{"id":"W2039630921","doi":"10.1111/acem.12034","title":"Assessing Diagnostic Reasoning: A Consensus Statement Summarizing Theory, Practice, and Future Needs","year":2012,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of British Columbia; McMaster University","funders":"","keywords":"Medicine; Engineering ethics; Management 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005089098,0.0003803462,0.0006944622,0.0002350349,0.0001997035,0.000003743652,0.0001285559,0.0003921858,0.001119618],"category_scores_gemma":[0.2088038,0.000281428,0.00009097624,0.0006185818,0.0003168517,0.0003171297,0.0001143946,0.001330946,0.0000498392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000915437,"about_ca_system_score_gemma":0.0001359774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001008939,"about_ca_topic_score_gemma":9.920442e-7,"domain_scores_codex":[0.9962345,0.000370384,0.001430165,0.0004005647,0.0007211533,0.000843282],"domain_scores_gemma":[0.9733074,0.02430735,0.0006203678,0.0004377315,0.0002616308,0.001065505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003271191,0.0003591125,0.8510596,0.0001769634,0.0003727482,0.00007886548,0.005997693,0.000001069556,0.0008789498,0.02264605,0.08526073,0.03284116],"study_design_scores_gemma":[0.006262986,0.001154413,0.4647547,0.007865545,0.004056012,0.001161231,0.04603799,0.0001327192,0.0002132504,0.002367423,0.4650419,0.0009518857],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8280737,0.09828158,0.0004184408,0.04004658,0.004971472,0.000768702,0.000006715214,0.000219747,0.02721305],"genre_scores_gemma":[0.9319969,0.05503882,0.001285104,0.002661518,0.007742832,0.00005226508,0.00006960616,0.00006707873,0.001085839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3863049,"threshold_uncertainty_score":0.9999638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05366425804864475,"score_gpt":0.4191965756890384,"score_spread":0.3655323176403936,"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."}}