{"id":"W2596888650","doi":"10.1007/s10140-017-1493-7","title":"Practices and attitudes towards radiation risk disclosure for computed tomography: survey of emergency medicine residency program directors","year":2017,"lang":"en","type":"article","venue":"Emergency Radiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"University of Pittsburgh","keywords":"Medicine; Family medicine; Malignancy; Life expectancy; Computed tomography; Emergency medicine; Internal medicine; Radiology; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.001542513,0.0002376902,0.0006569529,0.0002406397,0.000434673,0.000009320741,0.0002510702,0.0001507314,0.0003618424],"category_scores_gemma":[0.006726888,0.0001905519,0.0001356046,0.0002390788,0.0002359732,0.0003272933,0.00005297964,0.0001963638,0.000001943301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002031379,"about_ca_system_score_gemma":0.0001112865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00522668,"about_ca_topic_score_gemma":0.0009277654,"domain_scores_codex":[0.997828,0.0003222341,0.0008113653,0.0004746677,0.0002094306,0.0003542758],"domain_scores_gemma":[0.9968967,0.0001982835,0.001844846,0.0006104456,0.0002879224,0.0001618155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001664576,0.0001495305,0.9431726,0.000174248,0.000390198,0.000001807847,0.0003813198,0.000003262132,0.00081335,0.0001022689,0.01393694,0.04070805],"study_design_scores_gemma":[0.001233268,0.001064491,0.9919977,0.00004725269,0.0003115593,0.00001175868,0.00003936171,0.0008366163,0.000296393,0.0003006563,0.003680703,0.0001802566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800097,0.01182527,0.0002970467,0.002467621,0.002778926,0.001206669,0.00007110216,0.00008653846,0.00125717],"genre_scores_gemma":[0.9868564,0.01094603,0.0008695981,0.0000154043,0.000646527,0.0000996102,0.0002465958,0.00002959536,0.0002902472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04882512,"threshold_uncertainty_score":0.8053199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08425463464266819,"score_gpt":0.4244412342413261,"score_spread":0.3401865995986579,"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."}}