{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01238855,0.0006653116,0.0003435136,0.002407444,0.004538346,0.005652525,0.001109831,0.001667036,0.01117736],"category_scores_gemma":[0.03458954,0.0004761828,0.0005871304,0.00158282,0.004782425,0.0046581,0.00751964,0.001948174,0.001464636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002845302,"about_ca_system_score_gemma":0.008850864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01109824,"about_ca_topic_score_gemma":0.01683859,"domain_scores_codex":[0.9886683,0.006521769,0.0006026987,0.0008982437,0.002211369,0.001097641],"domain_scores_gemma":[0.9521791,0.02617789,0.005307775,0.004493794,0.005058875,0.006782686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004965929,0.001225249,0.2177487,0.0005996499,0.0001055686,0.0006693808,0.2067823,0.0003457029,0.00291705,0.04648544,0.007993722,0.5146307],"study_design_scores_gemma":[0.000156628,0.001788209,0.5692866,0.001724523,0.000262809,0.002209791,0.1558474,0.002114836,0.005849557,0.0402777,0.2200969,0.0003849909],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8039858,0.002712201,0.04982031,0.01437711,0.0004274742,0.0007758738,0.0003729045,0.0005123845,0.127016],"genre_scores_gemma":[0.9474565,0.0007679928,0.0312572,0.0008036975,0.0001148294,0.0007474004,0.000188682,0.00008980505,0.01857388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01238855,"threshold_uncertainty_score":0.06551766,"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."}}