{"id":"W4320731084","doi":"10.4000/adsc.1570","title":"Les pratiques de formation à l’enseignement des mathématiques : une approche par la recherche en didactique","year":2023,"lang":"en","type":"article","venue":"Annales de didactique et de sciences cognitives","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Trainer; Pedagogy; Variety (cybernetics); Mathematics education; Sociology; Professional development; Psychology; Humanities; Philosophy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.04956109,0.002045966,0.002230147,0.006787463,0.005329336,0.0207282,0.005430595,0.00930068,0.006894619],"category_scores_gemma":[0.0656339,0.001255993,0.003471509,0.005861878,0.03882767,0.02839254,0.008598235,0.01647962,0.002127872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01463217,"about_ca_system_score_gemma":0.01317525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0353616,"about_ca_topic_score_gemma":0.01567155,"domain_scores_codex":[0.9505649,0.03679028,0.001653012,0.003604501,0.006184977,0.001202196],"domain_scores_gemma":[0.9065318,0.0707552,0.003164681,0.007240049,0.01069071,0.001617576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004613601,0.00008237366,0.0009945532,0.0007760634,0.00003891806,0.0001971746,0.01743471,0.001495411,0.0003145509,0.9453939,0.003450554,0.02977555],"study_design_scores_gemma":[0.00008666499,0.0001052478,0.003117566,0.002514996,0.00005911893,0.000636278,0.02076355,0.009403323,0.001264002,0.646865,0.3150319,0.0001523435],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02705215,0.1352095,0.4869735,0.2334682,0.006746838,0.0004851612,0.000429208,0.0003475332,0.1092878],"genre_scores_gemma":[0.4963376,0.1334533,0.3081295,0.01134205,0.007881227,0.001647461,0.0005511059,0.0004372844,0.04022045],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04956109,"threshold_uncertainty_score":0.2621073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5526104253486065,"score_gpt":0.5515715749241555,"score_spread":0.001038850424450954,"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."}}