{"id":"W4317103185","doi":"10.4000/ripes.4434","title":"De doctorants à directeurs de recherche : accompagnement reçu et dispensé","year":2023,"lang":"fr","type":"article","venue":"Revue internationale de pédagogie de l’enseignement supérieur","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; University of Ottawa","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.07257509,0.0008591478,0.001200625,0.003566699,0.01553714,0.02088605,0.003909251,0.008403539,0.02863782],"category_scores_gemma":[0.1757949,0.001055407,0.001233418,0.003613245,0.02115109,0.01926843,0.03037598,0.01531236,0.01035386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01400168,"about_ca_system_score_gemma":0.06362201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006567963,"about_ca_topic_score_gemma":0.01131212,"domain_scores_codex":[0.8697261,0.08367281,0.004997987,0.008285776,0.02528177,0.008035535],"domain_scores_gemma":[0.7678115,0.1039107,0.01549421,0.02038292,0.03673578,0.05566494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002109698,0.0003908189,0.01159908,0.002324372,0.00009017039,0.001946959,0.2417077,0.0003283479,0.001918184,0.3251826,0.1257901,0.2885106],"study_design_scores_gemma":[0.00005130306,0.0002131578,0.004298977,0.002118786,0.00002880928,0.001710328,0.09412131,0.0003359813,0.0007369567,0.05667444,0.8396322,0.00007787337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07372172,0.0379893,0.0300325,0.6219929,0.01210712,0.0006656023,0.0002040013,0.0006194944,0.2226673],"genre_scores_gemma":[0.6676425,0.03360404,0.02754985,0.07390141,0.004928146,0.001015249,0.0003247429,0.0006296369,0.1904044],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07257509,"threshold_uncertainty_score":0.3838184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.503065260864377,"score_gpt":0.5579700333608143,"score_spread":0.05490477249643733,"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."}}