{"id":"W7163523258","doi":"10.5281/zenodo.17952320","title":"LUTTER CONTRE LA PÉNURIE D'ENSEIGNANTS PAR LA RECONFIGURATION D'UNE MODALITÉ DE FORMATION FACILITANT LES STAGES EN EMPLOI","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Context (archaeology); Identity (music); Knowledge production","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":[0.008006739,0.0005153249,0.0003232635,0.000723338,0.008315778,0.008212245,0.001349304,0.001925844,0.0147482],"category_scores_gemma":[0.009177081,0.0004070094,0.000407692,0.0008240776,0.01214329,0.007042473,0.009340541,0.005026632,0.001916925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007245588,"about_ca_system_score_gemma":0.01569398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01294666,"about_ca_topic_score_gemma":0.03701521,"domain_scores_codex":[0.9935828,0.003862204,0.0001449456,0.000542012,0.0006799858,0.001187975],"domain_scores_gemma":[0.9939182,0.002133506,0.0007392687,0.0004157435,0.0007083354,0.002084999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005235936,0.0001927859,0.006870114,0.0002968661,0.000009593651,0.0004638714,0.6142671,0.0004800464,0.001690215,0.2783141,0.006479369,0.09088375],"study_design_scores_gemma":[0.00002035972,0.0002348832,0.01805667,0.001068698,0.0000160318,0.0003166542,0.4483573,0.0006461908,0.00145946,0.03964845,0.4901113,0.00006400514],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4261791,0.003139469,0.05550468,0.03955168,0.0006513931,0.0005895058,0.00007771475,0.0002629864,0.4740435],"genre_scores_gemma":[0.8847844,0.001923751,0.01406055,0.001514291,0.0000855769,0.0003298659,0.00004868632,0.0001082484,0.09714471],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0147482,"threshold_uncertainty_score":0.05257064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1272517043786407,"score_gpt":0.3633390719391391,"score_spread":0.2360873675604984,"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."}}