssen, um mit ihnen arbeiten zu können.</p>
-                        <p>Bezogen auf die Digital Humanities regt Kirschenbaum an, den Begriff
-                                <quote>Digital Humanities</quote> nicht nur rein enzyklopädisch zu
-                            erklären, sondern auch mit den in dieser Disziplin üblichen Tools und
-                            Methoden zu definieren und abzugrenzen.<note type="footnote">
-                                <ref type="bibliography"
-                                    target="#kirschenbaum_humanities_2010">Kirschenbaum 2010</ref>, S. 55–61.</note> Konkret wird auf das
-                            Textmining-Tool Voyant<note type="footnote">
-                                <ref target="http://www.voyant-tools.org/"
-                                    >http://www.voyant-tools.org/</ref>.</note> eingegangen, um die
-                            Proceedings von Konferenzen zu untersuchen. Die Vorschläge ähneln den
-                            oben beschriebenen Projekten: so könnten die Trends der besprochenen
-                            Themen oder Kollokationen der Schlüsselbegriffe ermittelt oder
-                            Zitationsnetzwerke aufgebaut werden<note type="footnote"> Vgl.
-                                <ref type="bibliography"
-                                    target="#kirschenbaum_humanities_2010">Kirschenbaum 2010</ref>, S. 56.</note> und auf diese Weise würde eine sehr
-                            selbstreflexive Definition des Feldes entstehen. Aufgegriffen und
-                            teilweise umgesetzt wird diese Idee von Eichmann und Weingart.<note
-                                type="footnote"> <ref type="bibliography"
-                                    target="#eichmann_tent_2015">Eichmann / Weingart 2015</ref>, passim.</note> Sie
-                            untersuchen die Konferenz-Abstracts der internationalen DH-Konferenzen
-                            der Jahre 2004 bis 2014 auf unterschiedliche Aspekte hin. Die hier
-                            entwickelten Statistiken zeigen die Herkunft der Teilnehmer und
-                            Teilnehmerinnen, Anzahl, Herkunft und Geschlecht der Autoren und
-                            Autorinnen und zusätzlich eine Analyse der thematischen Trends in den
-                            Jahren 2013 bis 2015. Diese Auswertung wird im Blog von Weingart
-                                weitergeführt,<note type="footnote">
-                                <ref target="http://www.scottbot.net/HIAL/?tag=dhconf"
-                                    >http://www.scottbot.net/HIAL/?tag=dhconf</ref>.</note> der
-                            Fokus liegt aber weiterhin auf den eingereichten Themen und der Analyse
-                            der erhobenen Daten von Autoren und Autorinnen. </p>
-                        <p>An diese Art von Untersuchungen schließt sich unsere Idee an, die
-                            Konferenzabstracts des Verbandes DHd (Digital Humanities im
-                            deutschsprachigen Raum)<note type="footnote"><ref
-                                    type="https://dig-hum.de/">https://dig-hum.de/</ref>.</note>
-                            mittels Textmining zu untersuchen. Vor dem Hintergrund des oben kurz
-                            beschriebenen Arbeitsgebiets der Begleitforschung von <term
-                                type="corporate" ref="LINK">DARIAH-DE</term> – der Erforschung der
-                            derzeitigen Verbreitung von DH-Methoden sowie der Ermittlung von
-                            Entwicklungsdesiderata – sind für uns vor allem bestimmte, recht klar
-                            definierbare Entitäten von Interesse. Das Verfahren der <emph>Named
-                                Entity Recognition</emph> (NER) scheint folglich sowohl methodisch
-                            als auch in der praktischen Anwendbarkeit als erster Verfahrensschritt
-                            naheliegend. </p>
-                        <p>Die Methode wurde im Umfeld des <emph>Natural Language Processing
-                                (NLP)</emph> entwickelt und als Machine-Learning-Technik zunächst
-                            vor allem auf journalistische Sachtexte trainiert und angewandt.<note
-                                type="footnote"> <ref type="bibliography"
-                                    target="#sekine_entity_2004">Sekine 2004</ref>, passim.</note> Dabei wurde zunächst
-                            eine relativ kleine Anzahl an Kategorien verwendet, bevor der Versuch
-                            unternommen wurde, sukzessive mehr Kategorien in
-                                <emph>NER-Modelle</emph> zu integrieren.<note type="footnote">
-                                    <ref type="bibliography"
-                                        target="#sekine_entity_2004">Sekine 2004</ref>, passim; <ref type="bibliography"
-                                            target="#cucerzan_entity_2007">Cucerzan 2007</ref>, S. 708–716.</note> Anhand
-                            weiterer Sachtextkategorien wie Lexikoneinträgen und insbesondere der
-                            Artikel der mit Links durchsetzten Online-Enzyklopädie Wikipedia wurden
-                            Untersuchungen durchgeführt, die sich nicht nur auf das Aufspüren von
-                            Entitäten, sondern auch auf deren Ambiguitäten konzentrierten.<note
-                                type="footnote"> Vgl. <ref type="bibliography"
-                                    target="#cucerzan_entity_2007">Cucerzan 2007</ref>, S. 713f.</note> In weiteren
-                            Experimenten wurde herausgefunden, dass unterschiedliche Textsorten auch
-                            unterschiedlicher Modelle bedürfen und dass somit auch verwendete Tools
-                            angepasst werden müssen.<note type="footnote"> <ref type="bibliography"
-                                target="#ritter_study_2011">Ritter et al. 2011</ref>.</note>
-                            Neben der Erforschung neuer Textsorten, die durch das Internet
-                            entstanden sind, wie z.B. Tweets<note type="footnote"> Vgl. <ref type="bibliography"
-                                target="#ritter_study_2011">Ritter et
-                                al. 2011</ref>, passim.</note>, wurden auch auf Forschungsliteratur
-                            Textmining-Experimente angewandt.<note type="footnote"> <ref type="bibliography"
-                                target="#leser_gene_2005">Leser /
-                                Hakenberg 2005</ref>, S. 357-369; <ref type="bibliography"
-                                    target="#jimeno_assessment_2008">Jimeno et al. 2008</ref>, S. 3.</note> So
-                            werden z.B. für die Analyse medizinischer Fachtexte beständig bisher
-                            entwickelte Tools um neue Kategorien ergänzt.<note type="footnote"> Vgl.
-                                <ref type="bibliography"
-                                    target="#jimeno_assessment_2008">Jimeno et al. 2008</ref>, passim.</note> In der deutschsprachigen
-                            DH-Forschung gibt es in jüngster Zeit Bestrebungen, das Verfahren auf
-                            literarische Texte zu übertragen.<note type="footnote"> <ref type="bibliography"
-                                target="#jannidis_erkennung_2015">Jannidis et al.
-                                2015</ref>, passim.</note> In diesem Zusammenhang wird auch experimentell
-                            die Domain-Adaption als solche hinterfragt und in Werkstattberichten
-                            erläutert, auf welche Weise diese durchgeführt werden kann. Es wird
-                            gezeigt, inwiefern es gelingen kann, durch die geschickte Konstruktion
-                            eines Trainingskorpus bessere Ergebnisse von NER in Anwendung auf
-                            literarische Texte zu erreichen.<note type="footnote"> Vgl. Jannidis et
-                                al. 2011.</note>
-                        </p>
-                        <p>Für die vorliegende Studie bietet sich Named Entity Recognition an, da
-                            hier mit dem Stanford Named Entity Recognizer einerseits ein bestehendes
-                            und etabliertes Tool getestet und adaptiert werden kann und auf der
-                            anderen Seite die Funktionalität dieses Tools unseren konkreten Fragen
-                            nach kleinschrittigen Arbeitsabläufen entgegenkommt. Nachteilig ist
-                            allerdings, dass wir die Kategorien ›Tools‹ und ›Methoden‹ selbst zu den
-                            bestehenden Kategorien des Stanford-NER hinzufügen müssen. Weitere Tools
-                            und Methoden wie das Topic Modelling oder eine explorative Untersuchung
-                            der Texte durch Tools wie die bereits erwähnte Toolumgebung
-                                <emph>Voyant</emph> sind ebenfalls naheliegend, gehen aber über das
-                            Interesse der vorliegenden Fallstudie hinaus und könnten für
-                            Anschlussstudien genutzt werden.</p>
-                    </div>
-                    <div type="subchapter">
-                        <head>2.2 Verwendung von Tools und digitale Arbeitsabläufe in den
-                            Geisteswissenschaften</head>
-
-                        <p>Das Bedürfnis, Tools und Dienste, die auf den geisteswissenschaftlichen
-                            Forschungsprozess zugeschnitten sind, zu entwickeln, ist nicht neu. So
-                            reduzierte schon Unsworth mit seinen <quote>Scholarly Primitives</quote>
-                            den geisteswissenschaftlichen Forschungsprozess auf sieben Abläufe, die
-                            sich einfach mit digitalen Tools abbilden lassen.<note type="footnote">
-                                <ref type="bibliography"
-                                    target="#unsworth_primitives_2000">Unsworth 2000</ref>.</note> Das Bedürfnis, den geisteswissenschaftlichen
-                            Forschungsprozess zu formalisieren, war auch das Motiv von Gradmann und
-                            Hennicke bei der Entwicklung des <emph>Scholarly Domain
-                                Models</emph>.<note type="footnote"> <ref type="bibliography"
-                                    target="#hennicke_report_2015">Hennicke et al. 2015</ref>.</note>
-                            Für Juola hingegen fehlt es den Geisteswissenschaften an <quote>Killer
-                                Applications</quote>, welche die Probleme der Disziplin
-                            automatisiert lösen und den Wissenschaftlern und Wissenschaftlerinnen
-                            somit zu neuen Erkenntnissen verhelfen.<note type="footnote"> <ref type="bibliography"
-                                target="#juola_applications_2008">Juola
-                                2008</ref>, S. 73–83.</note>
-                        </p>
-                        <p>Die Problematik den gesamten Forschungskreislauf digital abzubilden,
-                            wurde während der Entwicklung von virtuellen Forschungsumgebungen schon
-                            frühzeitig erkannt. Generalisierte Arbeitsabläufe umzusetzen, erwies
-                            sich jedoch als schwierig, da die Bedürfnisse in unterschiedlichen
-                            Disziplinen und unter verschiedenen Fragestellungen sehr voneinander
-                            abweichen. In einer von der wissenschaftlichen Begleitforschung <term
-                                type="corporate" ref="https://de.dariah.eu/">DARIAH-DE</term>
-                            durchgeführten Befragung zur Nutzung von Tools und deren Bewertung in
-                            unterschiedlichen Phasen des Forschungskreislaufs wurde festgestellt,
-                            dass Textverarbeitungsprogramme für verschiedenste Aufgaben genutzt
-                            werden, auch wenn sie dadurch zweckentfremdet werden.<note
-                                type="footnote"> <ref type="bibliography"
-                                    target="#gnadt_version_2015">Gnadt et al. 2016</ref>.</note> Der Wechsel zu
-                            offensichtlich passenderen Programmen wird oftmals nicht vollzogen. Ob
-                            dies an der Interoperabilität der Datenformate liegt oder an vorhandenen
-                            Berührungsängsten mit neuer Software, kann bisher nur gemutmaßt werden
-                            und bedarf weiterer Untersuchungen. Der Befürchtung, dass Tools nicht
-                            benutzt werden, da sie nicht bekannt sind, werden mehrere Projekte
-                            entgegengesetzt, die Tools und Verfahren verzeichnen. So gibt es
-                            beispielsweise das DiRT directory<note type="footnote">
-                                <ref target="http://dirtdirectory.org/"
-                                    >http://dirtdirectory.org/</ref>.</note>, das verschiedene
-                            Werkzeuge für digitale Verfahren auflistet. </p>
-                        <p>Das hier dargelegte Experiment ist auch ein Versuch, sich der Thematik
-                            von einer anderen Seite zu nähern. Die beschriebene Beispiel-Analyse
-                            geht der Frage nach, mit welchen Tools Wissenschaftler und
-                            Wissenschaftlerinnen arbeiten, die innerhalb der DH-Community aktiv
-                            sind. Daneben zeigt der Selbstversuch des Aufbaus einer Pipeline aus
-                            unterschiedlichen DH-Tools, die zur Durchführung der Analyse genutzt
-                            werden, inwiefern es möglich und fruchtbar ist, Programme im eigenen
-                            Forschungskontext anzuwenden, die in einem anderen Fachzusammenhang
-                            entwickelt wurden.</p>
-
-                    </div>
-                </div>
-                <div type="chapter">
-                    <head>3. Digitaler Workflow zur Untersuchung der Abstracts der
-                        DHd-Konferenz</head>
-
-                    <p>Zur Analyse der Abstracts arbeiten wir mit dem Tool Stanford Named Entity
-                            Recognizer<note type="footnote">
-                            <ref target="http://nlp.stanford.edu/software/CRF-NER.shtml"
-                                >http://nlp.stanford.edu/software/CRF-NER.shtml</ref>.</note>
-                        (Stanford-NER), um die für die Untersuchung relevanten Entitäten automatisch
-                        in den Texten bestimmen zu können. Als Untersuchungskategorien haben wir die
-                        Entitäten ›Tools‹, ›Kommunikationsmittel‹, ›Personen‹, ›Institutionen und
-                        Zusammenschlüsse‹ vordefiniert. Nach der automatischen Erkennung der
-                        Entitäten mithilfe des Stanford-NER, werden die Ergebnisse in das digitale,
-                        webbasierte Markup- und Annotationstool <emph>CATMA</emph>
-                        <note type="footnote">
-                            <ref target="http://www.catma.de/">http://www.catma.de/</ref>.</note>
-                        (Computer Aided Textual Markup and Analysis) überführt und danach mittels
-                        Netzwerkanalyse im Tool Gephi<note type="footnote">
-                            <ref target="http://gephi.github.io/"
-                            >http://gephi.github.io/</ref>.</note> ausgewertet. Das folgende Kapitel
-                        gibt einen detaillierten Einblick in den Arbeitsprozess. </p>
-                    <p>Neben der Anzahl der Nennungen von Entitäten in einem Abstract sind auch die
-                        Erwähnungen in mehreren Abstracts für uns relevant. Dabei haben wir die
-                        Entitäten näher betrachtet, die mindestens drei Mal erwähnt wurden und dies
-                        in mindestens zwei Abstracts. Das gewählte Korpus weist die Besonderheit
-                        auf, dass in Konferenzabstracts auch häufig Beiträge zu finden sind, die
-                        Projektpräsentationen oder Vorstellungen von Tools sind. Beworbene Tools
-                        werden demzufolge häufig in einem einzigen Abstract erwähnt, müssen aber
-                        nicht in weiteren Abstracts vorkommen. Davon abgesehen nehmen wir an, dass
-                        Mitarbeiter und Mitarbeiterinnen eine Institution oder eine Person (die mit
-                        diesen Tools arbeiten, diese vorstellen oder sie entwickelt haben) diese
-                        häufiger erwähnen (müssen!) als fremde Institutionen und Kollegen und
-                        Kolleginnen. Darüber hinaus unterscheiden wir zwischen Sprechern und
-                        Sprecherinnen, die auf der Konferenz präsent sind (Zitierende) und den
-                        Referenzen, die diese nennen (Zitierte). </p>
-
-                    <div type="subchapter">
-                        <head>3.1 Verwendete Tools</head>
-
-                        <p>Die für den digitalen Arbeitsablauf eingesetzten Tools –
-                                <emph>Stanford-NER</emph>, <emph>CATMA</emph> und <emph>Gephi</emph>
-                            – haben wir danach ausgewählt, inwiefern die Programme auch von
-                            Nicht-Experten der jeweiligen DH-Sparte bedient und angepasst werden
-                                könnten.<note type="footnote"> Die Autorinnen und der Autor dieses
-                                Artikels verstehen in diesem Sinne ihren Ansatz als
-                                generalistisch.</note> Darüber hinaus haben wir gängige Text- und
-                            Tabellenverarbeitungsprogramme eingesetzt, die hauptsächlich dazu
-                            dienen, die Kompatibilität der DH-Tools zu erhöhen, indem Formate
-                            konvertiert oder Rein-Texte zu XML oder in Tabellen umgewandelt werden. </p>
-                        <p>Der Stanford <emph>Named Entity Recognizer</emph> ist ein <emph>Machine
-                                Learning Tool</emph>, das sowohl durch seine Verfügbarkeit als auch
-                            seine Bedienbarkeit einen recht leichten Zugang verspricht. Es gibt
-                            erste NER-Modelle (Classifier) für die deutsche Sprache, mit denen gute
-                            Ergebnisse erzielt werden können.<note type="footnote"> <ref type="bibliography"
-                                target="#faruqui_training_2010">Faruqui / Pado
-                                2010</ref>.</note> Allerdings wurden die bestehenden Skripte auf Korpora
-                            aus journalistischen Texten trainiert. Dies kann zwar als eine mit dem
-                            wissenschaftlichen Text verwandte Textsorte anerkannt werden, da es sich
-                            auch um Sachtexte handelt, der Typus des Konferenzabstracts weist
-                            allerdings einige Besonderheiten auf, die für diese Analyse bedeutend
-                            sind, wie z.B. die Praxis des Zitierens. Außerdem ist es Ziel dieses
-                            Projektes, nicht die klassischen Kategorien der <emph>NER</emph> (Namen,
-                            Orte, Personen, Organisationen) aus dem Korpus herauszufiltern, sondern
-                            die abgewandelten und ergänzten Entitäten: Tools, Personen,
-                            Institutionen, Zusammenschlüsse und Kommunikationsmedien (vgl. Tabelle
-                            1). </p>
-                    </div>
-                    <div type="subchapter">
-                        <head>3.2 Aufbereitung der Daten und Erstellung des Trainingskorpus</head>
-
-                        <p>Die Datengrundlage für das verwendete Korpus bilden die
-                            Konferenzabstracts der Präsentationen der DHd-Tagung von 2015.<note
-                                type="footnote">
-                                <ref target="http://gams.uni-graz.at/o:dhd2015.abstracts-gesamt"
-                                    >http://gams.uni-graz.at/o:dhd2015.abstracts-gesamt</ref>.</note>
-                            Bevor das Korpus dem Textmining-Verfahren unterzogen werden konnte,
-                            wurde aus der im Internet verfügbaren PDF-Version mit Hilfe des Adobe
-                            Acrobat Reader und dessen Exportfunktion eine Reintext-Version
-                            erstellt.</p>
-                        <p>Aus diesem Korpus wurde dann ein Trainingskorpus erstellt: entsprechend
-                            der Einteilung der Textform <quote>Abstract</quote> in vier Bestandteile
-                                (vgl.<ref type="intern" target="#hd3">Abschnitt 2.1</ref>), wurden
-                            dazu Titel, Verfasserangaben mit Institution, der Haupttextblock sowie
-                            die Referenzen und Literaturangaben getrennt berücksichtigt. Zunächst
-                            wurde von jedem Abstract die erste Seite des Haupttextblocks und damit
-                            rund 400 Tokens pro Abstract extrahiert und in einem neuen Dokument,
-                            welches die Grundlage des Trainingskorpus bildet, zusammengefügt.
-                            Ergänzend wurden aus drei zufällig ausgewählten Beiträgen die Titel mit
-                            Verfasserangaben sowie drei Literaturlisten extrahiert und dem
-                            Trainingskorpus beigegeben. So wurde aus jedem Vortragsabstract eine
-                            Textpassage in das Trainingskorpus integriert; die Titel und
-                            Literaturlisten stammen dagegen aus drei sich nicht überschneidenden
-                            Texten. Insgesamt umfasst das Trainingskorpus rund 36.000 Tokens. Das
-                            Book of Abstracts der Konferenz enthält auch Posterabstracts, diese sind
-                            jedoch für die vorliegende Studie nur geringfügig relevant und wurden
-                            deshalb nicht in das Trainingskorpus aufgenommen. </p>
-                    </div>
-
-                    <div type="subchapter">
-                        <head>3.3 Trainingskorpus gestalten und Training des Tools</head>
-
-                        <p>Um die Fallstudie zu leiten, wurden Entitäten definiert, die in Tabelle 1
-                            näher beschrieben sind. Obwohl der <emph>Stanford Named Entity
-                                Recognizer</emph> über einige deutsche Classifier verfügt, wurden
-                            alle verwendeten Kategorien (auch die im <emph>Stanford NER</emph>
-                            ebenfalls vorhandene Kategorie <quote>Personen</quote>) manuell im
-                            Trainingskorpus hinzugefügt. Mit diesem annotierten Trainingskorpus
-                            wurde der <emph>Stanford Named Entity Recognizer</emph> trainiert, ohne
-                            dass die im Tool vordefinierten Features verändert wurden.<note
-                                type="footnote"> Eine Anleitung zum Training eines eigenen Modells
-                                ist auf <ref
-                                    target="http://nlp.stanford.edu/software/crf-faq.shtml#a"
-                                    >http://nlp.stanford.edu/software/crf-faq.shtml#a</ref>
-                                beschrieben.</note>
-                        </p>
-                        <p>Durch die Doppelung der Kategorie <quote>Personen</quote> in dem von uns
-                            angelegten <emph>NER-Modell</emph> und im deutschen Classifier des
-                                <emph>Stanford Named Entity Recognizer</emph> hatten wir außerdem
-                            die Möglichkeit, ein NER-Modell, welches durch Fachwissenschaftler und
-                            Fachwissenschaftlerinnen erstellt wurde, die nicht aus dem Bereich der
-                            Computerlinguistik stammen, mit dem etablierten <emph>NER-Modell</emph>
-                            der Stanford University zu vergleichen.</p>
-
-
-
-                        <table style="data">
-                            <row>
-                                <cell><hi rend="bold">Erklärung</hi></cell>
-                                <cell><hi rend="bold">Kodierung </hi></cell>
-                                <cell><hi rend="bold">Beispiel einer Entität</hi></cell>
-                            </row>
-                            <row>
-                                <cell>Programm oder Verfahren, das in der Forschung eingesetzt
-                                    wird</cell>
-                                <cell>TOOL</cell>
-                                <cell>TUSTEP</cell>
-                            </row>
-                            <row>
-                                <cell>Programm oder Webanwendung, welche(s) hauptsächlich der
-                                    Kommunikation dient</cell>
-                                <cell>KOMM</cell>
-                                <cell>Twitter</cell>
-                            </row>
-                            <row>
-                                <cell>Person, die als Referenz herangezogen oder als Autor des
-                                    Abstracts erwähnt wird</cell>
-                                <cell>PERS</cell>
-                                <cell>Moretti</cell>
-                            </row>
-                            <row>
-                                <cell>Institution</cell>
-                                <cell>INST</cell>
-                                <cell>Stanford University</cell>
-                            </row>
-                            <row>
-                                <cell>Projekt oder Zusammenschluss</cell>
-                                <cell>ZUS</cell>
-                                <cell>DARIAH-DE</cell>
-                            </row>
-                        </table>
-                        <p>Tab. 1: In dieser Studie definierte Entitäten, die automatisch in
-                            Abstracts gefunden werden sollten und deren Definition.</p>
-
-
-                        <p>Nach dem Trainieren des Modells wurde das <emph>NER-Verfahren</emph> auf
-                            das Korpus angewandt, um automatisch die Entitäten im Text zu finden.
-                            Zur Evaluation der Ergebnisse wurde ein Teil des Korpus (eine fünf
-                            Abstracts umfassende Passage) manuell überprüft und die Kennzahlen
-                            Precision, Recall und F-Score ermittelt. </p>
-                    </div>
-                    <div type="subchapter">
-                        <head>3.4 XML-Aufbereitung und Import in CATMA</head>
-
-                        <p>Was der Stanford-NER nicht leisten kann, ist die Zusammenfassung von
-                            Begriffen zu Typen, die wir hier – in Ergänzung der
-                            Token-Typen-Unterscheidung – als Zusammenführung unterschiedlicher
-                            Schreibweisen zu einer Entität verstehen. Da <emph>CATMA</emph> den
-                            Import von XML-Dokumenten zulässt, die darin schon enthaltenen Tags
-                            (Intrinsic Markup) übernimmt und daraus ein Tag-Set (Markup Collection)
-                            erstellt, wurden die automatisch annotierten Daten in dieses Tool
-                            überführt. </p>
-                        <p>In den von <emph>CATMA</emph> generierten Tag-Frequenzlisten wird zwar
-                            zwischen Tokens und Types unterschieden, die Kategorisierung richtet
-                            sich aber nach der Schreibweise, so dass nicht auf den ersten Blick
-                            deutlich wird, welche Person (für diese Kategorie ist das Phänomen
-                            besonders essentiell) in welcher Häufigkeit genannt wird. So werden z.B.
-                                <quote>Matthew Jockers</quote> und <quote>M. L. Jockers</quote>
-                            nicht als eine Type erkannt und Frequenzen daher getrennt zugewiesen. Es
-                            kann also sein, dass Jockers insgesamt zwölfmal erwähnt wird, in der
-                            Tabelle, die wir mittels <emph>CATMA</emph> erstellt und exportiert
-                            haben, aber viermal als <quote>Matthew Jockers</quote> und achtmal als
-                                <quote>M.L. Jockers</quote> auftaucht. Zur Zusammenfassung dieser
-                            Typen ist die Einführung von Typen-Tags notwendig, die dann
-                            semi-automatisch zugewiesen werden können, indem alle Ergebnisse einer
-                            Abfrage zusammen unter einem Tag zusammengefasst werden.</p>
-                        <p>Auch die automatischen Analysen und Visualisierungen laufen über
-                                <emph>CATMA</emph>. Der Datenimport in dieses Tool ist also nicht
-                            nur im Hinblick auf die Möglichkeit, Entitäten zu Tags zusammenzuführen,
-                            gewinnbringend. <emph>CATMA</emph> erlaubt es auch, die Daten als Double
-                            Tree oder Distribution Chart zu visualisieren und sowohl von der
-                            Visualisierung als auch von der Abfrage eines Tags zurück in den Text zu
-                            springen. So konnte in dieser Arbeitsumgebung geprüft werden, welche
-                            Entitäten gehäuft in einem Abstract vorkamen und welche Tools, Personen
-                            und Institutionen in mehreren Abstracts Erwähnung fanden. </p>
-                        <p>Mittels der Funktion <emph>CATMA</emph>-Suchen wurden die vom
-                            Stanford-NER gefundenen Personen, die den Grundannahmen entsprachen,
-                            d.h. mindestens drei Mal und in mehr als einem Text erwähnt wurden, noch
-                            einmal überprüft. Auf diese Weise hat der Stanford-NER zwar vorgegeben,
-                            welche Personen ins Netzwerk aufgenommen werden, die Frequenzen wurden
-                            aber aus den <emph>CATMA</emph>-Abfragen übernommen. Darüber hinaus
-                            ermöglicht die Nutzung von CATMA, dass der Kontext der Nennung in die
-                            Auswertung mit einbezogen wird. Da das Tool das jeweilige Stichwort in
-                            einem frei konfigurierbaren Wortzusammenhang zeigt, wird offenbar, ob es
-                            sich tatsächlich um den Namen einer Person handelt oder lediglich um ein
-                            Wort, welches sowohl als Eigenname als auch in anderen Zusammenhängen
-                            genutzt werden kann. Die Betrachtung der <quote>Keywords in
-                                Context</quote> (Bezeichnung der Funktion in CATMA) erleichtert
-                            außerdem die Recherche, ob es sich bei häufig vorkommenden Namen um eine
-                            oder mehrere Personen handelt. Letztendlich wurde also bei jeder vom
-                            NER-Tool gefundenen Nennung im Nachhinein noch einmal differenziert.
-                            Anschließend wurden dann die Recherche-Ergebnisse in die Betrachtung
-                            übernommen. Ziehen wir noch einmal <quote>Jockers</quote> als Beispiel
-                            heran: Wenn Stanford-NER insgesamt 12 Vorkommnisse erkannt hat, die wir
-                            mit einem Typen-Tag zusammengefasst haben, wurde ergänzend noch eine
-                                <emph>CATMA</emph>-Suche nach <quote>Jockers</quote> durchgeführt.
-                            Wenn dieses Tool nun 15 Vorkommnisse in der Keyword-in-Context-Tabelle
-                            angezeigt hat, so wurden auch alle im Netzwerk berücksichtigt. Für die
-                            umfangreiche Analyse und Visualisierung der Daten haben wir diese
-                            zusätzlich in ein Tabellenkalkulationsprogramm überführt und dann
-                            ergänzend mit beiden Programmen weiter untersucht.</p>
-
-                    </div>
-                    <div type="subchapter">
-                        <head>3.5 Visualisierung des Netzwerks</head>
-
-                        <p>Eine weitere Schwierigkeit in der Arbeit mit den von uns verwendeten
-                            DH-Tools musste überwunden werden, da der Export der Daten aus
-                                <emph>CATMA</emph> in die gängigen Tabellenkalkulationsprogramme
-                            zwar möglich ist, diese Tabellen aber nicht den Vorgaben hinsichtlich
-                            der Importdaten des Netzwerkvisualisierungstools Gephi entsprechen. Eine
-                            erneute manuelle Aufbereitung der Daten war notwendig. Die aus
-                                <emph>CATMA</emph> exportierten Tabellen wurden dafür aus der
-                            ursprünglichen Form herausgelöst, welche die Spalten
-                                <quote>Document</quote>, <quote>Keyword</quote>,
-                                <quote>Frequency</quote> vorsieht. Die Stichworte (in diesem
-                            Beispiel Personennamen) und die Frequenz wurden beibehalten und Namen,
-                            die sich nach manueller Prüfung als gleich erwiesen, zusammengefasst.
-                            Anschließend wurden alle Namen gelöscht, die eine Frequenz von zwei und
-                            weniger aufwiesen. Nun konnte die entstandene Liste darauf geprüft
-                            werden, ob die Namen in mehr als einem Abstract genannt wurden. Dazu
-                            wurden die Namen als Stichwort-Abfrage in <emph>CATMA</emph> aufgerufen.
-                            Die Ergebnisse zeigen, welche Namen lediglich an einer Stelle des Korpus
-                            gehäuft (ein Peak in der Kurve) und welche an zwei oder mehr Stellen
-                            auftraten (<ref type="graphic" target="#textmining_2016_001">Abbildung
-                                1</ref>). </p>
-                        <figure>
-                            <graphic xml:id="textmining_2016_001"
-                                url=".../medien/textmining_2016_001.png">
-                                <desc>
-                                    <ref target="#abb1">Abb. 1</ref> : Häufigkeiten der
-                                    Beispiel-Entität <quote>Moretti</quote> über das Korpus
-                                    verteilt. © Eigene Darstellung.<ref type="graphic"
-                                        target="#textmining_2016_001"/>
-                                </desc>
-                            </graphic>
-                        </figure>
-                        <p>Alle Namen, deren Kurven nur einen Peak zeigten, wurden aus der
-                            Datentabelle gelöscht. So erhielten wir am Ende eine Auflistung von rund
-                            50 Namen, die zwischen 3 und 17 Mal und in mindestens zwei Abstracts
-                            genannt wurden. Diese Namen wurden als die ersten Nodes, also
-                            Knotenpunkte, in Gephi importiert. Anschließend wurden diese Namen
-                            erneut einzeln als Stichworte in <emph>CATMA</emph> gesucht, um über die
-                            automatisch generierte <quote>Keyword-in-Context</quote>-Liste per
-                            Mausklick alle Textstellen ansteuern zu können, in denen der jeweilige
-                            Name vorkam. </p>
-                        <p>Auf diese Weise war es uns möglich, manuell herauszufiltern, welche
-                            Belege sich auf Zitierende und Zitierte beziehen. Anschließend konnten
-                            diejenigen Zitierenden ergänzt und in die Gephi-Datenbank als weitere
-                            Nodes übertragen werden, die bisher noch nicht in der Frequenztabelle
-                            berücksichtigt waren. Diese Erwähnungen wurden dann als Edges, also
-                            Verbindungen, im Netzwerk in Gephi ebenfalls manuell hinzugefügt. </p>
-                        <p>Wir haben das Netzwerk als einen gerichteten Graphen angelegt, d.h.
-                            ausgehend von den Autoren eines Abstracts wurden die Verbindungen zu den
-                            erwähnten Tools, Personen und Institutionen gezogen. Mehrfachnennungen
-                            wurden dabei stärker gewichtet als Einfachnennungen. Außerdem lässt die
-                            Funktionalität von Gephi zu, dass Modularity Classes angelegt werden,
-                            d.h. Gruppen, die durch gegenseitige Erwähnung als besonders stark
-                            vernetzt angesehen werden können. Diese werden dann in der
-                            Visualisierung in unterschiedlichen Farben angezeigt. Abschließend haben
-                            wir die Netzwerkvisualisierung noch dahingehend nachbearbeitet, dass die
-                            Zitierenden in einem äußeren Kreis um die Zitierten stehen.</p>
-                        <p>Der gesamte Ablauf der einzelnen Arbeitsschritte ist in <ref
-                                type="graphic" target="#textmining_2016_002">Abbildung 2</ref>
-                            visualisiert. Eckige Kästen zeigen dabei Aktivitäten, die in generischen
-                            Tools (z.B. Tabellenkalkulationsprogramm) vorgenommen wurden, während
-                            die anderen Verarbeitungsschritte in jeweils einem DH-Tool stattgefunden
-                            haben. </p>
-                        <figure>
-                            <graphic xml:id="textmining_2016_002"
-                                url=".../medien/textmining_2016_002.png">
-                                <desc>
-                                    <ref target="#abb2 ">Abb. 2</ref>: Visualisierung des digitalen
-                                    Workflows. © Eigene Darstellung.<ref type="graphic"
-                                        target="#textmining_2016_002"/>
-                                </desc>
-                            </graphic>
-                        </figure>
-                        <p>Tabelle 2 listet die einzelnen Schritte mit dem Output ihres Datenformats
-                            auf und zeigt für jeden Verarbeitungsschritt das verwendete Tool.</p>
-
-                        <table style="data">
-                            <row>
-                                <cell><hi rend="bold">Arbeitsschritt</hi></cell>
-                                <cell><hi rend="bold">Tool</hi></cell>
-                                <cell><hi rend="bold">Output</hi></cell>
-                            </row>
-                            <row>
-                                <cell>Umwandlung PDF in Text</cell>
-                                <cell>Adobe Acrobat Reader</cell>
-                                <cell>.txt-Datei</cell>
-                            </row>
-                            <row>
-                                <cell>Textauswahl für Trainingskorpus</cell>
-                                <cell>TextWrangler</cell>
-                                <cell>.txt-Datei</cell>
-                            </row>
-                            <row>
-                                <cell>Trainingskorpus erstellen</cell>
-                                <cell>Stanford NER</cell>
-                                <cell>.tsv-Datei</cell>
-                            </row>
-                            <row>
-                                <cell>Trainingskorpus taggen</cell>
-                                <cell>MS Excel</cell>
-                                <cell>.tsv-Datei</cell>
-                            </row>
-                            <row>
-                                <cell>Modell trainieren</cell>
-                                <cell>Stanford NER</cell>
-                                <cell>.ser.gz-Datei</cell>
-                            </row>
-                            <row>
-                                <cell>NER durchführen</cell>
-                                <cell>Stanford NER</cell>
-                                <cell>-</cell>
-                            </row>
-                            <row>
-                                <cell>Export der Daten</cell>
-                                <cell>Stanford NER</cell>
-                                <cell>.txt-Datei mit XML-Elementen</cell>
-                            </row>
-                            <row>
-                                <cell>XML-Aufbereitung</cell>
-                                <cell>TextWrangler</cell>
-                                <cell>.xml-Datei</cell>
-                            </row>
-                            <row>
-                                <cell>Import in <hi rend="zfdg-dh-begriffe">CATMA</hi></cell>
-                                <cell><hi rend="zfdg-dh-begriffe">CATMA</hi></cell>
-                                <cell>-</cell>
-                            </row>
-                            <row>
-                                <cell>Zusammenführen der Tags</cell>
-                                <cell><hi rend="zfdg-dh-begriffe">CATMA</hi></cell>
-                                <cell>-</cell>
-                            </row>
-                            <row>
-                                <cell>Erstellung der Frequenztabellen</cell>
-                                <cell><hi rend="zfdg-dh-begriffe">CATMA</hi></cell>
-                                <cell>-</cell>
-                            </row>
-                            <row>
-                                <cell>Überprüfung eines Teilkorpus</cell>
-                                <cell><hi rend="zfdg-dh-begriffe">CATMA</hi></cell>
-                                <cell>-</cell>
-                            </row>
-                            <row>
-                                <cell>Berechnung Recall / Precision</cell>
-                                <cell>MS Excel</cell>
-                                <cell>.xslx-Datei</cell>
-                            </row>
-                            <row>
-                                <cell>Analyse und Visualisierung in <hi rend="zfdg-dh-begriffe"
-                                        >CATMA</hi></cell>
-                                <cell><hi rend="zfdg-dh-begriffe">CATMA</hi></cell>
-                                <cell>vgl. <ref type="graphic" target="#textmining_2016_002"
-                                        >Abbildung 2</ref></cell>
-                            </row>
-                            <row>
-                                <cell>Export in Tabellenkalkulationsprogramm</cell>
-                                <cell><hi rend="zfdg-dh-begriffe">Catma</hi></cell>
-                                <cell>.csv- oder .ods-Datei</cell>
-                            </row>
-                        </table>
-                        <p>Tab. 2: Schritte im digitalen Arbeitsprozess, dafür benutzte Tools und
-                            deren Output.</p>
-
-
-                    </div>
-                </div>
-                <div type="chapter">
-                    <head>4. Ergebnisse und Beobachtungen</head>
-
-                    <p>Der folgende Abschnitt diskutiert die einzelnen Ergebnisse der Analyse und
-                        evaluiert diese im Anschluss kritisch. </p>
-                    <div type="subchapter">
-                        <head>4.1 Erwähnung von Tools in Tagungsbeiträgen</head>
-
-                        <p>Die Untersuchung fand auf Grundlage der im beschriebenen Auszeichnung des
-                            Korpus statt und wurde direkt im Analyzer-Modul von <emph>CATMA</emph>
-                            durchgeführt. Für die Abfrage der Tools wurde die Abfragesyntax
-                            #tag="NER/TOOL%"# [Monospace-Font] benutzt. Die Anzeige in
-                                <emph>Catma</emph> erlaubt in der Ansicht <quote>Result by
-                                Phrase</quote> die Sortierung der Daten nach Frequenz und zusätzlich
-                            eine Anzeige als KWIC (Keyword in Context). </p>
-                        <p>Tabelle 3 zeigt die 10 am häufigsten gefundenen Tools. Dies ist ein
-                            Ausschnitt aus dem unbereinigten Ergebnis der Abfrage nach der Entität
-                                <quote>TOOL</quote>. Fundstellen, die ausschließlich oder zum
-                            größten Teil (das Tool kommt nur ein weiteres Mal in einem anderen
-                            Abstract vor) aus Toolvorstellungen stammen, sind mit einem *
-                            gekennzeichnet. Insgesamt wurden 83 verschiedene Tools gefunden, die
-                            224-mal erwähnt wurden. Die einzige Ausnahme bildet GNML, welches kein
-                            Tool ist, sondern eine TEI-ähnliche Auszeichnungssprache für Comics.</p>
-
-                        <table style="data">
-                            <row>
-                                <cell><hi rend="bold">Tool:</hi></cell>
-                                <cell><hi rend="bold">Häufigkeit:</hi></cell>
-                                <cell><hi rend="bold">Webseite:</hi></cell>
-                            </row>
-                            <row>
-                                <cell>Textgrid</cell>
-                                <cell>19</cell>
-                                <cell><ref target="https://textgrid.de/"
-                                    >https://textgrid.de/</ref></cell>
-                            </row>
-                            <row>
-                                <cell>TUSTEP*</cell>
-                                <cell>18</cell>
-                                <cell><ref target="http://www.tustep.uni-tuebingen.de/"
-                                        >http://www.tustep.uni-tuebingen.de/</ref></cell>
-                            </row>
-                            <row>
-                                <cell>WebLicht*</cell>
-                                <cell>16</cell>
-                                <cell><ref
-                                        target="http://weblicht.sfs.uni-tuebingen.de/weblichtwiki/index.php/Main_Page"
-                                        >http://weblicht.sfs.uni-tuebingen.de/weblichtwiki/index.php/Main_Page</ref></cell>
-                            </row>
-                            <row>
-                                <cell>FinderApp*</cell>
-                                <cell>15</cell>
-                                <cell><ref target="http://wittfind.cis.uni-muenchen.de/"
-                                        >http://wittfind.cis.uni-muenchen.de/</ref></cell>
-                            </row>
-                            <row>
-                                <cell>oXygen XML Author*</cell>
-                                <cell>11</cell>
-                                <cell><ref target="http://sync.ro/">http://sync.ro/</ref></cell>
-                            </row>
-                            <row>
-                                <cell>WiTTFind*</cell>
-                                <cell>10</cell>
-                                <cell><ref target="http://wittfind.cis.uni-muenchen.de/"
-                                        >http://wittfind.cis.uni-muenchen.de/</ref></cell>
-                            </row>
-                            <row>
-                                <cell>FinderApp WiTTFind*</cell>
-                                <cell>8</cell>
-                                <cell><ref target="http://wittfind.cis.uni-muenchen.de/"
-                                        >http://wittfind.cis.uni-muenchen.de/</ref></cell>
-                            </row>
-                            <row>
-                                <cell>GNML*</cell>
-                                <cell>8</cell>
-                                <cell>-</cell>
-                            </row>
-                            <row>
-                                <cell><hi rend="zfdg-dh-begriffe">CATMA</hi></cell>
-                                <cell>7</cell>
-                                <cell><ref target="http://www.catma.de/"
-                                    >http://www.catma.de/</ref></cell>
-                            </row>
-                            <row>
-                                <cell>ediarum</cell>
-                                <cell>7</cell>
-                                <cell><ref target="http://www.bbaw.de/telota/software/ediarum"
-                                        >http://www.bbaw.de/telota/software/ediarum</ref></cell>
-                            </row>
-                        </table>
-                        <p>Tab. 3: Gefundene Tools mit ihren gefundenen Häufigkeiten und
-                            dazugehöriger Website.</p>
-                        <p>Wie in Tabelle 3 sichtbar wird, ist Textgrid das am häufigsten gefundene
-                            Tool. Es wird gefolgt von TUSTEP, das allerdings deshalb insgesamt so
-                            häufig erwähnt wird, da es Teil eines Abstracts zur Toolvorstellung ist.
-                            Die Tabelle zeigt auch drei Namen eines Tools, die nicht zu einem Typ
-                            zusammengefasst wurden (FinderApp, FinderApp WITTFind, WiTTFind). Um zu
-                            verifizieren, ob es sich dabei tatsächlich um dasselbe Tool handelt,
-                            müssen die einzelnen Fundstellen jedoch manuell geprüft werden. Um
-                            diesen manuellen Zwischenschritt hervorzuheben, haben wir die Instanzen
-                            des Tools in der Tabelle nicht zusammengeführt. Die Zahl der Belege für
-                            Textgrid ist aus einem anderen Grunde kritisch zu beleuchten, weil hier
-                            mit derselben Bezeichnung entweder das Repositorium<note type="footnote">
-                                <ref target="https://textgridrep.org/"
-                                    >https://textgridrep.org/</ref>.</note> oder das Lab<note
-                                type="footnote">
-                                <ref target="https://textgrid.de/download"
-                                    >https://textgrid.de/download</ref>.</note> gemeint sein
-                            kann.</p>
-                        <p>Insgesamt ist zu beobachten, dass Tools häufiger erwähnt werden, die in
-                            Abstracts oder Texten genannt werden, die der Vorstellung des Tools
-                            dienen. Dass auf die Benutzung von spezifischen Programmen hingewiesen
-                            wird, ist äußerst selten, und läuft dann auf singuläre Erwähnungen
-                            hinaus. Zum einen kann dies daran liegen, dass benutzte Tools so
-                            ubiquitär sind, dass sie nicht unbedingt erwähnt werden müssen, wie
-                            beispielsweise ein Textverarbeitungsprogramm. Zum anderen scheint die
-                            angewandte Methode in der Wissenschaft eine so vorrangige Rolle zu
-                            spielen, dass diese Tools nur als Hilfsmittel angesehen werden und deren
-                            Erwähnung von geringer Bedeutung ist. Nicht zitierte Tools konnten in
-                            dieser automatischen Analyse zwar keine Rolle spielen, es sei dennoch
-                            auf die Praxis der Höherbewertung der Methode verwiesen. Um sich dem
-                            Ziel reproduzierbarer Forschung zu nähern, wäre die Angabe der benutzten
-                            Programme sowie der darin verwendeten Parameter allerdings eine wichtige
-                            Voraussetzung.</p>
-                        <p>Generell lässt sich feststellen, dass vornehmlich DH-spezifische Tools
-                            gefunden und in den Abstracts erwähnt wurden. Dies ist einerseits der
-                            Tatsache geschuldet, dass eine Konferenz natürlich dazu genutzt wird,
-                            neue Tools vorzustellen, die für die spezifische Community von Interesse
-                            sind. Von einer häufigen Erwähnung des vorgestellten Tools in diesen
-                            Beiträgen war auszugehen, und dies konnte auch durch die Analyse
-                            bestätigt werden. Um diese Fälle auszuschließen, wäre jedoch ein
-                            weiteres manuelles Tagging der betroffenen Abstracts notwendig
-                            geworden.</p>
-                        <p>Um die erhaltenen Ergebnisse besser einschätzen zu können, wurde
-                            einerseits ein Teil des automatisch getaggten Korpus manuell begutachtet
-                            und andererseits wurden die Ergebnisse unseres Modells für das Auffinden
-                            von Personen mit denen des Stanford-NER verglichen. Im Auffinden von
-                            Entitäten schnitt unser Modell schlecht ab, konnte aber aufgefundene
-                            Entitäten meist richtig bestimmen (Tabelle 4). </p>
-
-                        <table style="data">
-                            <row>
-                                <cell>Accuracy (F1)</cell>
-                                <cell>Precision</cell>
-                                <cell>Recall</cell>
-                            </row>
-                            <row>
-                                <cell>PERS</cell>
-                                <cell>61,05</cell>
-                                <cell>97</cell>
-                                <cell>45</cell>
-                            </row>
-                            <row>
-                                <cell>TOOL</cell>
-                                <cell>43,87</cell>
-                                <cell>90</cell>
-                                <cell>29</cell>
-                            </row>
-                            <row>
-                                <cell>KOMM</cell>
-                                <cell>85,71</cell>
-                                <cell>100</cell>
-                                <cell>75</cell>
-                            </row>
-                            <row>
-                                <cell>INST</cell>
-                                <cell>84,39</cell>
-                                <cell>100</cell>
-                                <cell>73</cell>
-                            </row>
-                            <row>
-                                <cell>ZUS</cell>
-                                <cell>88,88</cell>
-                                <cell>80</cell>
-                                <cell>100</cell>
-                            </row>
-                        </table>
-                        <p>Tab. 4: Zusammenfassung der NER-Ergebnisse in Prozent.</p>
-
-
-                        <p>Zusätzlich wurde noch der F1-Wert für alle Entitäten berechnet. Dieser
-                            aus Precision und Recall errechnete Wert drückt in einer einzigen
-                            Kennzahl die Güte des jeweiligen Ergebnisses aus. Bei Personen lag er
-                            lediglich bei rund 61%, bei Tools bei knapp 44%. Die in dieser
-                            Fallstudie weniger fokussierten Kategorien KOMM, INST und ZUS erreichten
-                            jedoch erstaunlich hohe Quoten. Die Precision-Werte sind in allen
-                            Kategorien recht hoch: es wurden zwar relativ wenige Entitäten erkannt,
-                            die gefundenen stimmten aber recht häufig mit den vordefinierten
-                            Kategorien überein. Der Vergleich des hier benutzten Modells mit dem
-                            beim Stanford-NER mitgelieferten Modell zum Identifizieren von Personen
-                            erzielt ähnliche Resultate. Im Gesamttext wurden vom deutschen
-                            Sprachmodell des Stanford Named Entity Recognizers 2.064 Personen
-                            (Tokens) gefunden, während unser Modell lediglich 1.219 Mal mit PERS
-                            getaggt hat. Während das von den computerlinguistischen Experten und
-                            Expertinnen entwickelte Modell des Stanford NER Tools 1.495 verschiedene
-                            Typen als Personen erkannt hat, sind es bei unserer Adaption nur 917.
-                            Zwar ist der Precision-Wert mit 91,96% etwas niedriger als der unseres
-                            Modells, der Recall-Wert liegt mit 73,05% aber weit höher, sodass sich
-                            ein F1 Score von 81,42% ergibt. Damit ist der deutsche Classifier des
-                            Stanford-NER-Tools erheblich akkurater als der von uns entwickelte.</p>
-                        <p>Die Ergebnisse dieser Analyse unterscheiden sich stark von einer in
-                            DARIAH-DE durchgeführten Umfrage<note type="footnote"> <ref type="bibliography"
-                                target="#stiller_nutzungsverhalten_2015">Stiller
-                                et al. 2015</ref> und <ref type="bibliography"
-                                    target="#bulatovic_usability_2016">Bulatovic et al. 2016</ref> </note>, in der der
-                            Toolgebrauch in verschiedenen Phasen des wissenschaftlichen Workflows
-                            abgefragt wurde. Zielgruppe der Befragung waren dort hauptsächlich
-                            Geisteswissenschaftlerinnen und Geisteswissenschaftler, die sich nicht
-                            der DH-Community zugehörig fühlen; nur eine kleine Gruppe Forscher und
-                            Forscherinnen, die viel mit digitalen Mitteln arbeiten, wurde ebenfalls
-                            befragt. Die Tools, die in unserem Textmining-Experiment gefunden
-                            wurden, sind in der Auswertung der Umfrage nicht präsent. Stattdessen
-                            wurden von den Befragten vornehmlich gängige Softwareumgebungen und
-                            Textverarbeitungsprogramme genannt. Dies kann ein Indiz dafür sein, wie
-                            unterschiedlich die Arbeitsweisen von digital-affinen und digital-fernen
-                            Geisteswissenschaftlerinnen und Geisteswissenschaftlern sind. </p>
-
-                    </div>
-                    <div type="subchapter">
-                        <head>4.2 Ein Netzwerk von Personen, Institutionen und
-                            Zusammenschlüssen</head>
-
-                        <p>Wir sind der Frage nachgegangen, welche Personen und Institutionen von
-                            der deutschsprachigen DH-Community besonders häufig als Referenz
-                            herangezogen werden. Dazu gehören auch die untergeordneten Fragen, ob
-                            sich die Nennung von Institutionen und Personen hauptsächlich auf die
-                            zum größten Teil noch recht neu eingerichteten Zentren konzentriert und
-                            welche Referenzen und Zitationen besonders häufig sind. </p>
-                        <p>Das Netzwerk, welches wir mit Hilfe unseres selbst trainierten
-                            NER-Modells, <emph>CATMA</emph> und Gephi erstellt haben, kann wie folgt
-                            visualisiert werden (<ref type="graphic" target="#Abbildungslink"
-                                >Abbildung 3</ref>).</p>
-                        <figure>
-                            <graphic xml:id="textmining_2016_003"
-                                url=".../medien/textmining_2016_003.png">
-                                <desc>
-                                    <ref target="#abb3">Abb. 3</ref>: Netzwerkvisualisierung von
-                                    genannten Personen in den Abstracts. © Eigene Darstellung.<ref
-                                        type="graphic" target="#textmining_2016_003"/>
-                                </desc>
-                            </graphic>
-                        </figure>
-                        <p>Da die Datengrundlage für dieses Netzwerk nicht repräsentativ ist, sollen
-                            an dieser Stelle Interpretationsmöglichkeiten lediglich exemplarisch
-                            angerissen werden. Als Erstes fällt die zentrale Rolle Franco Morettis
-                            als demjenigen auf, der nicht nur am häufigsten genannt, sondern der
-                            auch von den meisten unterschiedlichen Abstract-Autoren zitiert wird.
-                            Gefolgt wird er von John Unsworth, Michael Jordan und Helmut Schmid.
-                            Interessant an dieser Konstellation der meistgenannten Autoren ist,
-                            welche thematischen Bereiche sie abdecken. Während von Franco Moretti
-                            überwiegend literaturwissenschaftliche Texte zitiert werden, wird
-                            Michael Jordan häufig herangezogen, wenn es um das Gebiet des
-                            Machine-Learning geht. Schmid wird meist im Zusammenhang mit Natural
-                            Language Processing genannt, und auf John Unsworth berufen sich die
-                            Autoren der Abstracts meist, wenn es um Methodenreflexion oder die
-                            Digital Humanities als wissenschaftliche Disziplin geht. Nun ließe sich
-                            daraus schlussfolgern, dass diese Wissenschaftsbereiche besonders stark
-                            vertreten sind. Das ist wenig überraschend, denn schon lange gelten die
-                            Textwissenschaften als in den DH besonders präsent. Außerdem geht dem
-                            thematischen Schwerpunkt der Tagung <quote>Von Daten zu
-                                Erkenntnissen</quote> auch eine Hinwendung zur theoretischen
-                            Reflexion des eigenen Feldes einher. Es zeigt sich der deutliche
-                            Schwerpunkt der Textwissenschaften allerdings auch noch zusätzlich durch
-                            die nächst häufig gefundenen Autoren Ray Siemens, Susan Schreibman und
-                            Matthew L. Jockers, die alle mit den in den Abstracts zitierten Quellen
-                            insbesondere zu diesem Fachbereich beigetragen haben.</p>
-                        <p>Auffällig ist der grün gefärbte Bereich rechts unten, der nicht unbedingt
-                            eine Thematik, sondern eher einen Projektzusammenhang aufzeigt. Hier
-                            referenzieren sich die Projektbeteiligten des computernarratologischen
-                                HeureCLÉA-Zusammenschlusses<note type="footnote">
-                                <ref target="http://www.heureclea.de">www.heureclea.de</ref>.
-                            </note>, geleitet von Jan Christoph Meister und Michael Gertz,
-                            gegenseitig. Es zeigt sich also eine intensive Zusammenarbeit von
-                            Computerlinguisten und Computerlinguistinnen und
-                            Literaturwissenschaftlern und Literaturwissenschaftlerinnen.</p>
-                        <p>Außerdem sticht die relativ häufige Nennung von Christof Schöch als
-                            deutschem Nachwuchswissenschaftler ins Auge. Mit Matej Ďurčo wird ein
-                            Vertreter des österreichischen DH-Zentrums recht häufig genannt, was
-                            wenig verwundert, da der Austragungsort der Tagung in Österreich lag.
-                            Abgesehen von Manfred Thaller vom Kölner Zentrum für digitale
-                            Geisteswissenschaften fallen allerdings keine weiteren Vertreter
-                            deutschsprachiger Zentren ins Auge. </p>
-                        <p>Es lohnt sich der ergänzende Blick in die Tabellen, die die NER-Daten zu
-                            Institutionen und Zusammenschlüssen auflisten. Ganz oben steht die
-                            Universität Leipzig, die zwar kein Digital Humanities Zentrum ist, an
-                            der es aber einen Lehrstuhl für dieses Forschungsfeld gibt. Präsent ist
-                            an dieser Stelle auch die SUB Göttingen, die ein ganz neues DH-Zentrum
-                            aufgebaut hat. Hamburg, Wien, Berlin, Passau und München als
-                            Studien-Standorte, an denen DH gelehrt wird, werden ebenfalls mehrfach
-                            genannt. Natürlich werden die Universitäten häufig in Zusammenhang mit
-                            den Vortragenden markiert. Hier werden also weniger die Zitierten
-                            wichtig, sondern vielmehr die Zitierenden, d.h. nicht die Frage, wer
-                            genannt wird, ist zentral, sondern wer die Konferenz durch seine
-                            Anwesenheit und seinen Vortrag mitgestaltet. An dieser Stelle werden
-                            also sämtliche Autoren der Abstracts gleichermaßen wichtig und es ist
-                            keine Netzwerkvisualisierung notwendig, um Gewichtungen vorzunehmen.</p>
-                        <p>Die letzte Kategorie, die für unsere experimentelle Exploration von
-                            Interesse war, ist die der Zusammenschlüsse. Wie oben beschrieben, kann
-                            man einen Projektzusammenhang bereits im Netzwerk ablesen. Andere
-                            Projekte finden sich in der gehäuften Nennung in den Abstracts wieder.
-                            Ebenso wie bei den Tools sind hier die Vorstellungen von Projekten
-                            vorrangig, weshalb nur selten Projekte gehäuft und in mehr als einem
-                            Abstract genannt werden. Da die Gesamtmenge der genannten Projekte aber
-                            nicht allzu hoch ist, können sämtliche genannten und vom NER-Tool
-                            aufgespürten Projekte berücksichtigt werden. Besonders interessant ist
-                            hier die Mischung aus großen, eher infrastrukturell ausgerichteten
-                            Projektzusammenschlüssen wie DARIAH, CLARIN und DHd sowie Projekte, die
-                            die Digitalisierung vorantreiben wie Handke Online und eher auf
-                            fachwissenschaftliche Forschung ausgerichtete Projekten wie e-Identity.
-                            Auffallend ist auch, dass die Streuung der Anzahl der vom Stanford-NER
-                            getaggten Projektnennungen recht gering ist. Das am häufigsten zitierte
-                            Projekt <quote>Hidden Kosmos</quote> wird lediglich vier Mal genannt
-                            (allerdings haben wir hier keine Tags verwendet, die unterschiedliche
-                            Schreibweisen zusammenführen). Anders als bei der Vorstellung von Tools
-                            geht es also bei der Vorstellung von Projekten offenbar weniger um die
-                            Platzierung von Nennungen, sondern vielmehr um die Einbettung in
-                            fachliche Zusammenhänge. Obwohl also Großprojekte die Tagung nutzen, um
-                            dort gezielt eigene Entwicklungen und Tools vorzustellen, können diese
-                            nicht unbedingt als marktführend angesehen werden. Dennoch soll an
-                            dieser Stelle eingeräumt werden, dass wirklich nur ein Bruchteil der
-                            derzeit im deutschsprachigen Raum laufenden DH-Projekte in einem
-                            zeitlich begrenzten Rahmen, wie dem einer Fachtagung, vorgestellt werden
-                            können.</p>
-
-                    </div>
-                </div>
-                <div type="chapter">
-                    <head>5. Digitaler Arbeitsablauf in den digitalen Geisteswissenschaften – eine
-                        Diskussion</head>
-
-                    <p>Anhand des hier dokumentierten Experiments konnten wir vor allem aufzeigen,
-                        dass es mit einem generalistischen Ansatz, der mehr Gewicht auf die
-                        Fachwissenschaften als auf die Informatik legt, noch nicht ohne Weiteres
-                        möglich ist, vorhandene DH-Tools zu einer Pipeline zu verbinden. Anhand
-                        einer beispielhaften Exploration von Konferenzabstracts wurde gezeigt, dass
-                        Tools nur mangelhaft zusammengeführt werden können und eine Domain-Adaption
-                        nur schwer umsetzbar ist. Die Verbesserung von Schnittstellen, die den
-                        Wechsel von einem zum anderen Tool ermöglichen, und die Erleichterung von
-                        Adaptierbarkeit für andere Fachbereiche konnten als wesentliche
-                        Entwicklungsdesiderata ausgemacht werden. Inhaltlich ist für uns der Hinweis
-                        von besonderem Interesse, dass noch keine verbindliche Form der
-                        Referenzierung von Tools gefunden werden konnte.</p>
-                    <p>Die Aufbereitung der Daten für dieses Projekt hat sich als weit schwieriger
-                        erwiesen, als wir zunächst angenommen haben. Überraschend war vor allem die
-                        Erkenntnis, dass die genutzten Tools sich nicht einfach zu einer Pipeline
-                        verbinden lassen und dass das, was optimistisch <quote>Workflow</quote>
-                        genannt wird, eher einem <quote>Stop and Go</quote> ähnelt. Darüber hinaus
-                        lagen die Abstracts, die uns als Korpus dienten, zwar in einer sehr guten
-                        TEI-Codierung vor, doch war es sehr umständlich, diese Version aus den
-                        vorhandenen Datenbanken im ConfTool, wo die Abstracts abgelegt waren,
-                        herauszulösen. Letztendlich wurde darum auf die PDF-Version der Abstracts
-                        zurückgegriffen.</p>
-                    <p>Die Optimierung von Arbeitsabläufen innerhalb der deutschsprachigen
-                        DH-Community ist sehr wünschenswert. Der Wechsel zwischen den einzelnen
-                        Tools war zeitaufwendig und bedurfte immer einiger manueller Nacharbeiten.
-                        Vorhandene Schnittstellen sind zum Teil noch zu basal ausgelegt (wie der
-                        Dokumentenexport im Stanford-NER als Textdatei mit XML-Versatzstücken), als
-                        dass sich ein reibungsloser Wechsel von einem zum anderen Tool ergeben
-                        würde. Kalkuliert man jedoch den dazu notwendigen Arbeitsaufwand mit ein,
-                        ist die ergänzende Nutzung der entsprechenden Tools möglich. Die
-                        Einarbeitung in die Tools und deren Nutzung war arbeitsintensiv und wurde
-                        vornehmlich anhand von Web-Tutorials vorgenommen. Zum einen lag dies an der
-                        Nutzung von Methoden, die in unterschiedlichen Sparten der DH entwickelt
-                        wurden, die nur zum kleinen Teil einem der Fachgebiete entstammen, die auch
-                        von den AutorInnen abgedeckt werden. Der für dieses Experiment zentrale
-                        generalistische Ansatz, bei dem Methoden aus der Computerlinguistik, der
-                        digitalen Literaturwissenschaft und den Sozialwissenschaften zusammengeführt
-                        wurden, konnte also noch nicht als unmittelbar umsetzbar und zeitlich
-                        gewinnbringend ausgemacht werden. Zum anderen ist die Benutzerführung der
-                        Tools oft umständlich und kompliziert, was die Nutzung erschwert. </p>
-                    <p>Ein anderer Punkt, der hier zur erwähnen wäre, ist die Auseinandersetzung mit
-                        dem in den digitalen Geisteswissenschaften häufig verwendeten
-                        Textmining-Verfahren. Obwohl die Fragestellung spezifisch für das Digital
-                        Humanities-Feld war, ist das angewandte Textmining-Verfahren der Named
-                        Entity Recognition in der Computerlinguistik wesentlich etablierter. Eine
-                        enge Zusammenarbeit mit einem Computerlinguisten oder einer Informatikerin
-                        hätte die Ergebnisse vermutlich verbessert. Autor und Autorinnen ziehen das
-                        Fazit, dass der manuelle Aufwand für die Verarbeitung der Daten sehr hoch
-                        war und eine manuelle Auswertung des gesamten Korpus möglicherweise exakter
-                        gewesen wäre und eindeutigere Ergebnisse erzielt hätte. Eine solche
-                        Aufarbeitung des Korpus wäre in einem einzigen DH-Tool des hier verwendeten
-                        Workflows, dem Annotations- und Analysetool <emph>CATMA</emph>, möglich
-                        gewesen. Letztendlich findet das automatische NER-Verfahren nur explizit
-                        erwähnte Tools – implizite oder indirekte Erwähnungen können mit dem
-                        Verfahren noch nicht extrahiert werden. Hier wäre eine erneute Aufbereitung
-                        des Trainingskorpus vonnöten, die eine genauere Definition der Kategorie
-                            <quote>Tool</quote> (vor allem die hier nicht vorgenommene
-                        Unterscheidung zwischen <quote>Software</quote> und
-                        <quote>Verfahren</quote>) einschließen müsste. </p>
-                    <p>Unabhängig vom Ergebnis unseres Verfahrens wurden zu einem großen Teil in den
-                        Abstracts digitale Verfahren beschrieben, die dafür verwendeten Tools jedoch
-                        nicht benannt. Eine bessere Sichtbarkeit für Tools kann nur dadurch
-                        hergestellt werden, dass sich eine wissenschaftliche Praxis der
-                        Tool-Zitierung etabliert. So wäre es empfehlenswert, wenn Entwickler und
-                        Entwicklerinnen Richtlinien angeben würden, wie ihr Tool referenziert werden
-                            soll.<note type="footnote"> Beispiele dafür finden sich auf <ref
-                                target="http://esm.mi.ingv.it/processing/index.php"
-                                >http://esm.mi.ingv.it/processing/index.php</ref>, <ref
-                                target="http://www.policy-powertools.org/Tools/Understanding/SIM.html"
-                                >http://www.policy-powertools.org/Tools/Understanding/SIM.html</ref>
-                            oder <ref target="https://engineering.purdue.edu/~isl/vlantool/"
-                                >https://engineering.purdue.edu/~isl/vlantool/</ref> (die aber auf
-                            ein begleitendes Paper verweisen). </note>
-                    </p>
-                    <p>Kritisch ist deswegen auch die Wahl der Methode für diese Betrachtungen zu
-                        sehen. Da die wissenschaftliche Praxis, der Workflow und die Tools meist
-                        nicht ausreichend in den Abstracts beschrieben werden, hätte dies
-                        möglicherweise zu einer anderen Wahl, eventuell zu einer manuellen Methode
-                        führen können. So enttäuschend das inhaltliche Ergebnis auch ist, so können
-                        doch zwei Dinge als zukunftsweisend festgehalten werden. Zunächst einmal ist
-                        es wünschenswert, dass Texte, die als Korpusgrundlage dienen können, in
-                        anschlussfähigen Formaten zugänglich gemacht werden. Dies ist allerdings
-                        eine Entwicklung, die bereits als angestoßen betrachtet werden kann.<note
-                            type="footnote"> Für die DHd-Konferenz 2016 ist mit dem DH-Convalidator
-                                (<ref target="https://github.com/mpetris/dhconvalidator"
-                                >https://github.com/mpetris/dhconvalidator</ref>) ein System
-                            entwickelt worden, das der Weiterverwendung der Daten mehr
-                            entgegenkommt.</note> Zum zweiten sollten Tools so weiterentwickelt
-                        werden, dass Daten und Ergebnisse für andere Tools les- und übertragbar
-                        bleiben bzw. werden.</p>
-
-                </div>
-                    <div type="bibliography">
-                        <head>Bibliographische Angaben</head>
-                        <listBibl>
-                            <bibl xml:id="adolphi_textsorte_1996">Katrin Adolphi: Eine fachliche Textsorte in ihren Bezügen und
-                                Abgrenzungen: Die Textsortenvariante ›Extended Abstract‹. 
-                                            In:
-                                Fachliche Textsorten. Komponenten – Relationen – Strategien. Hg. von
-                                Hartwig Kalverkämper / Klaus-Dieter Baumann. Tübingen 1996, S.
-                                478–500. (= Forum für Fachsprachen-Forschung, 25) <ptr
-                                    type="gbv" cRef="214640906"/></bibl>
-                            
-                            <bibl xml:id="bulatovic_usability_2016">Natasa Bulatovic / Timo Gnadt / Matteo Romanello / Viola E.
-                                Schmitt / Juliane Stiller / Klaus Thoden: Usability von DH-Tools und
-                                -Services (R 1.2.3). (= DARIAH-DE Aufbau von Forschungsinfrastrukturen für die eHumanities)
-                                Göttingen 2016. PDF. [<ref
-                                    target="https://wiki.de.dariah.eu/download/attachments/14651583/AP1.2.3_Usability_von_DH-Tools_und-Services_final.pdf"
-                                    >online</ref>]</bibl>
-                            
-                            <bibl xml:id="busch_abstracts_2012">Ines Busch-Lauer: Abstracts – eine facettenreiche Textsorte der
-                                Wissenschaft. DOI: <ref
-                                    target="http://dx.doi.org/10.13092/lo.52.293">10.13092/lo.52.293</ref>
-                                            In: Linguistik Online 25(2012), H. 2, S. 5–22. [<ref
-                                                target="https://bop.unibe.ch/linguistik-online/issue/view/117"
-                                    >online</ref>] </bibl>
-                        
-                            <bibl xml:id="cucerzan_entity_2007">Silviu Cucerzan: Large-Scale Named Entity Disambiguation Based on
-                                Wikipedia Data. [<ref
-                                    target="http://www.aclweb.org/anthology/D07-1074">online</ref>]
-                                            In: Proceedings of the 2007 Joint Conference on
-                                Empirical Methods in Natural Language Processing and Computational
-                                Natural Language Learning. Hg. von  Association for Computational Linguistics. (CoNLL &amp; EMNLP, Prague28.-.30.06.2007) Stroudsburg, PA. 2007, S. 708–716. PDF.
-                                    [<ref
-                                    target="http://aclweb.org/anthology/D07-1000"
-                                        >online</ref>] <ptr type="gbv" cRef="549757937"/></bibl>
-                            
-                            <bibl xml:id="dhd_2015">Von Daten zu Erkenntnissen. Book of abstracts. DHd2015 (DHd 2015,Graz, 23.-27.02.2015) Graz 2015. PDF. [<ref
-                                    target="http://gams.uni-graz.at/o:dhd2015.abstracts-gesamt"
-                                    >online</ref>] </bibl>
-                            
-                            <bibl xml:id="eichmann_tent_2015">Nickoal Eichmann / Scott Weingart: What’s Under the Big Tent? A
-                                Study of ADHO Conference Abstracts, 2004-2014. 
-                                            In: figshare.com. 26. Juni 2015. DOI: <ref
-                                    target="http://dx.doi.org/10.6084/m9.figshare.1461760"
-                                    >10.6084/m9.figshare.1461760</ref>
-                            </bibl>
-                            
-                            <bibl xml:id="faruqui_training_2010">Manaal Faruqui / Sebastian Pado: Training and Evaluating a German
-                                Named Entity Recognizer with Semantic Generalization. [<ref
-                                    target="http://www.nlpado.de/~sebastian/pub/papers/konvens10_faruqui.pdf"
-                                    >online</ref>]
-                                In: Semantic approaches in natural language processing. Proceedings of the Conference on Natural Language Processing 2010. Hg. von Manfred Pinkal / Ines Rehbein / 
-                                Sabine Schulte im Walde / Angelika Storrer. (KONVENS: 10, Saarbrücken, 6.-8.9.2010) Saarbrücken 2010. PDF. 
-                                [<ref
-                                    target="http://universaar.uni-saarland.de/monographien/volltexte/2010/12/pdf/konvens_2010.pdf"
-                                    >online</ref>] <ptr
-                                    type="gbv" cRef="634521772"/></bibl>
-                            
-                            <bibl xml:id="glaeser_fachtextsorten_1990">Rosemarie Gläser: Fachtextsorten im Englischen (= Forum für
-                                Fachsprachen-Forschung 13). Tübingen 1990. <ptr
-                                    type="gbv" cRef="025672266"/></bibl>
-                            
-                            <bibl xml:id="gnadt_version_2015">Timo Gnadt / Juliane Stiller / Klaus Thoden / Viola E. Schmitt:
-                                Finale Version Erfolgskriterien (R1.3.3.). DARIAH-DE 2015. 
-                                            In:
-                                dariah.eu. 23.12.2015. PDF. [<ref
-                                    target="https://wiki.de.dariah.eu/download/attachments/14651583/R133_Erfolgskriterien_Konsortium.pdf"
-                                    >online</ref>] </bibl>
-                            
-                            <bibl xml:id="grimbeek_themes_2005">Peter Moodie Grimbeek / Fiona Kayleen Bryer / Michael Drummond
-                                Davies / Brendan John Bartlett: Themes and Patterns in Abstracts
-                                from Three Annual Meetings of the International Conference on
-                                Cognition, Language, and Special Education Research. PDF. Handle: <ref target="http://hdl.handle.net/10072/2531">10072/2531</ref>
-                                             In: Stimulating the »Action« as Participants in Participatory Research. Proceedings of the 3rd International Conference on Cognition, Language and Special Education. 
-                                             Hg. von Brendan Bartlett / Fiona Bryer / Dick Roebuck. (International Conference on Cognition, Language and Special Education: 3, Surfers Paradise, Qld. 2.-4.12.2005)
-                                             Volume 2. Nathan, Qld. 2006.</bibl>
-                            
-                            <bibl xml:id="hennicke_report_2015">Steffen Hennicke / Stefan Gradmann / Kristin Dill / Gerold
-                                Tschumpel / Klaus Thoden / Christian Morbidoni /Alois Pichler 
-                                D.3.4 - Research Report on DH Scholarly Primitives. (= Digitised Manuscripts to 
-                                Europeana) Berlin 2015. PDF. [<ref
-                                    target="https://dm2e.eu/files/D3.4_2.0_Research_Report_on_DH_Scholarly_Primitives_150402.pdf"
-                                    >online</ref>]</bibl>
-                            
-                            <bibl xml:id="jannidis_erkennung_2015">Fotis Jannidis / Markus Krug / Isabella Reger / Martin Toepfer /
-                                Lukas Weimer / Frank Puppe: Automatische Erkennung von Figuren in
-                                deutschsprachigen Romanen. 
-                                            In: DHd2015. Von Daten zu Erkenntnissen.
-                                Tagung vom 23. bis 27. Februar 2015. Book of Abstracts. Graz 2015.
-                                    [<ref target="http://gams.uni-graz.at/o:dhd2015.v.011"
-                                    >online</ref>] </bibl>
-                            
-                            <bibl xml:id="jimeno_assessment_2008">Antonio Jimeno / Ernesto Jimenez-Ruiz / Vivian Lee / Sylvain
-                                Gaudan / Rafael Berlanga / Dietrich Rebholz-Schuhmann: Assessment of
-                                Disease Named Entity Recognition on a Corpus of Annotated Sentences.
-                                            In: BMC Bioinformatics 9 (2008), H. 3, S. 3. <ref
-                                    target="http://bmcbioinformatics.biomedcentral.com/articles/10.1186/1471-2105-9-S3-S3"
-                                    >DOI: 10.1186/1471-2105-9-S3-S3</ref>
-                            </bibl>
-                            
-                            <bibl xml:id="juola_applications_2008">Patrick Juola: Killer Applications in Digital Humanities. 
-                                            In:
-                                Literary and Linguistic Computing 23 (2008), S. 73–83. DOI: <ref
-                                    target="http://dx.doi.org/10.1093/llc/fqm042"
-                                    >10.1093/llc/fqm042</ref>
-                            </bibl>
-                            
-                            <bibl xml:id="kirschenbaum_humanities_2010">Matthew G. Kirschenbaum: What Is Digital Humanities and What’s It
-                                Doing in English Departments? 
-                                            In: ADE Bulletin (2010), S. 55–61.
-                                DOI: <ref
-                                    target="https://ade.mla.org/content/download/7914/225677/ade.150.55.pdf"
-                                    >10.1632/ade.150.55</ref>
-                            </bibl>
-                            
-                            <bibl xml:id="leser_gene_2005">Ulf Leser / Jörg Hakenberg: What makes a gene name? Named entity
-                                recognition in the biomedical literature. 
-                                                In: Oxfordjournals.
-                                Briefing in Bioinformatics 6 (2005), H. 4, S. 357–369. <ref
-                                    target="http://bib.oxfordjournals.org/content/6/4/357.abstract"
-                                    >DOI: 10.1093/bib/6.4.357</ref>
-                            </bibl>
-                            
-                            <bibl xml:id="ritter_study_2011">Alan Ritter / Sam Clark / Mausam / Oren Etzioni: Named Entity
-                                Recognition in Tweets: An Experimental Study. 
-                                                In: Proceedings of the
-                                2011 Conference on Empirical Methods in Natural Language Processing.
-                                Hg von der Association for Computational Linguistics 2011. Curran
-                                2011, S. 1524–1534. [<ref
-                                    target="http://www.aclweb.org/anthology/D11-1141">online</ref>] </bibl>
-                            
-                            <bibl xml:id="schreibman_value_2010">Susan Schreibman / Ann M. Hanlon: Determining Value for Digital
-                                Humanities Tools: Report on a Survey of Tool Developers. 
-                                                In: Digital
-                                Humanities Quarterly 4 (2010), H. 2. [<ref
-                                    target="http://www.tara.tcd.ie/bitstream/handle/2262/67330/Determining%20value%20for%20digital%20humanities%20tools.pdf?sequence=1&amp;isAllowed=y"
-                                    >online</ref>] </bibl>
-                            
-                            <bibl xml:id="sekine_entity_2004">Satoshi Sekine: Named entity: History and future. Project notes,
-                                New York University 2004. <ptr
-                                    type="gbv" cRef=""/></bibl>
-                                                                                  
-                            <bibl xml:id="shaik_trends_2011">Zubair Shaik / Goutam Chakraborty: Exploring trends in topics via
-                                Text Mining SUGI/Global Forum proceedings abstracts. PDF.
-                                            In: scsug.org.
-                                2011. [<ref
-                                    target="http://www.scsug.org/SCSUGProceedings/2011/shaik1/Exploring_Trends_in_Topics_Via_Text_Mining.pdf"
-                                    >online</ref>] </bibl>
-                            
-                            <bibl xml:id="stiller_nutzungsverhalten_2015">Juliane Stiller / Klaus Thoden / Oona Leganovic / Christian Heise
-                                / Mareike Höckendorff / Timo Gnadt: Nutzungsverhalten in den Digital
-                                Humanities (R1.2.1/M 7.6). DARIAH-DE 2015. PDF.
-                                            In: dariah.eu. [<ref
-                                    target="https://wiki.de.dariah.eu/download/attachments/14651583/Report1.2.1-final3.pdf"
-                                    >online</ref>]</bibl>
-                            
-                            <bibl xml:id="unsworth_primitives_2000">John Unsworth: Scholarly Primitives: What Methods Do Humanities
-                                Researchers Have in Common, and How Might Our Tools Reflect This?
-                                Part of a symposium on Humanities Computing: formal methods,
-                                experimental practice.  
-                                            In: brandeis.edu. 2000. [<ref
-                                    target="http://people.brandeis.edu/~unsworth/Kings.5-00/primitives.html"
-                                    >online</ref>] </bibl>
-                        </listBibl>
-                    </div>
-                    <div type="abbildungsnachweis">
-                        <head>Abbildungslegenden und -nachweise</head>
-
-                        <desc type="graphic" xml:id="abb1">Häufigkeiten der Beispiel-Entität
-                            »Moretti« über das Korpus verteilt. © Eigene Darstellung.<ref
-                                type="graphic" target="#textmining_2016_001"/></desc>
-
-                        <desc type="graphic" xml:id="abb2">Visualisierung des digitalen
-                            Workflows. © Eigene Darstellung.<ref type="graphic"
-                                target="#textmining_2016_002"/></desc>
-
-                        <desc type="graphic" xml:id="abb3">Netzwerkvisualisierung von
-                            genannten Personen in den Abstracts. © Eigene Darstellung.<ref
-                                type="graphic" target="#textmining_2016_003"/></desc>
-                    </div>
-                </div>
-     
-        </body>
-    </text>
-</TEI>
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