{"id":"W7128676641","doi":"10.18162/fp.2025.a350","title":"Communauté d’apprentissage et accompagnement individuel : deux dispositifs pour soutenir l’insertion professionnelle de directrices chargées de cours à l’université","year":2025,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Context (archaeology); Field (mathematics); Subject (documents)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004103973,0.0002667044,0.0002851543,0.0002375466,0.001869703,0.0001554734,0.0005082191,0.0003815569,0.0007431703],"category_scores_gemma":[0.0002449746,0.0002580373,0.0001479611,0.0007556734,0.0001413967,0.00172587,0.0002629429,0.0006320644,0.0000615552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008534385,"about_ca_system_score_gemma":0.001387206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004317869,"about_ca_topic_score_gemma":0.0004483889,"domain_scores_codex":[0.9948275,0.003275114,0.0005091039,0.0002751756,0.0004984398,0.0006146524],"domain_scores_gemma":[0.9980934,0.0007110158,0.0004927668,0.0002695275,0.0002431793,0.0001901598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002137916,0.002176013,0.04781776,0.001104613,0.0001537044,0.000004615364,0.521822,0.0003071898,0.00415774,0.1681806,0.1011382,0.1529237],"study_design_scores_gemma":[0.001935073,0.0001142097,0.4750533,0.005580126,0.0002969597,0.000006308636,0.3886208,0.007532082,0.007129767,0.01997748,0.09308374,0.0006701769],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8479404,0.002270378,0.02462096,0.0867718,0.003077033,0.001013455,0.00005537077,0.0001471434,0.03410342],"genre_scores_gemma":[0.9321628,0.002337302,0.008742235,0.001860147,0.000169611,0.00013139,0.0002519191,0.0000193412,0.05432523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4272355,"threshold_uncertainty_score":0.9999872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02968468664936439,"score_gpt":0.3706611750000485,"score_spread":0.3409764883506841,"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."}}