{"id":"W3099963356","doi":"10.2106/jbjs.19.01053","title":"Orthopaedic Surgeon Brain Radiation During Fluoroscopy","year":2020,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cadaveric spasm; Fluoroscopy; Dosimeter; Nuclear medicine; Cadaver; Radiography; Radiation exposure; Confidence interval; Orthopedic surgery; Lead apron; Radiation dose; Surgery; Dosimetry; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007393016,0.00008797969,0.0005430984,0.000295397,0.00005497971,0.0000289808,0.00000773243,0.00003915032,0.0001084619],"category_scores_gemma":[0.0009843385,0.00007426574,0.0002636571,0.0001853335,0.00002128291,0.0003029744,0.00001109301,0.0002077484,0.000008111425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002535796,"about_ca_system_score_gemma":0.0001420566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004179306,"about_ca_topic_score_gemma":1.761777e-7,"domain_scores_codex":[0.9986971,0.00004864964,0.000757263,0.00009526419,0.0002598142,0.0001419326],"domain_scores_gemma":[0.9989637,0.0001612748,0.0004695052,0.00005949057,0.00007068917,0.0002753855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007000146,0.0000996912,0.7001151,0.0006010065,0.0001825061,0.001401573,0.001046447,0.00002387692,0.1488869,0.00001358428,0.0694682,0.07746104],"study_design_scores_gemma":[0.001562417,0.0001578171,0.9511758,0.0004952723,0.00009638506,0.001411592,0.0001895089,0.0004630757,0.02631495,0.00002392192,0.01795819,0.0001510889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699796,0.002896498,0.0001530271,0.02656051,0.0002199724,0.00005060156,0.000001066205,0.00001510515,0.0001236409],"genre_scores_gemma":[0.9947143,0.001615382,0.0001072266,0.002644615,0.0008161128,5.408788e-7,0.000003595929,0.00001362134,0.00008457788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2510606,"threshold_uncertainty_score":0.3028469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02329193364613094,"score_gpt":0.2445752455261924,"score_spread":0.2212833118800615,"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."}}