{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.004995769,0.0005661832,0.000946208,0.0001255279,0.001754588,0.0001150437,0.0004644449,0.001895833,0.02645113],"category_scores_gemma":[0.008609824,0.0006072019,0.0004617005,0.0005966291,0.0004511177,0.0001291806,0.0003251081,0.0025739,0.003298689],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00185465,"about_ca_system_score_gemma":0.007293249,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009134463,"about_ca_topic_score_gemma":0.003040825,"domain_scores_codex":[0.9891298,0.005865371,0.001333853,0.0008353423,0.0006216475,0.002213916],"domain_scores_gemma":[0.9932424,0.003603717,0.0004508282,0.0008305899,0.0007471924,0.001125245],"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":[0.0001302338,0.001225981,0.1409693,0.004521769,0.0002235527,0.001572232,0.03357613,0.00002654898,0.0007268079,0.01094529,0.7678012,0.03828098],"study_design_scores_gemma":[0.002204502,0.0001388443,0.1314948,0.002609582,0.0002527168,0.0002249622,0.02232551,0.00007796991,0.0002935858,0.001896088,0.8380113,0.0004701769],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.739695,0.02276466,0.002143645,0.1588377,0.004307461,0.00102777,0.0002018545,0.0002846521,0.07073726],"genre_scores_gemma":[0.3941986,0.06844901,0.03752077,0.05084074,0.0224178,0.0002395094,0.0003746608,0.0004098606,0.4255491],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3548118,"threshold_uncertainty_score":0.9997411,"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."}}