{"id":"W4310376777","doi":"10.1007/s10459-022-10181-z","title":"To a fault","year":2022,"lang":"en","type":"letter","venue":"Advances in Health Sciences Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Cognition; Process (computing); Psychology; Analytic reasoning; Cognitive psychology; Epistemology; Cognitive science; Engineering ethics; Computer science; Deductive reasoning; Engineering; Psychiatry; 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":[0.008463067,0.001141647,0.001956877,0.001455788,0.01672696,0.01410492,0.00351527,0.1525139,0.02903205],"category_scores_gemma":[0.06253936,0.001290392,0.002539844,0.0008369727,0.01100069,0.01031571,0.007122963,0.1513045,0.01305743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009731991,"about_ca_system_score_gemma":0.02541718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0228001,"about_ca_topic_score_gemma":0.04447865,"domain_scores_codex":[0.9899407,0.001807728,0.0007248167,0.002086981,0.002840703,0.002598987],"domain_scores_gemma":[0.9730748,0.008681525,0.001032604,0.001076184,0.004475783,0.01165918],"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":[0.00002257392,0.00003427914,0.0003355375,0.00002844829,0.00002059552,0.00101903,0.0002098196,0.00005008253,0.00007777585,0.008529463,0.9848044,0.004868131],"study_design_scores_gemma":[0.00009641551,0.00004904845,0.0006808155,0.0003850418,0.00004103971,0.001040958,0.001442851,0.0003354602,0.0001207566,0.02831624,0.9673983,0.00009306838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001224432,0.0004377537,0.00007752328,0.9785257,0.01764689,0.00000755873,0.000011184,0.00001450673,0.00315642],"genre_scores_gemma":[0.0009063192,0.0001758946,0.00007745009,0.9821828,0.009540218,0.00001435986,0.000005639939,0.00001133543,0.007085922],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1525139,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03483840850970616,"score_gpt":0.4583873754210918,"score_spread":0.4235489669113857,"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."}}