{"id":"W968088381","doi":"10.1016/j.jcct.2015.07.006","title":"Utilization of cardiac computed tomography angiography and outpatient invasive coronary angiography in Ontario, Canada","year":2015,"lang":"en","type":"article","venue":"Journal of cardiovascular computed tomography","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Ottawa; Health Sciences Centre; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Coronary angiography; Radiology; Computed tomography angiography; Angiography; Computed tomography; Computed tomographic angiography; Cardiology; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001009108,0.0004355678,0.001827622,0.003076765,0.0000602933,0.00004215278,0.0002144352,0.0001919651,0.000005138701],"category_scores_gemma":[0.0001105906,0.0004176322,0.005311872,0.003315362,0.0002599969,0.0002095659,0.0001117026,0.000597499,3.78222e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001988044,"about_ca_system_score_gemma":0.00152428,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2840959,"about_ca_topic_score_gemma":0.0682967,"domain_scores_codex":[0.9959959,0.0003770728,0.001154063,0.0004161934,0.001600264,0.0004564472],"domain_scores_gemma":[0.9962204,0.0002738179,0.0005370764,0.0006189483,0.001691302,0.000658465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003306313,0.0002913334,0.9743016,0.0001362247,0.009904928,0.0004071275,0.0006177532,0.004245015,0.00001239482,0.00001751161,0.005987369,0.003748063],"study_design_scores_gemma":[0.004565616,0.0007711503,0.9793319,0.0006749373,0.003063167,0.0004762361,0.0004701063,0.0000778672,0.0002826325,0.00009664075,0.009812243,0.0003775572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8316914,0.1635557,0.001712349,0.0000798414,0.001588213,0.0006653899,0.00004996677,0.00003124831,0.000625795],"genre_scores_gemma":[0.9957963,0.0004444567,0.003301665,0.0001560666,0.0001624554,0.000007445636,0.00008523767,0.00004412356,0.000002249177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2157993,"threshold_uncertainty_score":0.9998276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01842882984363988,"score_gpt":0.2155037687957549,"score_spread":0.197074938952115,"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."}}