{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001187874,0.00004889246,0.000133443,0.00009819467,0.00001744571,0.00001189701,0.00001504229,0.00002621965,0.00002345151],"category_scores_gemma":[0.00005999954,0.00004116462,0.0000197072,0.0001176381,0.00002386639,0.000219209,0.000004934125,0.00008120823,0.000009451153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002583859,"about_ca_system_score_gemma":0.00003360497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004361927,"about_ca_topic_score_gemma":0.000003662642,"domain_scores_codex":[0.9995825,0.00001818566,0.000118735,0.0001358616,0.00005188249,0.00009279735],"domain_scores_gemma":[0.9998316,0.00006658642,0.00001314671,0.00005251887,0.000005816241,0.00003031695],"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":[0.00002009079,0.000003647919,0.06360017,0.00004239042,0.00001468855,0.00005087119,0.001051435,0.0000957256,0.0002445155,0.000556942,0.0003408597,0.9339787],"study_design_scores_gemma":[0.0008217138,0.0001106434,0.321179,0.0001066887,0.00002332596,0.0001227156,0.0007534767,0.002476098,0.0003051672,0.001355578,0.6726483,0.00009739029],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7918001,0.1550712,0.002534367,0.004960271,0.0009953653,0.0003536528,0.000008479658,0.0001778022,0.04409879],"genre_scores_gemma":[0.9942576,0.00454131,0.000276587,0.0002516528,0.0002810107,0.000008882877,0.00001088428,0.000006560524,0.0003655361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9338813,"threshold_uncertainty_score":0.1678645,"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."}}