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    <IdentifierDoi>10.3205/26gma117</IdentifierDoi>
    <IdentifierUrn>urn:nbn:de:0183-26gma1170</IdentifierUrn>
    <ArticleType>Meeting Abstract</ArticleType>
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      <Title language="en">Complex on paper, difficult in practice&#63; Introducing the CASE scoring system for linking clinical case features to case difficulty</Title>
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          <Lastname>Peltzer</Lastname>
          <LastnameHeading>Peltzer</LastnameHeading>
          <Firstname>Nina</Firstname>
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          <Affiliation>Klinikum der Universit&#228;t M&#252;nchen, LMU M&#252;nchen, Institut f&#252;r Didaktik und Ausbildungsforschung in der Medizin, Munich, Germany</Affiliation>
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          <Lastname>&#214;hler</Lastname>
          <LastnameHeading>&#214;hler</LastnameHeading>
          <Firstname>Kim Sarah</Firstname>
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          <Affiliation>Klinikum der Universit&#228;t M&#252;nchen, LMU M&#252;nchen, Institut f&#252;r Didaktik und Ausbildungsforschung in der Medizin, Munich, Germany</Affiliation>
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          <Lastname>Scherff</Lastname>
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          <Firstname>Aline D.</Firstname>
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          <Affiliation>Klinikum der Universit&#228;t M&#252;nchen, LMU M&#252;nchen, Institut f&#252;r Didaktik und Ausbildungsforschung in der Medizin, Munich, Germany</Affiliation>
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          <Lastname>Richters</Lastname>
          <LastnameHeading>Richters</LastnameHeading>
          <Firstname>Constanze</Firstname>
          <Initials>C</Initials>
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          <Affiliation>Klinikum der Universit&#228;t M&#252;nchen, LMU M&#252;nchen, Institut f&#252;r Didaktik und Ausbildungsforschung in der Medizin, Munich, Germany</Affiliation>
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          <Lastname>Stadler</Lastname>
          <LastnameHeading>Stadler</LastnameHeading>
          <Firstname>Matthias</Firstname>
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          <Affiliation>Klinikum der Universit&#228;t M&#252;nchen, LMU M&#252;nchen, Institut f&#252;r Didaktik und Ausbildungsforschung in der Medizin, Munich, Germany</Affiliation>
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        <PersonNames>
          <Lastname>Braun</Lastname>
          <LastnameHeading>Braun</LastnameHeading>
          <Firstname>Leah</Firstname>
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          <Affiliation>Klinikum der Universit&#228;t M&#252;nchen, LMU M&#252;nchen, Institut f&#252;r Didaktik und Ausbildungsforschung in der Medizin, Munich, Germany</Affiliation>
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          <Lastname>Weidenbusch</Lastname>
          <LastnameHeading>Weidenbusch</LastnameHeading>
          <Firstname>Marc</Firstname>
          <Initials>M</Initials>
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          <Affiliation>Klinikum der Universit&#228;t M&#252;nchen, LMU M&#252;nchen, Institut f&#252;r Didaktik und Ausbildungsforschung in der Medizin, Munich, Germany</Affiliation>
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          <Lastname>Zottmann</Lastname>
          <LastnameHeading>Zottmann</LastnameHeading>
          <Firstname>Jan M.</Firstname>
          <Initials>JM</Initials>
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        <Address>
          <Affiliation>Klinikum der Universit&#228;t M&#252;nchen, LMU M&#252;nchen, Institut f&#252;r Didaktik und Ausbildungsforschung in der Medizin, Munich, Germany</Affiliation>
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        <PersonNames>
          <Lastname>Schmidmaier</Lastname>
          <LastnameHeading>Schmidmaier</LastnameHeading>
          <Firstname>Ralf</Firstname>
          <Initials>R</Initials>
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        <Address>
          <Affiliation>Klinikum der Universit&#228;t M&#252;nchen, LMU M&#252;nchen, Institut f&#252;r Didaktik und Ausbildungsforschung in der Medizin, Munich, Germany</Affiliation>
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        <PersonNames>
          <Lastname>Fischer</Lastname>
          <LastnameHeading>Fischer</LastnameHeading>
          <Firstname>Martin R.</Firstname>
          <Initials>MR</Initials>
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        <Address>
          <Affiliation>Klinikum der Universit&#228;t M&#252;nchen, LMU M&#252;nchen, Institut f&#252;r Didaktik und Ausbildungsforschung in der Medizin, Munich, Germany</Affiliation>
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          <Corporatename>German Medical Science GMS Publishing House</Corporatename>
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        <Address>D&#252;sseldorf</Address>
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    <SubjectGroup>
      <SubjectheadingDDB>610</SubjectheadingDDB>
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    <DatePublishedList>
      <DatePublished>20260904</DatePublished>
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    <Language>engl</Language>
    <License license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
      <AltText language="en">This is an Open Access article distributed under the terms of the Creative Commons Attribution 4.0 License.</AltText>
      <AltText language="de">Dieser Artikel ist ein Open-Access-Artikel und steht unter den Lizenzbedingungen der Creative Commons Attribution 4.0 License (Namensnennung).</AltText>
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      <Meeting>
        <MeetingId>M0655</MeetingId>
        <MeetingSequence>117</MeetingSequence>
        <MeetingName>Jahrestagung der Gesellschaft f&#252;r Medizinische Ausbildung (GMA)</MeetingName>
        <MeetingTitle></MeetingTitle>
        <MeetingSession>P-02 Poster: Innovative Lehrformate in der Medizin I</MeetingSession>
        <MeetingCity>Dresden</MeetingCity>
        <MeetingDate>
          <DateFrom>20260917</DateFrom>
          <DateTo>20260919</DateTo>
        </MeetingDate>
      </Meeting>
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    <ArticleNo>P-0205</ArticleNo>
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      <MainHeadline>Text</MainHeadline><Pgraph><Mark1>Background: </Mark1>Case-based learning (CBL) is a well-established approach to foster clinical competences <TextLink reference="1"></TextLink>. However, it is crucial to understand what exactly makes a case difficult, as learning outcomes depend on case demands such as case-inherent complexity <TextLink reference="2"></TextLink>. Accordingly, this study aims to examine how complexity influences case difficulty for learners, assuming that an increase in complexity leads to an increased difficulty. </Pgraph><Pgraph><Mark1>Methods: </Mark1>Utilizing an innovative standardized evaluation system (CASE) <TextLink reference="3"></TextLink>, we operationalized medical case complexity as the summed CASE score, quantifying the amount of information provided across predefined categories (e.g., imaging, laboratory). Across three prior studies (N&#61;342; 45 cases), we used an explanatory item response model with random intercepts for cases and participants to link CASE-category information to case difficulty (diagnostic accuracy; one dataset dichotomized at &#8805;0.5), to estimate how a one-point increase in category-specific complexity changes the odds of a correct diagnosis.</Pgraph><Pgraph><Mark1>Results: </Mark1>Between-case variability exceeded between-person variability (item variance &#8776;1.57; person variance &#8776;0.35), indicating substantial differences in case difficulty beyond individual ability. Across datasets, imaging information was consistently associated with lower diagnostic accuracy (&#946;&#8776;-.19, p&#60;.001; OR&#8776;0.82), whereas laboratory (&#946;&#8776;.034, p&#8776;.009; OR&#8776;1.03-1.04) and physical examination information (&#946;&#8776;.043, p&#8776;.031; OR&#8776;1.04) showed small positive associations; medical history showed no robust effect.</Pgraph><Pgraph><Mark1>Discussion: </Mark1>As expected, our findings indicate that case features systematically shape case difficulty as reflected in diagnostic accuracy, which may partly explain why effects of CBL vary across studies. Diagnostic performance appears at least partly case-dependent, highlighting the relevance of case composition when assembling case sets for different learner levels. Moreover, CASE-based complexity was not uniformly difficulty-increasing: imaging may act as a challenge driver, warranting additional instructional support (e.g., interpretation frameworks, prompts, preparatory instruction), whereas laboratory and physical-examination information support correct diagnoses. Overall, difficulty may not be inferred from information quantity alone, supporting a more fine-grained view of case features.</Pgraph><Pgraph><Mark1>Take home messages: </Mark1></Pgraph><Pgraph><UnorderedList><ListItem level="1">More information alone does not make cases harder; difficulty depends on the type of information, as captured by the CASE categories.</ListItem><ListItem level="1">CASE may enable transparent, comparable descriptions of case materials across studies and teaching settings.</ListItem><ListItem level="1">CASE-based profiling could help identify cases that may benefit from additional instructional support. This could further enable the construction of cases that are precisely tailored to different skill levels of medical students.</ListItem><ListItem level="1">Future research could examine how case complexity can be aligned with learners&#8217; prerequisites.</ListItem></UnorderedList></Pgraph></TextBlock>
    <References linked="yes">
      <Reference refNo="2">
        <RefAuthor>Braun LT</RefAuthor>
        <RefAuthor>Lenzer B</RefAuthor>
        <RefAuthor>Fischer MR</RefAuthor>
        <RefAuthor>Schmidmaier R</RefAuthor>
        <RefTitle>Complexity of clinical cases in simulated learning environments: proposal for a scoring system</RefTitle>
        <RefYear>2019</RefYear>
        <RefJournal>GMS J Med Educ</RefJournal>
        <RefPage>Doc80</RefPage>
        <RefTotal>Braun LT, Lenzer B, Fischer MR, Schmidmaier R. Complexity of clinical cases in simulated learning environments: proposal for a scoring system. GMS J Med Educ. 2019;36(6):Doc80. DOI: 10.3205&#47;zma001288</RefTotal>
        <RefLink>https:&#47;&#47;doi.org&#47;10.3205&#47;zma001288</RefLink>
      </Reference>
      <Reference refNo="1">
        <RefAuthor>Kassirer JP</RefAuthor>
        <RefTitle>Teaching clinical reasoning: case-based and coached</RefTitle>
        <RefYear>2010</RefYear>
        <RefJournal>Acad Med</RefJournal>
        <RefPage>1118-1124</RefPage>
        <RefTotal>Kassirer JP. Teaching clinical reasoning: case-based and coached. Acad Med. 2010;85(7):1118-1124. DOI: 10.1097&#47;ACM.0b013e3181d5dd0d</RefTotal>
        <RefLink>https:&#47;&#47;doi.org&#47;10.1097&#47;ACM.0b013e3181d5dd0d</RefLink>
      </Reference>
      <Reference refNo="3">
        <RefAuthor>&#214;hler KS</RefAuthor>
        <RefAuthor>Hilger E</RefAuthor>
        <RefAuthor>Stadler M</RefAuthor>
        <RefAuthor>Hege I</RefAuthor>
        <RefAuthor>Papa F</RefAuthor>
        <RefAuthor>Schmidmaier R</RefAuthor>
        <RefAuthor>Fischer MR</RefAuthor>
        <RefAuthor>Weidenbusch M</RefAuthor>
        <RefAuthor>Zottmann J</RefAuthor>
        <RefTitle>Assessing the complexity of clinical cases</RefTitle>
        <RefYear>2022</RefYear>
        <RefBookTitle>Gemeinsame Jahrestagung der Gesellschaft f&#252;r Medizinische Ausbildung (GMA) und des Arbeitskreises zur Weiterentwicklung der Lehre in der Zahnmedizin (AKWLZ). Halle (Saale), 15.-17.09.2022</RefBookTitle>
        <RefPage>DocV-10-05</RefPage>
        <RefTotal>&#214;hler KS, Hilger E, Stadler M, Hege I, Papa F, Schmidmaier R, Fischer MR, Weidenbusch M, Zottmann J. Assessing the complexity of clinical cases. In: Gemeinsame Jahrestagung der Gesellschaft f&#252;r Medizinische Ausbildung (GMA) und des Arbeitskreises zur Weiterentwicklung der Lehre in der Zahnmedizin (AKWLZ). Halle (Saale), 15.-17.09.2022. D&#252;sseldorf: German Medical Science GMS Publishing House; 2022. DocV-10-05. DOI: 10.3205&#47;22gma063</RefTotal>
        <RefLink>https:&#47;&#47;doi.org&#47;10.3205&#47;22gma063</RefLink>
      </Reference>
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