{"id":"W2138756811","doi":"10.7202/1027905ar","title":"Interpréter la créativité du raisonnement dans les productions d’élèves en mathématiques d’une communauté d’apprentissages multidisciplinaires interactifs","year":2014,"lang":"fr","type":"article","venue":"Éducation et francophonie","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; Université Laval","funders":"","keywords":"Humanities; Philosophy; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001767734,0.0005083008,0.0004690177,0.0003330379,0.0006902018,0.000338004,0.0006818686,0.0002807525,0.003937799],"category_scores_gemma":[0.001895651,0.0005335088,0.0002044766,0.0006587335,0.0008633516,0.0007260439,0.0002338674,0.000839255,0.001049059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003158976,"about_ca_system_score_gemma":0.0002869092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002909833,"about_ca_topic_score_gemma":0.003192776,"domain_scores_codex":[0.9940708,0.003353924,0.0008005776,0.0009014257,0.0003562912,0.0005170376],"domain_scores_gemma":[0.9948462,0.002967271,0.0005363968,0.001182644,0.0002732788,0.0001941777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005837366,0.006313751,0.01415661,0.0002167161,0.0001058669,0.000004088818,0.7466334,0.000137033,0.01061402,0.009810259,0.113468,0.09848192],"study_design_scores_gemma":[0.001010735,0.0002960767,0.3617798,0.000910841,0.00007819472,0.0001836938,0.09295898,0.001234916,0.007230869,0.001474416,0.5321292,0.0007122571],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7708832,0.0007566976,0.02015964,0.1097185,0.02435309,0.0008194353,0.00007631506,0.0002566091,0.07297652],"genre_scores_gemma":[0.962609,0.0008291528,0.001336749,0.0008340272,0.0009786962,0.0004656076,0.00008335542,0.00007956031,0.03278383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6536744,"threshold_uncertainty_score":0.9997287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072317474268678,"score_gpt":0.3499014258481862,"score_spread":0.3291782511054994,"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."}}