{"id":"W7163557130","doi":"10.5281/zenodo.17512826","title":"COMMENT FAVORISER LE DÉVELOPPEMENT PROFESSIONNEL DES STAGIAIRES EN ENSEIGNEMENT EN SITUATION DE HANDICAP SELON LES FORMATRICES UNIVERSITAIRES ET DE TERRAIN?","year":2025,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec en Outaouais; Université du Québec à Montréal","funders":"","keywords":"Occupational training; Primary care; Professional development; Teaching staff; Continuing education","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003573447,0.0001832236,0.0001629465,0.000292375,0.01073806,0.0005927157,0.0007542488,0.0001410168,0.002165447],"category_scores_gemma":[0.0007208238,0.0001957145,0.0000581682,0.0008776115,0.0003691561,0.0005637637,0.001471177,0.0003756246,0.0002469064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00358331,"about_ca_system_score_gemma":0.0001509728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002159321,"about_ca_topic_score_gemma":0.0001448315,"domain_scores_codex":[0.9944375,0.003970962,0.0002824693,0.0003256754,0.0004704031,0.0005129564],"domain_scores_gemma":[0.9988326,0.0001524351,0.000158897,0.000210594,0.0004730196,0.0001724198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001272924,0.000607677,0.0002240869,0.0002165957,0.0001187204,0.000008407378,0.331813,0.000231634,0.002444558,0.06839383,0.353882,0.2419322],"study_design_scores_gemma":[0.0007466487,0.0003065593,0.006661268,0.0003666944,0.00004800462,0.000002986512,0.1414962,0.0008983248,0.0005749172,0.003154914,0.8455383,0.0002051424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5227098,0.001523869,0.08635123,0.2554959,0.0004332585,0.001486802,0.0002075134,0.0007917307,0.1309999],"genre_scores_gemma":[0.9903708,0.001650903,0.002164738,0.0007423716,0.0001109197,2.302456e-7,0.0003514359,0.0002168039,0.004391766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4916563,"threshold_uncertainty_score":0.9987467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04398595408455123,"score_gpt":0.3094117327566225,"score_spread":0.2654257786720712,"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."}}