{"id":"W2901732068","doi":"10.1007/s42330-018-0021-4","title":"Former à aider un élève en mathématiques: une étude des potentialités d’un scénario de formation basé sur un jeu de rôles","year":2018,"lang":"fr","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Initial training; Mathematics education; Pedagogy; Humanities; Psychology; Sociology; 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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.006500528,0.0001838,0.0002668911,0.0008486984,0.002099687,0.0002046868,0.0006426192,0.0003768278,0.0001509342],"category_scores_gemma":[0.00291764,0.0001851762,0.00006326482,0.001678548,0.009872654,0.001135126,0.00002738369,0.0003663016,0.00001237345],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008230879,"about_ca_system_score_gemma":0.00894115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004244656,"about_ca_topic_score_gemma":0.00796609,"domain_scores_codex":[0.998013,0.0001725949,0.0006243968,0.0002105951,0.0002804114,0.0006990135],"domain_scores_gemma":[0.9967401,0.0003433475,0.0006331133,0.0001947692,0.001563191,0.0005254567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001146431,0.000196669,0.01539928,0.0001185201,0.00005575961,0.000001932267,0.3258623,0.000004416725,0.0006447716,0.5658914,0.0006490868,0.09117476],"study_design_scores_gemma":[0.0002128546,0.0001995764,0.02063752,0.0006801694,0.0001390581,0.0006088798,0.3492842,0.0006368748,0.00273244,0.6206395,0.003935636,0.000293315],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9456334,0.003028397,0.009758243,0.03856168,0.001449837,0.0001887948,0.000006699476,0.00001840819,0.00135451],"genre_scores_gemma":[0.8915246,0.0009528439,0.1063294,0.0002852305,0.0006986884,0.00001266691,0.00000281931,0.00001419713,0.0001796246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09657113,"threshold_uncertainty_score":0.9991995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06506047227614839,"score_gpt":0.3543448703320589,"score_spread":0.2892843980559106,"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."}}