{"id":"W2152496920","doi":"10.1007/s10459-006-9054-y","title":"The role of biomedical knowledge in diagnosis of difficult clinical cases","year":2007,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":162,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; McMaster University; University of Toronto","funders":"","keywords":"Terminology; MEDLINE; Medicine; Clinical diagnosis; Intensive care medicine","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":[0.02330536,0.000579441,0.0006507988,0.005907755,0.001204025,0.004764117,0.002722163,0.002766667,0.003326156],"category_scores_gemma":[0.1727934,0.0005748363,0.0008123685,0.001407304,0.004428268,0.008376357,0.00297176,0.003302074,0.0003861864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00215539,"about_ca_system_score_gemma":0.004518664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005350824,"about_ca_topic_score_gemma":0.005219509,"domain_scores_codex":[0.9863372,0.009447292,0.0008670826,0.0006380985,0.00221968,0.0004905707],"domain_scores_gemma":[0.73336,0.2495648,0.00619374,0.003308041,0.005625172,0.00194814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006906834,0.0007270969,0.2011331,0.002154286,0.0003605821,0.006308924,0.007562703,0.00614124,0.001299913,0.05473169,0.00949533,0.7093945],"study_design_scores_gemma":[0.0003185515,0.0007050234,0.2012219,0.006165105,0.0008460971,0.02715124,0.01068471,0.08162239,0.005621947,0.6230828,0.04225221,0.0003281066],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.523872,0.1298462,0.09090322,0.1623497,0.001371976,0.000304205,0.0004344345,0.0002600314,0.09065826],"genre_scores_gemma":[0.9597195,0.01272112,0.0247163,0.001526759,0.0006412652,0.00004263353,0.00008465843,0.00001896552,0.0005287775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02330536,"threshold_uncertainty_score":0.123252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03628295317185566,"score_gpt":0.4963313852204744,"score_spread":0.4600484320486188,"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."}}