{"id":"W4416207478","doi":"10.1302/1358-992x.2025.13.028","title":"QUANTIFICATION OF RADIATION EXPOSURE IN CANADIAN ORTHOPAEDIC SURGERY RESIDENTS","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Orthopedic surgery; Radiation exposure; Linear regression; Institutional review board; Population; Cohort study; Regression analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001013539,0.0001493255,0.0003493431,0.001725105,0.0000750966,0.00003161559,0.00009709312,0.0001375467,0.00006837369],"category_scores_gemma":[0.001301728,0.0001568314,0.0001444996,0.001582211,0.00006149866,0.0003561568,0.00001602047,0.000218923,0.00001512123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002836275,"about_ca_system_score_gemma":0.001297657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02660809,"about_ca_topic_score_gemma":0.006985463,"domain_scores_codex":[0.9982867,0.00001639756,0.0006572663,0.0003257741,0.0003303589,0.0003834853],"domain_scores_gemma":[0.9991365,0.00007874563,0.0002051506,0.0001592068,0.0002017621,0.0002186531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005553733,0.00004377534,0.9388033,0.0002637324,0.00002588237,0.000009072864,0.0002246657,0.000001716404,0.001657548,0.0008458574,0.007295243,0.05077371],"study_design_scores_gemma":[0.0008233396,0.00002973352,0.9830733,0.0005940809,0.00005546914,0.00001350048,0.0002110363,0.000590167,0.005290138,0.0001263268,0.009074746,0.0001181822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823741,0.001406225,0.00005332735,0.003946413,0.0003336961,0.000428676,0.000005217878,0.00005560066,0.01139671],"genre_scores_gemma":[0.9974817,0.0004587414,0.00005981807,0.0007298461,0.0001050924,0.00004037312,0.00006273593,0.00001814095,0.001043573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05065553,"threshold_uncertainty_score":0.9798738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01415161139810925,"score_gpt":0.2689078363903462,"score_spread":0.254756224992237,"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."}}