{"id":"W7133424351","doi":"","title":"Formation initiale des enseignants : Validation d’un référentiel de compétences pour la formation des maitres de stages","year":2023,"lang":"fr","type":"preprint","venue":"ORBi UMONS","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"French; Occupational training; Calendering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04406958,0.0006514505,0.000625094,0.004938433,0.003628092,0.003873208,0.002347294,0.0009614103,0.004884423],"category_scores_gemma":[0.07708887,0.0004840317,0.00125683,0.0028716,0.004388116,0.003084072,0.005395954,0.001955719,0.0009299824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01167392,"about_ca_system_score_gemma":0.02392734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08636427,"about_ca_topic_score_gemma":0.1252312,"domain_scores_codex":[0.9769488,0.009558784,0.00197049,0.001823925,0.008191487,0.001506475],"domain_scores_gemma":[0.9106126,0.02877995,0.01130328,0.006439492,0.03819066,0.004674022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004061741,0.0003373547,0.4849796,0.001326849,0.0001459344,0.0003450809,0.2617005,0.000884196,0.003056211,0.01955748,0.006928581,0.2203321],"study_design_scores_gemma":[0.00006183596,0.0007223354,0.7915883,0.001832577,0.0001001011,0.000248463,0.1237387,0.001807692,0.003098066,0.003742783,0.07291081,0.0001482912],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9233769,0.001394838,0.02624739,0.002231318,0.0003256998,0.00232275,0.001149977,0.00011598,0.04283502],"genre_scores_gemma":[0.9578573,0.0005911711,0.02886089,0.0002852252,0.00003105308,0.002825242,0.001221299,0.00006596786,0.008261959],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08636427,"threshold_uncertainty_score":0.2330651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09483299185712223,"score_gpt":0.3378040666622888,"score_spread":0.2429710748051666,"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."}}