{"id":"W2890213943","doi":"10.1515/dx-2018-0033","title":"Improving diagnosis by improving education: a policy brief on education in healthcare professions","year":2018,"lang":"en","type":"article","venue":"Diagnosis","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Health care; Process (computing); Quality (philosophy); Medical education; Medicine; Knowledge base; Patient safety; Psychology; Nursing; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1417079,0.002330781,0.002387388,0.01006646,0.008567407,0.01498037,0.006250455,0.04893134,0.01210469],"category_scores_gemma":[0.2063007,0.00249765,0.005375754,0.005582435,0.005565083,0.02335826,0.01300363,0.03140319,0.003219065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03160048,"about_ca_system_score_gemma":0.1615391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01918336,"about_ca_topic_score_gemma":0.0301492,"domain_scores_codex":[0.893652,0.05384593,0.0171097,0.003388832,0.02092862,0.01107491],"domain_scores_gemma":[0.6127934,0.2757247,0.01743124,0.004608403,0.05506106,0.03438124],"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":[0.0005080986,0.003432331,0.00419757,0.02118563,0.0001939844,0.001700713,0.008226282,0.005981937,0.002558485,0.1059413,0.5570236,0.2890502],"study_design_scores_gemma":[0.001081252,0.002021926,0.006061958,0.038107,0.0003785253,0.0005756309,0.01068248,0.004566018,0.002634531,0.03851562,0.8948969,0.0004781509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002067564,0.00611808,0.004805434,0.9724888,0.006782238,0.002385242,0.0002223083,0.0002362864,0.00489406],"genre_scores_gemma":[0.04824209,0.03463652,0.1301354,0.7519932,0.008166035,0.01139757,0.0007775749,0.0001520143,0.01449962],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1417079,"threshold_uncertainty_score":0.7494317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02067805195528188,"score_gpt":0.3925428343913404,"score_spread":0.3718647824360585,"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."}}