{"id":"W4384210485","doi":"10.1051/pmed/2023005","title":"Faut-il former plus souvent à distance ?","year":2023,"lang":"fr","type":"article","venue":"Pédagogie médicale","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université de Sherbrooke","funders":"","keywords":"Humanities; Philosophy; Political science","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001089662,0.0004035593,0.0008129936,0.00012811,0.0002159272,0.00007152295,0.0003421383,0.0004695155,0.004061286],"category_scores_gemma":[0.04840327,0.0003701496,0.000462157,0.0009468357,0.000711276,0.0001008434,0.0002728504,0.0007791178,0.02021593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003529613,"about_ca_system_score_gemma":0.0007179286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001744635,"about_ca_topic_score_gemma":0.00003079386,"domain_scores_codex":[0.9957308,0.0001267368,0.0008490353,0.0007704668,0.0009191442,0.001603854],"domain_scores_gemma":[0.9854151,0.01229847,0.0001641271,0.0008276632,0.0001229926,0.001171657],"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":[0.0002380558,0.0009454352,0.01284596,0.0004138759,0.0002217011,0.00168472,0.001235607,0.0001544106,0.00007390626,0.007169327,0.5615835,0.4134335],"study_design_scores_gemma":[0.003470216,0.0005017002,0.02061258,0.006024235,0.0003857155,0.00004508595,0.001110084,0.008897969,0.0002684144,0.002786368,0.9553847,0.0005128719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.2987245,0.2105023,0.02140147,0.2444326,0.04872715,0.003069142,0.001125303,0.003349108,0.1686684],"genre_scores_gemma":[0.2596532,0.02055878,0.0008306392,0.004403681,0.004543536,0.0001631311,0.0003585471,0.0001543478,0.7093342],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5406657,"threshold_uncertainty_score":0.9998751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07011226078663652,"score_gpt":0.3774530272940189,"score_spread":0.3073407665073824,"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."}}