{"id":"W2017031711","doi":"10.1016/j.jacr.2014.04.015","title":"Survey of Radiologist Attitudes and Perceptions Regarding the Incorporation of a Departmental Peer Review System","year":2014,"lang":"en","type":"article","venue":"Journal of the American College of Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre; Health Sciences North","funders":"University of Toronto","keywords":"Subspecialty; Peer review; Perception; Malpractice; Medicine; Anxiety; Interpersonal communication; Medical education; Family medicine; Descriptive statistics; Psychology; Nursing; Social psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00375492,0.00008699865,0.0008142139,0.00007969618,0.00007029842,0.000001589206,0.0001876411,0.00004163582,0.000006449784],"category_scores_gemma":[0.002840029,0.00004499229,0.000138585,0.0002684511,0.0009330635,0.00005951243,0.00003295948,0.0001869455,3.151579e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007349889,"about_ca_system_score_gemma":0.000221752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000175879,"about_ca_topic_score_gemma":0.00006640959,"domain_scores_codex":[0.9976097,0.001329287,0.00068241,0.00008987015,0.0001944786,0.00009429631],"domain_scores_gemma":[0.9956188,0.0008853178,0.002572096,0.0002558546,0.000624422,0.00004348136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006013447,0.0001153697,0.9666625,0.0006598449,0.0004292099,0.00000331569,0.0001744487,0.0000517238,0.005726114,0.000876228,0.02380471,0.0008951324],"study_design_scores_gemma":[0.0004930229,0.001341371,0.9902133,0.000575704,0.0003940432,0.00489413,0.001051395,0.0001290755,0.00007849435,0.00001931555,0.000766047,0.00004403666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889483,0.003108102,0.0001781391,0.007055352,0.0002669438,0.000236383,0.0000297808,0.000002147421,0.0001748353],"genre_scores_gemma":[0.9957883,0.002961654,0.0008113365,0.0002358153,0.0001116104,0.000003184231,0.000005258768,0.00000629409,0.00007658154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02355081,"threshold_uncertainty_score":0.3437911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03257156282410928,"score_gpt":0.3370460632140096,"score_spread":0.3044745003899003,"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."}}