{"id":"W4387932119","doi":"","title":"Étude de différentes formes d'interactions entre recherches en didactique des mathématiques et formation des enseignants","year":2017,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Montréal","funders":"","keywords":"Humanities; Philosophy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.02996023,0.0004308007,0.0006983232,0.004809883,0.003079794,0.0104895,0.001651128,0.002044957,0.009239903],"category_scores_gemma":[0.2187304,0.0006845937,0.0008329632,0.004913535,0.003688254,0.007189318,0.004705721,0.002603677,0.000880929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003641884,"about_ca_system_score_gemma":0.002470008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007576553,"about_ca_topic_score_gemma":0.00600655,"domain_scores_codex":[0.9588402,0.02791424,0.002175961,0.00423116,0.005603909,0.001234558],"domain_scores_gemma":[0.4315302,0.5162823,0.02213255,0.008910217,0.01565792,0.005486832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001430386,0.0004942233,0.7863489,0.0004613055,0.0007695185,0.0004123909,0.1120362,0.001582223,0.002496778,0.02670223,0.0012888,0.065977],"study_design_scores_gemma":[0.00008111134,0.0003501786,0.9019057,0.0001750784,0.0004259144,0.0007189428,0.06220398,0.008125008,0.002267901,0.00942845,0.0141457,0.000171951],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716449,0.001171821,0.009205209,0.002177582,0.00005714075,0.00008205832,0.0004309927,0.0001173591,0.01511303],"genre_scores_gemma":[0.9942554,0.0001712622,0.002264801,0.00005132494,0.00003258957,0.00009424629,0.0001215189,0.00003144908,0.002977404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9969202,"threshold_uncertainty_score":0.1584467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2104020284567244,"score_gpt":0.4060609502622714,"score_spread":0.195658921805547,"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."}}