{"id":"W3112369314","doi":"10.22541/au.159170751.17551192","title":"When were clinicians ever not competent?","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Competence (human resources); Medicine; Health care; Suspect; Medical education; Curriculum; Alternative medicine; Nursing; Family medicine; Psychology; Pedagogy; Social psychology; Political science; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02921818,0.0004481054,0.0009165787,0.001486004,0.007958211,0.01510787,0.00221607,0.01121756,0.01379041],"category_scores_gemma":[0.2181034,0.0009107478,0.0004708967,0.001335962,0.01334663,0.0198712,0.006363043,0.02283231,0.004962911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01613596,"about_ca_system_score_gemma":0.01955276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01399659,"about_ca_topic_score_gemma":0.02468007,"domain_scores_codex":[0.9571107,0.01601221,0.003137369,0.005244496,0.01386662,0.00462854],"domain_scores_gemma":[0.863788,0.05183427,0.01529511,0.003215294,0.02812556,0.03774186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001915317,0.0001534904,0.02901657,0.001124543,0.00006736221,0.003358416,0.05935425,0.0001323214,0.0003901011,0.04299626,0.6839979,0.1792172],"study_design_scores_gemma":[0.00007788283,0.0001862981,0.01456905,0.009629338,0.00005833561,0.005833222,0.1662765,0.0003263887,0.00043289,0.06516344,0.7372,0.0002466763],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009238029,0.01489369,0.001088392,0.9549611,0.007839263,0.00003480809,0.0001071367,0.00003898883,0.01179863],"genre_scores_gemma":[0.2712658,0.03412374,0.002158481,0.6684238,0.01217569,0.0001648446,0.0002618577,0.0003201691,0.01110558],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02921818,"threshold_uncertainty_score":0.1545224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07560602061947097,"score_gpt":0.3863243207986967,"score_spread":0.3107183001792257,"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."}}