{"id":"W4379522562","doi":"10.1007/s00270-023-03458-2","title":"Operator Intracranial Dose Protection During Fluoroscopic-Guided Interventions","year":2023,"lang":"en","type":"article","venue":"CardioVascular and Interventional Radiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Skull; Medicine; Imaging phantom; Nuclear medicine; Reduction (mathematics); Radiation protection; Fluoroscopy; Radiology; Biomedical engineering; Anatomy","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":[0.0005794397,0.0001446288,0.0004093413,0.000312076,0.0001941882,0.00003694553,0.00006822161,0.0001054655,0.0002531591],"category_scores_gemma":[0.0002303821,0.0001365042,0.001191797,0.0002861132,0.0001016219,0.0001758653,0.00007713718,0.0002132553,0.0001483275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007671915,"about_ca_system_score_gemma":0.00003802932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002223898,"about_ca_topic_score_gemma":0.000001509561,"domain_scores_codex":[0.998621,0.0001527496,0.0004025416,0.0003576862,0.0001907715,0.000275187],"domain_scores_gemma":[0.9994667,0.00001698906,0.00004924188,0.0002540064,0.00009391426,0.0001192066],"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":[0.00215226,0.001947886,0.0966045,0.01085456,0.04221864,0.003821921,0.002249722,0.005003747,0.2937991,0.01231135,0.03500104,0.4940352],"study_design_scores_gemma":[0.00776249,0.000681704,0.9593046,0.0007913957,0.0007798693,0.00719223,0.0002320325,0.005419238,0.004919192,0.0004664555,0.01204286,0.0004078916],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905812,0.0039442,0.003080413,0.0006619665,0.0006408673,0.0004785185,0.00001201321,0.0001793306,0.0004215618],"genre_scores_gemma":[0.9974049,0.0003716225,0.0001285653,0.00007377506,0.0005553708,0.000148692,0.0001046483,0.00002294718,0.001189475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8627002,"threshold_uncertainty_score":0.5566478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04528482885276957,"score_gpt":0.31384245577012,"score_spread":0.2685576269173504,"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."}}