{"id":"W4390882365","doi":"10.1051/pmed/2023020","title":"Comment imaginer la formation des étudiants dans le domaine de la santé dans 15 ans ?","year":2023,"lang":"fr","type":"article","venue":"Pédagogie médicale","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01027119,0.0003571897,0.000528442,0.0001998858,0.001927937,0.000112325,0.0003897812,0.0007262527,0.0007763111],"category_scores_gemma":[0.00198734,0.0003391801,0.0001558563,0.0008521312,0.0007738026,0.001195709,0.0002971296,0.001541983,0.001722715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007574774,"about_ca_system_score_gemma":0.001359891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004027622,"about_ca_topic_score_gemma":0.002172635,"domain_scores_codex":[0.9845653,0.01193484,0.001065459,0.0004317672,0.0005186205,0.001484025],"domain_scores_gemma":[0.991527,0.006596033,0.0004132472,0.000580025,0.0001614832,0.0007222695],"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":[0.00009581558,0.0008038174,0.08051697,0.004784459,0.0001324172,0.0005050007,0.1281147,0.00004515994,0.002198889,0.01318838,0.685252,0.08436236],"study_design_scores_gemma":[0.001415348,0.0001087258,0.06170315,0.001061006,0.0000624715,0.00008718567,0.09642045,0.001811245,0.0002000519,0.00299147,0.8338068,0.0003320682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3951102,0.01160642,0.05366693,0.4069724,0.00341767,0.002383189,0.0009633337,0.0009844715,0.1248954],"genre_scores_gemma":[0.9054585,0.01583056,0.004901289,0.005553585,0.001983897,0.0005339342,0.0002673214,0.00019024,0.06528066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5103483,"threshold_uncertainty_score":0.999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1142592864584553,"score_gpt":0.4819027924084159,"score_spread":0.3676435059499606,"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."}}