{"id":"W4297623539","doi":"10.4000/adsc.451","title":"Contextualiser pour enseigner les mathématiques : un enjeu de formation","year":2018,"lang":"fr","type":"article","venue":"Annales de didactique et de sciences cognitives","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01146184,0.001008267,0.0008238397,0.002184528,0.006516421,0.009474005,0.001757632,0.002106639,0.008982033],"category_scores_gemma":[0.02605599,0.0008124962,0.001066241,0.00306515,0.0254329,0.01640403,0.008432344,0.004607728,0.001401514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009757505,"about_ca_system_score_gemma":0.008317647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0373271,"about_ca_topic_score_gemma":0.03598741,"domain_scores_codex":[0.9861027,0.009703321,0.0004384444,0.00141691,0.001744964,0.0005936108],"domain_scores_gemma":[0.9823952,0.0104134,0.001352488,0.002133453,0.003086194,0.0006191697],"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":[0.00007182788,0.00002002497,0.002487847,0.0003139956,0.00002556443,0.000229236,0.09929293,0.000791441,0.001319529,0.8701292,0.001731698,0.02358672],"study_design_scores_gemma":[0.00004099741,0.0001099394,0.008190841,0.001171739,0.00009384104,0.0004997408,0.1107342,0.003090886,0.004640309,0.4163885,0.4548932,0.0001457585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1423949,0.01299198,0.5567737,0.03864512,0.001094725,0.0005272289,0.000525364,0.0005893594,0.2464577],"genre_scores_gemma":[0.8405554,0.004968788,0.1265229,0.002050814,0.00039343,0.0005191092,0.000362868,0.0005141885,0.02411242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0373271,"threshold_uncertainty_score":0.0742197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2749245993360137,"score_gpt":0.4841083994699547,"score_spread":0.2091838001339409,"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."}}