{"id":"W4392304007","doi":"10.1016/j.jacadv.2024.100863","title":"Radiation Exposure, Training, and Safety in Cardiology","year":2024,"lang":"en","type":"article","venue":"JACC Advances","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Boniface Hospital","funders":"","keywords":"Medicine; Subspecialty; Interventional cardiology; Radiation exposure; Specialty; Medical physics; Cardiology; Cardiac imaging; Internal medicine; Intensive care medicine; Radiology; Pathology; Nuclear 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004147327,0.0003117176,0.0004573802,0.001034319,0.001139906,0.001888953,0.0006264222,0.002014776,0.01204154],"category_scores_gemma":[0.0169535,0.0001948536,0.0004982525,0.0008066933,0.0009046062,0.001037474,0.001739708,0.002373792,0.002757322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180891,"about_ca_system_score_gemma":0.003305965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004060701,"about_ca_topic_score_gemma":0.008582559,"domain_scores_codex":[0.994602,0.002394899,0.0004023994,0.0002983264,0.002002659,0.0002997288],"domain_scores_gemma":[0.9894155,0.005017124,0.001513638,0.0003651341,0.002571141,0.001117504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001379859,0.0003246563,0.03181426,0.002562568,0.0001013534,0.0006227699,0.001889066,0.0005156886,0.00126454,0.008733698,0.1866402,0.7653933],"study_design_scores_gemma":[0.00002919031,0.0008919563,0.0974412,0.01061524,0.0001456626,0.00579372,0.002877851,0.000337182,0.001359616,0.0160749,0.8643172,0.00011629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04430737,0.4357349,0.01337177,0.2844569,0.01602002,0.0002830821,0.001177307,0.0004546219,0.2041939],"genre_scores_gemma":[0.3630266,0.484223,0.0173173,0.05997749,0.02182162,0.0004244413,0.0009878547,0.0002274852,0.05199422],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01204154,"threshold_uncertainty_score":0.04028296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503020975548564,"score_gpt":0.3060682428108584,"score_spread":0.2910380330553727,"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."}}