{"id":"W4317036224","doi":"10.4000/ripes.4499","title":"L’abandon aux études doctorales : un problème de direction?","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":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Humanities; Political science; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001931939,0.000503212,0.0005166477,0.0005601257,0.00126927,0.0001560018,0.0006805866,0.0006129053,0.005290495],"category_scores_gemma":[0.001606579,0.0005975687,0.0003902233,0.0008477382,0.0002044403,0.0004141857,0.0003496393,0.001175611,0.002001379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003571969,"about_ca_system_score_gemma":0.002787505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002394188,"about_ca_topic_score_gemma":0.003323372,"domain_scores_codex":[0.9947442,0.001021833,0.00117694,0.0007729621,0.0005946215,0.001689415],"domain_scores_gemma":[0.9962508,0.001343702,0.0004762418,0.0005906169,0.0007229376,0.0006156773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001832914,0.002168202,0.03207257,0.002683674,0.001048715,0.0003693036,0.1771549,0.004786114,0.001147535,0.3219811,0.4209062,0.03549837],"study_design_scores_gemma":[0.001545474,0.0002447648,0.1074951,0.002064404,0.000227634,0.0001216414,0.04891963,0.01545284,0.0002022071,0.01437794,0.8085297,0.0008187239],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7572208,0.01098701,0.002911078,0.2006469,0.007287751,0.001726472,0.0006480567,0.0009312056,0.01764075],"genre_scores_gemma":[0.6839578,0.02134217,0.00308559,0.002825525,0.003472717,0.00119501,0.0006061937,0.0001632465,0.2833518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3876235,"threshold_uncertainty_score":0.9996476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2066497126762453,"score_gpt":0.4709526683958465,"score_spread":0.2643029557196012,"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."}}