{"id":"W4240038640","doi":"10.4414/bms.2021.20102","title":"Examen de spcialiste pour lobtention du titre de spcialiste en chirurgie","year":2021,"lang":"fr","type":"article","venue":"Bulletin des Médecins Suisses","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009678837,0.0005037275,0.0009454673,0.002687892,0.0007455074,0.0007138382,0.0005165174,0.0009549846,0.006260115],"category_scores_gemma":[0.005361765,0.0001802532,0.0007088029,0.00106176,0.0002893903,0.0004926832,0.0003058722,0.001235069,0.001340657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007073467,"about_ca_system_score_gemma":0.0009193881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005713972,"about_ca_topic_score_gemma":0.007486141,"domain_scores_codex":[0.9991061,0.0001729378,0.0001257366,0.00008897018,0.000377404,0.0001287127],"domain_scores_gemma":[0.9980637,0.0005843505,0.0003458713,0.00004834778,0.0006459608,0.0003117225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002979416,0.001593949,0.7042819,0.001269253,0.0004423779,0.01025734,0.0009339459,0.000580513,0.0100527,0.0006058174,0.02053102,0.2464717],"study_design_scores_gemma":[0.0003998086,0.005756187,0.9113934,0.002069276,0.0007096415,0.02059461,0.001768976,0.001779599,0.01187804,0.0007693181,0.04279185,0.00008930665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8289678,0.0824671,0.004356795,0.01215964,0.002469247,0.000548355,0.003028629,0.0005235171,0.06547893],"genre_scores_gemma":[0.9539278,0.01662709,0.005603719,0.003766319,0.001449775,0.0002119825,0.00160576,0.00006797573,0.01673966],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006260115,"threshold_uncertainty_score":0.02094221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04536542470675353,"score_gpt":0.3650455624223198,"score_spread":0.3196801377155662,"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."}}