{"id":"W2001947009","doi":"10.1016/j.amjmed.2009.11.018","title":"Non-adherence to Recommendations for Further Testing after Outpatient CT and MRI","year":2010,"lang":"en","type":"article","venue":"The American Journal of Medicine","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; York University; University of Toronto; McMaster University; Institute for Clinical Evaluative Sciences","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Magnetic resonance imaging; Computed tomography; Radiology; Emergency department; Outpatient clinic; Retrospective cohort study; Audit; Cohort; Nuclear medicine; Surgery; Internal medicine; Nursing","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":[0.0006315412,0.00007689782,0.0002599054,0.0001128941,0.00005203567,0.000008368535,0.0000838555,0.000005083081,0.00008753764],"category_scores_gemma":[0.000675933,0.00004178549,0.00003171168,0.0002121302,0.0002028747,0.00005649928,0.00001520139,0.0002498039,0.00000411573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001407239,"about_ca_system_score_gemma":0.00005488697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004621453,"about_ca_topic_score_gemma":0.000004891018,"domain_scores_codex":[0.9993087,0.00002064566,0.0003068002,0.00007743557,0.0001620561,0.0001243285],"domain_scores_gemma":[0.9988797,0.0002973643,0.0003173248,0.0001424992,0.0001932342,0.0001699053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004698882,0.00005322004,0.04625285,0.00001545531,0.00007240978,0.00002007599,0.005308563,0.000005013216,0.01430945,0.00001102423,0.01533778,0.9181443],"study_design_scores_gemma":[0.01327552,0.04053516,0.668581,0.002730523,0.001296082,0.006515565,0.02566149,0.004088318,0.004397376,0.00127612,0.2310235,0.0006193359],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8781579,0.00007153692,0.002573392,0.1184621,0.0002816248,0.0002012067,0.000001623416,0.000004854428,0.0002457685],"genre_scores_gemma":[0.9799308,0.00002919994,0.01101636,0.008157863,0.0007396856,0.00001109216,7.655884e-7,0.00001183415,0.0001024409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9175249,"threshold_uncertainty_score":0.1703963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02847214633418004,"score_gpt":0.3334145627828186,"score_spread":0.3049424164486385,"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."}}