{"id":"W2148984478","doi":"10.3138/cmlr.60.2.143","title":"Cognitive Conflict, Disagreement and Repetition in Collaborative Groups: Affective and Social Dimensions from an Insider's Perspective","year":2003,"lang":"en","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insider; Repetition (rhetorical device); Perspective (graphical); Psychology; Cognition; Sociocultural evolution; Social psychology; Collaborative learning; Sociocultural perspective; Point (geometry); Group work; Cognitive psychology; Sociology; Epistemology; Pedagogy; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004385611,0.0002740092,0.0004581043,0.0002019135,0.000524191,0.0001426876,0.00007387914,0.00007669249,0.0002211191],"category_scores_gemma":[0.00067118,0.0002665534,0.00004928908,0.00009292071,0.0004288561,0.000276338,0.00001964697,0.0003357912,0.000004636437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004237488,"about_ca_system_score_gemma":0.0001219524,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3246088,"about_ca_topic_score_gemma":0.9371671,"domain_scores_codex":[0.9980695,0.0006740935,0.0002366833,0.0005010285,0.00006636313,0.0004523837],"domain_scores_gemma":[0.9988475,0.000328095,0.0001147999,0.0001501508,0.0001937875,0.0003656923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001369767,0.00003894961,0.001465813,0.0003263575,0.0001110948,0.0006444099,0.9221629,0.000001149982,0.0003019891,0.06765077,0.0001115331,0.007171336],"study_design_scores_gemma":[0.001441806,0.0003558584,0.02243725,0.006725424,0.0004040443,0.0001650638,0.91731,0.0003183828,0.00004032843,0.006793156,0.04273858,0.001270127],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9283327,0.06207311,0.00001573254,0.0004392305,0.00006754755,0.000511735,0.0007382489,0.00003829961,0.007783371],"genre_scores_gemma":[0.9955791,0.002623909,0.00008001817,0.0009654144,0.0001637278,0.00006186029,0.0002322631,0.00004018037,0.0002535754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6125582,"threshold_uncertainty_score":0.9999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01950749767787759,"score_gpt":0.2583733598326942,"score_spread":0.2388658621548166,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}