{"id":"W4417369329","doi":"","title":"INSPE teacher trainer, remedial/SEN teacher in Quebec : an inside look at pratices for pupils who do not learn according to the norm\".","year":2025,"lang":"fr","type":"article","venue":"theses.fr (ABES)","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unitary state; Field (mathematics); Institution; Globe","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003796528,0.000372249,0.0004871174,0.0002232955,0.0009486739,0.0006003898,0.001009329,0.0003287221,0.0007936522],"category_scores_gemma":[0.003479962,0.0002979815,0.0001720478,0.0009927037,0.0005926633,0.00155669,0.000239633,0.0006810117,0.0002670839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007156171,"about_ca_system_score_gemma":0.001076258,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3573637,"about_ca_topic_score_gemma":0.7499959,"domain_scores_codex":[0.9960356,0.001291219,0.0006399421,0.0005786653,0.0005662745,0.0008882773],"domain_scores_gemma":[0.9956786,0.002959262,0.0003356522,0.0005830216,0.0001912153,0.0002522454],"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":[0.0002457284,0.0007263116,0.03033214,0.0001353509,0.0001679573,0.000003475065,0.4803167,0.0004126456,0.000611095,0.3699728,0.01858787,0.09848794],"study_design_scores_gemma":[0.000341503,0.00009301762,0.007600831,0.0002324752,0.0001106024,0.00000115273,0.213487,0.000271659,0.0001682343,0.002821392,0.774547,0.0003251567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6184214,0.001794796,0.00002730774,0.1890048,0.001576526,0.001177237,0.00002403038,0.00005055421,0.1879234],"genre_scores_gemma":[0.8592905,0.0006458978,0.0002655797,0.005029783,0.002719623,0.0002229078,0.00001167639,0.00004213037,0.1317719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7559592,"threshold_uncertainty_score":0.9999472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06969643904908203,"score_gpt":0.3911164588974008,"score_spread":0.3214200198483187,"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."}}