{"id":"W1970489357","doi":"10.1016/j.cjca.2014.07.079","title":"VARIABILITY IN THE RATES OF NORMAL DIAGNOSTIC CORONARY CATHETERIZATIONS AND NON-INVASIVE PRE-CATHETERIZATION FUNCTIONAL TESTING AT ADVANCED CARDIAC CENTRES IN ONTARIO","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Cath lab; Cardiac catheterization; Coronary artery disease; Disease registry; Emergency medicine; Diagnosis code; Internal medicine; Cardiology; Disease; Conventional PCI; Myocardial infarction; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001328406,0.0001545876,0.0003204874,0.0008289401,0.001252129,0.001320676,0.001312525,0.0005625584,0.001474222],"category_scores_gemma":[0.009844249,0.000403118,0.000388275,0.001730247,0.001099704,0.0004554147,0.0009688428,0.000627189,0.000145554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01863275,"about_ca_system_score_gemma":0.01407286,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9640692,"about_ca_topic_score_gemma":0.981794,"domain_scores_codex":[0.9971455,0.0003695941,0.0002481126,0.0005236652,0.0009424909,0.0007707131],"domain_scores_gemma":[0.9886529,0.002391478,0.003098176,0.0004431871,0.003262719,0.002151467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007187606,0.00001376601,0.9938452,0.00002209314,0.00002917989,0.00007168384,0.002221303,0.0001501749,0.000219138,0.000139664,0.0005848469,0.002631067],"study_design_scores_gemma":[0.000001575662,0.00000766481,0.9990152,0.00000588296,0.000003025955,0.00001895663,0.0005690015,0.0001473423,0.00001970941,0.00001024984,0.0001966002,0.000004703886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995667,0.0002714252,0.0002095686,0.0006167799,0.00001090645,0.00001635427,0.001340351,0.0000152747,0.001852332],"genre_scores_gemma":[0.9990301,0.00007859609,0.0000920936,0.00006471701,0.00000483708,0.000004509381,0.0002665256,0.000003941961,0.000454734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03593081,"threshold_uncertainty_score":0.1351907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02419960440878709,"score_gpt":0.2551426175594859,"score_spread":0.2309430131506988,"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."}}