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        <title>Long-Lasting Conceptual Change in Science Education</title>
        <author>Xiaoshan Li</author>
        <author>Yanyan Li</author>
        <author>Wenjing Wang</author>
      </titleStmt>
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        <bibl>
          <title>Long-Lasting Conceptual Change in Science Education</title>
          <date>2021</date>
          <publisher>Science &amp; Education</publisher>
          <idno type="DOI">10.1007/s11191-021-00288-x</idno>
          
          <idno type="record">li2021-long-lasting-conceptual-change-in</idno>
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          <note type="rights">open-access</note>
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    <spanGrp type="tags">
      <span xml:id="t0" type="object_of_study" ana="#object_of_study" resp="#paper">
        <label>Collaborative argumentation among postgraduate students, and the argumentative dialogue inside it, as a route to durable conceptual change in science.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t1" type="claim_type" ana="#claim_type" resp="#paper">
        <label>existence</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t2" type="phenomenon" ana="#phenomenon" resp="#paper">
        <label>conceptual change through collaborative argumentation</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t3" type="method" ana="#method" resp="#paper">
        <label>behavioural-experiment</label>
        <term>behavioural-experiment</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t4" type="mechanisms" ana="#mechanisms[0]" resp="#tagger">
        <label>mechanisms</label>
        <term>Misconceptions are robust, so an intervention that does start replacing them needs time before the replacement is measurable - which is why the benefit appears only at the delayed post-test.</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t5" type="mechanisms" ana="#mechanisms[1]" resp="#tagger">
        <label>mechanisms</label>
        <term>The three dialogue types complement one another - deliberation supplies critical reasoning, consensual co-construction repairs the social damage of disputes - so the productive profile is a mix, not one pure type.</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t6" type="mechanisms" ana="#mechanisms[2]" resp="#tagger">
        <label>mechanisms</label>
        <term>Hearing group members voice both misconceptions and correct understandings makes a student self-reflect and spot the flaws in their own account, which is the route to conceptual change.</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t7" type="mechanisms" ana="#mechanisms[3]" resp="#tagger">
        <label>Hearing others&#x27; misconceptions makes a student&#x27;s own incomplete idea visible to them, which is offered as the route from dialogue to conceptual change</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t8" type="mechanisms" ana="#mechanisms[4]" resp="#tagger">
        <label>Disagreement forces re-examination of evidence that was skipped the first time</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t9" type="mechanisms" ana="#mechanisms[5]" resp="#tagger">
        <label>Exposure to how others build a concept, not just what they conclude, is what changes the way of thinking rather than the answer</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t10" type="mechanisms" ana="#mechanisms[6]" resp="#tagger">
        <label>Disputative dialogue works against learning by converting argument into a contest, which narrows openness to alternatives</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t11" type="mechanisms" ana="#mechanisms[7]" resp="#tagger">
        <label>Misconceptions are robust partly because teaching presents macro, sub-micro and symbolic representations side by side instead of teaching students to move between them</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t12" type="mechanisms" ana="#mechanisms[8]" resp="#tagger">
        <label>Consensual co-construction alone consolidates a one-sided argument, which is why the productive pattern needs it together with deliberation rather than instead of it</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t13" type="limitations" ana="#limitations[0]" resp="#tagger">
        <label>Small, almost entirely female sample</label>
        <note>what this limits: the population every result speaks for: THE SAMPLE OF STUDENTS IN THIS STUDY WAS RELATIVELY SMALL, AND 95.65% OF STUDENTS WERE FEMALE</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t14" type="limitations" ana="#limitations[1]" resp="#tagger">
        <label>Conducted online because of COVID-19, which may have changed the interpersonal tension of argumentation</label>
        <note>what this limits: the argumentation findings specifically: THE CURRENT STUDY WAS CONDUCTED IN THE CONTEXT OF ONLINE LEARNING BECAUSE OF THE ... COVID-19 PANDEMIC, which may change the interpersonal character of argumentation</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t15" type="limitations" ana="#limitations[2]" resp="#tagger">
        <label>Cannot say whether the sequential ordering of dialogue types differed between high- and low-performing groups</label>
        <note>what this limits: any claim about the ORDER of the dialogue types: IT WAS NOT ABLE TO REVEAL WHETHER THE SEQUENTIAL PATTERN OF ARGUMENTATIVE dialogue differed between high- and low-performing groups - the U-shape is a count, not a sequence</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t16" type="limitations" ana="#limitations[3]" resp="#tagger">
        <label>Twenty-three students, almost all female, in one class at one university</label>
        <note>duplicate of: limitations[0] · what this limits: the same scope as limitations[0] - 23 students, almost all female, one class at one university</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t17" type="limitations" ana="#limitations[4]" resp="#tagger">
        <label>The authors&#x27; own confound for the headline result: students picked the topics themselves and had a month before the delayed post-test, so they may simply have gone and read more</label>
        <note>what this limits: the headline conceptual-change result: THE TOPICS FOR THE THREE ARGUMENTATION ACTIVITIES WERE SELECTED BY MOST OF THE STUDENTS FROM A LIST OF TOPICS, so STUDENTS&#x27; TOPIC INTERESTS/PREFERENCES MAY BE ONE FACTOR THAT MAY DRIVE THEM TO SEARCH FOR MORE information</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t18" type="limitations" ana="#limitations[5]" resp="#tagger">
        <label>Conducted entirely online because of COVID-19, which the authors think may itself have softened the interaction and so shaped the dialogue types observed</label>
        <note>what this limits: the argumentation behaviour that was measured: THE ONLINE ENVIRONMENT MAY HAVE RELIEVED THE TENSION THAT OFTEN EXISTS IN FACE-TO-FACE INTERPERSONAL INTERACTIONS, PROVIDING A MORE RELAXED ATMOSPHERE FOR STUDENTS TO ARGUE WITH GROUP MEMBERS</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t19" type="limitations" ana="#limitations[6]" resp="#tagger">
        <label>The U-shaped pattern is a count of dialogue types, not their order, so nothing is known about sequence</label>
        <note>what this limits: the same scope as limitations[2] - the sequential pattern is not recoverable from these data</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t20" type="limitations" ana="#limitations[7]" resp="#tagger">
        <label>The gender imbalance interacts directly with the finding, since the cited literature holds that women argue more deliberatively and men more disputatively - the very contrast the result rests on</label>
        <note>what this limits: the dialogue-type outcome specifically, which is the paper&#x27;s dependent variable: FEMALES ARE MORE INCLINED TO EXHIBIT DELIBERATIVE BEHAVIORS DURING SOCIAL INTERACTIONS, WHEREAS MALES ARE MORE INCLINED TO EXHIBIT DISPUTATIVE BEHAVIORS DURING SOCIAL INTERACTIONS</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t21" type="limitations" ana="#limitations[8]" resp="#tagger">
        <label>Group-level comparisons rest on two groups per activity in the first two studies, one high-performing and one low-performing</label>
        <note>what this limits: every group-level comparison in the first two studies: they rest on two groups per activity, one high-performing and one low-performing</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t22" type="limitations" ana="#limitations[9]" resp="#tagger">
        <label>The tests are named as paired-sample t tests but compare two independent groups of different people, and the reported degrees of freedom (21) are those of an independent-samples test on 12 and 11 participants</label>
        <note>what this limits: the inferential statistics, and this is an IDENTIFIED DEFECT rather than an author concession: COMPARISONS WERE CONDUCTED WITH PAIRED SAMPLE T TESTS while the groups compared are independent</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t23" type="limitations" ana="#limitations[10]" resp="#tagger">
        <label>The reported N for the collaborative condition in the second activity is 11 in one sentence and 12 in another, within the same paragraph</label>
        <note>what this limits: the reported sample size, also IDENTIFIED rather than declared: N = 12 here against N = 11 elsewhere for the same condition</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="controls" ana="#controls[0]" resp="#tagger" cert="0.9">
        <label>a control group doing the SAME argumentation activity individually, against an experimental group doing it collaboratively</label>
        <note>eliminates: that the conceptual change follows from doing the argumentation activity at all, rather than from doing it collaboratively · outcome (stated by the tagger, no quotation): absent-stated-about-other · would have ruled out, had it been run: argumentation itself - and the time spent on it - as the explanation of conceptual change, which isolates the collaborative element as the only difference between the two groups</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t25" type="concepts" ana="#concepts[15]" resp="#paper" cert="0.85">
        <label>symbolic</label>
        <term>symbolic</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t26" type="concepts" ana="#concepts[16]" resp="#paper" cert="0.85">
        <label>cognitive</label>
        <term>cognitive</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="unhoused_relations" ana="#unhoused_relations[0]" resp="#tagger">
        <label>long-lasting conceptual change → U-shaped pattern of argumentative dialogue</label>
        <note>ASSOCIATION FOUND BY PROTOCOL ANALYSIS, direction not established: two high and one low - deliberative argumentation and co-consensual construction frequently occurred, while disputative argumentation rarely occurred.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="unhoused_relations" ana="#unhoused_relations[1]" resp="#tagger">
        <label>misconceptions → conceptual change</label>
        <note>RESISTANCE, NOT PRODUCTION: many misconceptions are ROBUST AND RESISTANT to educational interventions and teaching approaches, which is what makes conceptual change difficult. No edge type can say a relation is an OBSTACLE, so the nearest available move asserted the opposite of what the sentence says.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="senses" ana="#senses[0]" resp="#tagger" cert="1.0">
        <label>argumentative dialogue - deliberative: issue-driven rather than position-driven, with concessions made to sound arguments and no interpersonal tension</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="senses" ana="#senses[1]" resp="#tagger" cert="1.0">
        <label>argumentative dialogue - disputative: rich in critical reasoning but aimed at winning, treating argument as a win-lose contest</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="senses" ana="#senses[2]" resp="#tagger" cert="1.0">
        <label>argumentative dialogue - consensual co-construction: agreeing and elaborating, which consolidates one side rather than juxtaposing alternatives</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="senses" ana="#senses[3]" resp="#tagger" cert="1.0">
        <label>the effect at immediate post-test - absent: no significant difference between conditions right after the activity</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t33" type="senses" ana="#senses[4]" resp="#tagger" cert="1.0">
        <label>the effect at delayed post-test - present: the difference appears a month later, which is the whole claim</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="senses" ana="#senses[5]" resp="#tagger" cert="1.0">
        <label>conceptual change - as a gain score between two phases, which is what &#x27;substantive conceptual gains&#x27; means at group level</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t35" type="senses" ana="#senses[6]" resp="#tagger" cert="1.0">
        <label>conceptual change - as Chi&#x27;s definition: restructuring misconceptions, explicitly NOT adding or gap-filling knowledge</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t36" type="alternatives" ana="#alternatives.claim_type" resp="#tagger">
        <label>claim_type: existence</label>
        <note>a second reading reaching the same value. Recorded: existence — note: a second reading reaching the same value from a different sentence. Not applied - a person decides.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="alternatives" ana="#alternatives.phenomenon" resp="#tagger">
        <label>phenomenon: conceptual change through collaborative argumentation</label>
        <note>a second reading reaching the same value. Recorded: conceptual change through collaborative argumentation — note: a second reading reaching the same value from a different sentence. Not applied - a person decides.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t38" type="claim_relations" ana="#claim_relations[0]" resp="#tagger">
        <label>builds-on → Asterhan and Schwarz (2016) three-type scheme of argumentative dialogue</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="claim_relations" ana="#claim_relations[1]" resp="#tagger">
        <label>extends → Asterhan &amp; Resnick (2020); McLure et al. (2020); Sampson &amp; Clark (2009, 2011)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" type="claim_relations" ana="#claim_relations[2]" resp="#tagger">
        <label>extends → Asterhan and Schwarz (2016), the three-type scheme of argumentative dialogue</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t41" type="claim_relations" ana="#claim_relations[3]" resp="#tagger">
        <label>supports → Asterhan and Babichenko (2015), that deliberative dialogue beats disputative for conceptual understanding</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t42" type="claim_relations" ana="#claim_relations[4]" resp="#tagger">
        <label>extends → Chi&#x27;s definition of conceptual change as restructuring rather than accretion</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t43" type="claim_relations" ana="#claim_relations[5]" resp="#tagger">
        <label>extends → McLure et al. (2020), the multidimensional framework of conceptual change</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t44" type="concept_edges" ana="#concept_edges[1]" resp="#tagger">
        <label>deliberative argumentation —is-a→ argumentative dialogue</label>
        <term>deliberative argumentation</term>
        <term>argumentative dialogue</term>
        <note>strength of the relation: 1</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t45" type="concept_edges" ana="#concept_edges[2]" resp="#tagger">
        <label>disputative argumentation —is-a→ argumentative dialogue</label>
        <term>disputative argumentation</term>
        <term>argumentative dialogue</term>
        <note>strength of the relation: 1</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t46" type="concept_edges" ana="#concept_edges[4]" resp="#tagger">
        <label>collaborative argumentation —contrasted-with→ individual argumentation</label>
        <term>collaborative argumentation</term>
        <term>individual argumentation</term>
        <note>strength of the relation: 1</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t47" type="concept_edges" ana="#concept_edges[5]" resp="#tagger">
        <label>argumentative dialogue —part-of→ collaborative argumentation</label>
        <term>argumentative dialogue</term>
        <term>collaborative argumentation</term>
        <note>strength of the relation: 1
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span speaks of argumentative dialogue occurring IN the processes of collaborative argumentation; part-of is loose.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="concept_edges" ana="#concept_edges[6]" resp="#tagger">
        <label>RETRACTED (PLAIN ASSOCIATION, AND THE EDGE POINTS THE WAY THE SPAN DOES NOT) · U-shaped pattern —causes→ conceptual change</label>
        <term>U-shaped pattern</term>
        <term>conceptual change</term>
        <note>RETRACTED: PLAIN ASSOCIATION, AND THE EDGE POINTS THE WAY THE SPAN DOES NOT. Dialogue protocol analysis revealed that Quotation withheld. The subject is conceptual change and the association is symmetric; the edge asserts that the U-shaped pattern CAUSES the change. WHAT THE SPAN DOES SAY: housed below. — strength of the relation: 0.6 — the record marks this weak
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span says conceptual change was ASSOCIATED WITH the U-shaped pattern; an association typed as cause.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="concept_edges" ana="#concept_edges[7]" resp="#tagger">
        <label>collaborative argumentation —causes→ conceptual change</label>
        <term>collaborative argumentation</term>
        <term>conceptual change</term>
        <note>strength of the relation: 0.8</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t50" type="concept_edges" ana="#concept_edges[9]" resp="#tagger">
        <label>EVIDENCE CORRECTED (RE-GROUNDED) · macro —distinct-from→ sub-micro</label>
        <term>macro</term>
        <term>sub-micro</term>
        <note>EVIDENCE CORRECTED: RE-GROUNDED. The old span defined &#x27;macro&#x27; alone. This sentence names both and asserts the distinctness geometrically - &#x27;a triangle with THREE APICES labeled macro, symbolic…&#x27; - three named corners of one figure. Same shape as Ress2013&#x27;s &#x27;functionally distinct subdivisions&#x27;: A LIST CAN ASSERT DISTINCTNESS WHEN IT SAYS SO. — strength of the relation: 1
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but endpoint by anaphora: &#x27;The first term&#x27; = the first of &#x27;macro&#x27;, &#x27;symbolic&#x27; and &#x27;sub-micro&#x27; (previous sentence); distinct-from is loose.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t51" type="concept_edges" ana="#concept_edges[12]" resp="#tagger">
        <label>delayed post-test —contrasted-with→ immediate post-test</label>
        <term>delayed post-test</term>
        <term>immediate post-test</term>
        <note>strength of the relation: 1
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span reports gains FROM the immediate TO the delayed post-test; contrasted-with is loose.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t52" type="concept_edges" ana="#concept_edges[15]" resp="#tagger" cert="0.9">
        <label>deliberative argumentation —contrasted-with→ disputative argumentation</label>
        <term>deliberative argumentation</term>
        <term>disputative argumentation</term>
        <note>strength of the relation: 1 · note: RE-GROUNDS another row of this record: the relation was always stated, the endpoint names were not in the span.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t53" type="content_tags" ana="#content_tags.statistics[0]" resp="#tagger">
        <label>t-test</label>
        <term>t-test</term>
        <note>about this quote: This quote ends with the stray word &#x27;The&#x27;, the first word of the next sentence. It is not trimmed, because the quote without it occurs more than once in the paper&#x27;s text and could not be tied to one place. The claim is carried by the sentence before &#x27;The&#x27;.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t54" type="content_tags" ana="#content_tags.statistics[1]" resp="#tagger">
        <label>chi-squared</label>
        <term>chi-squared</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t55" type="content_tags" ana="#content_tags.statistics[2]" resp="#tagger">
        <label>p-value</label>
        <term>p-value</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t56" type="content_tags" ana="#content_tags.statistics[3]" resp="#tagger">
        <label>Cronbach&#x27;s alpha</label>
        <term>Cronbach&#x27;s alpha</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t57" type="content_tags" ana="#content_tags.statistics[4]" resp="#tagger">
        <label>Cohen&#x27;s kappa (inter-rater reliability)</label>
        <term>Cohen&#x27;s kappa (inter-rater reliability)</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t58" type="content_tags" ana="#content_tags.statistics[5]" resp="#tagger">
        <label>Kolmogorov-Smirnov test of normality</label>
        <term>Kolmogorov-Smirnov test of normality</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t59" type="content_tags" ana="#content_tags.statistics[6]" resp="#tagger">
        <label>skewness and kurtosis</label>
        <term>skewness and kurtosis</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t60" type="content_tags" ana="#content_tags.statistics[7]" resp="#tagger">
        <label>mean</label>
        <term>mean</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t61" type="content_tags" ana="#content_tags.statistics[8]" resp="#tagger">
        <label>standard deviation</label>
        <term>standard deviation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t62" type="content_tags" ana="#content_tags.statistics[9]" resp="#tagger">
        <label>t-test</label>
        <term>t-test</term>
        <note>about this quote: This quote ends with the stray word &#x27;The&#x27;, the first word of the next sentence. It is not trimmed, because the quote without it occurs more than once in the paper&#x27;s text and could not be tied to one place. The claim is carried by the sentence before &#x27;The&#x27;.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t63" type="content_tags" ana="#content_tags.statistics[10]" resp="#tagger">
        <label>chi-square test</label>
        <term>chi-square test</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t64" type="content_tags" ana="#content_tags.statistics[11]" resp="#tagger">
        <label>p-value</label>
        <term>p-value</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t65" type="content_tags" ana="#content_tags.statistics[12]" resp="#tagger">
        <label>standard deviation</label>
        <term>standard deviation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t66" type="content_tags" ana="#content_tags.findings[0]" resp="#tagger">
        <label>Collaborative argumentation beat individual argumentation on conceptual understanding only at the one-month delayed post-test (75.92 vs 51.91), with no difference at pre-test or immediate post-test.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t67" type="content_tags" ana="#content_tags.findings[1]" resp="#tagger">
        <label>Conceptual gains kept accruing after the activity ended: collaborative students gained 24.67 points between immediate and delayed post-test while individual students gained 1.09.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t68" type="content_tags" ana="#content_tags.findings[2]" resp="#tagger">
        <label>The high-performing group showed a U-shaped dialogue profile: more deliberative and more co-consensual argumentation than disputative argumentation.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t69" type="content_tags" ana="#content_tags.findings[3]" resp="#tagger">
        <label>In the third activity, high- and low-performing groups differed in argumentative dialogue.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t70" type="content_tags" ana="#content_tags.findings[4]" resp="#tagger">
        <label>Interview coding showed collaborative argumentation opened up change in four aspects of learning - cognitive, ontological, epistemological and intentional.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t71" type="content_tags" ana="#content_tags.findings[5]" resp="#tagger">
        <label>Collaborative argumentation gave students more openings for cognitive change than individual argumentation did.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t72" type="content_tags" ana="#content_tags.findings[6]" resp="#tagger">
        <label>collaborative argumentation beat individual argumentation in the delayed phase of both activities</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t73" type="content_tags" ana="#content_tags.findings[7]" resp="#tagger">
        <label>high-performing groups 2 and 3 also showed the U-shaped dialogue pattern</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t74" type="content_tags" ana="#content_tags.findings[8]" resp="#tagger">
        <label>a fourth theme, epistemological, had to be added because some interview responses fitted none of the framework&#x27;s three</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t75" type="content_tags" ana="#content_tags.findings[9]" resp="#tagger">
        <label>the U-shaped finding was unexpected and a third activity was run specifically to check it</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t76" type="content_tags" ana="#content_tags.findings[10]" resp="#tagger">
        <label>students in the individual condition reported finding no new usable information and staying with what they already knew - a category with no counterpart in the collaborative condition</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t77" type="content_tags" ana="#content_tags.definitions[0]" resp="#tagger">
        <label>conceptual change</label>
        <term>conceptual change</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t78" type="content_tags" ana="#content_tags.definitions[1]" resp="#tagger">
        <label>collaborative argumentation</label>
        <term>collaborative argumentation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t79" type="content_tags" ana="#content_tags.definitions[2]" resp="#tagger">
        <label>individual argumentation</label>
        <term>individual argumentation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t80" type="content_tags" ana="#content_tags.definitions[3]" resp="#tagger">
        <label>U-shaped pattern of argumentative dialogue</label>
        <term>U-shaped pattern of argumentative dialogue</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t81" type="content_tags" ana="#content_tags.definitions[4]" resp="#tagger">
        <label>deliberative argumentation</label>
        <term>deliberative argumentation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t82" type="content_tags" ana="#content_tags.definitions[5]" resp="#tagger">
        <label>disputative argumentation</label>
        <term>disputative argumentation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t83" type="content_tags" ana="#content_tags.definitions[6]" resp="#tagger">
        <label>consensual co-construction</label>
        <term>consensual co-construction</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t84" type="content_tags" ana="#content_tags.definitions[7]" resp="#tagger">
        <label>substantive conceptual gains</label>
        <term>substantive conceptual gains</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t85" type="content_tags" ana="#content_tags.definitions[8]" resp="#tagger">
        <label>stimulated recall interview</label>
        <term>stimulated recall interview</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t86" type="content_tags" ana="#content_tags.definitions[9]" resp="#tagger">
        <label>collaborative argumentation</label>
        <term>collaborative argumentation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t87" type="content_tags" ana="#content_tags.definitions[10]" resp="#tagger">
        <label>consensual co-construction</label>
        <term>consensual co-construction</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t88" type="content_tags" ana="#content_tags.definitions[11]" resp="#tagger">
        <label>U-shaped pattern</label>
        <term>U-shaped pattern</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t89" type="content_tags" ana="#content_tags.variables[1]" resp="#tagger">
        <label>conceptual understanding</label>
        <term>conceptual understanding</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t90" type="content_tags" ana="#content_tags.variables[3]" resp="#tagger">
        <label>argumentation skills</label>
        <term>argumentation skills</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t91" type="content_tags" ana="#content_tags.variables[6]" resp="#tagger">
        <label>conceptual understanding score</label>
        <term>conceptual understanding score</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t92" type="content_tags" ana="#content_tags.variables[7]" resp="#tagger">
        <label>type of argumentative dialogue</label>
        <term>type of argumentative dialogue</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t93" type="content_tags" ana="#content_tags.quantities[0]" resp="#tagger">
        <label>n = 23 — postgraduate science-education students who took part, mean age 24.83</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t94" type="content_tags" ana="#content_tags.quantities[1]" resp="#tagger">
        <label>M = 75.92 ... M = 51.91 — delayed post-test conceptual understanding scores, collaborative vs. individual condition, activity 1</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t95" type="content_tags" ana="#content_tags.quantities[2]" resp="#tagger">
        <label>M = 24.67 ... M = 1.09 — gain from immediate to delayed post-test, collaborative vs. individual condition, activity 1</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t96" type="content_tags" ana="#content_tags.quantities[3]" resp="#tagger">
        <label>χ 2 [1, 2] = 14.962, p = .001 — dialogue-profile difference between high- and low-performing groups in the confirmatory third activity</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t97" type="content_tags" ana="#content_tags.quantities[4]" resp="#tagger">
        <label>.82 to .85 — inter-rater agreement (Cohen&#x27;s k) for coding the three argumentative-dialogue types</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t98" type="content_tags" ana="#content_tags.quantities[5]" resp="#tagger">
        <label>95.65% — share of the sample that was female, flagged by the authors as a limit on generality</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t99" type="content_tags" ana="#content_tags.quantities[6]" resp="#tagger">
        <label>Twenty-three — the whole sample, one class of second-year postgraduates at one university</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t100" type="content_tags" ana="#content_tags.quantities[7]" resp="#tagger">
        <label>95.65% — share of the sample who were female, which interacts directly with the dialogue-type finding</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t101" type="content_tags" ana="#content_tags.quantities[8]" resp="#tagger">
        <label>1 month later — the delay at which the effect appears and the window in which students could have read more on their own</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t102" type="content_tags" ana="#content_tags.quantities[9]" resp="#tagger">
        <label>M = 75.92, SD = 10.65, N = 12 versus M = 51.91, SD = 22.81, N = 11 — delayed post-test conceptual understanding, collaborative versus individual, first activity</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t103" type="content_tags" ana="#content_tags.quantities[10]" resp="#tagger">
        <label>14 weeks, 32 study hours — the course the study was embedded in</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
    </spanGrp>
  </standOff>
  <text>
    <body>
      <p><note type="rights">The full text of this article is not redistributable, so it is
      not included here. The evidence sentences are withheld with it; the tag layer and its
      grounding status remain. The article itself is at https://doi.org/10.1007/s11191-021-00288-x.</note></p>
    </body>
  </text>
</TEI>
