{"id":"W2525547419","doi":"10.1016/j.cjca.2016.07.437","title":"A QUALITY IMPROVEMENT PROJECT TO ADDRESS VARIABILITY IN THE RATES OF NORMAL DIAGNOSTIC CORONARY CATHETERIZATIONS AND NON-INVASIVE PRE-CATHETERIZATION CARDIAC DIAGNOSTIC TESTING IN ONTARIO","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Cath lab; Cardiac catheterization; Christian ministry; Quality management; Emergency medicine; Medical emergency; Intensive care medicine; Operations management; Surgery; Cardiology; Myocardial infarction; Conventional PCI","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":[0.005371998,0.0002529313,0.0003160796,0.001173013,0.004021558,0.001999239,0.001997726,0.0007735555,0.001438813],"category_scores_gemma":[0.01796051,0.0005042345,0.0005497712,0.002513607,0.00103345,0.0006418606,0.001910793,0.001041683,0.0001370435],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07025716,"about_ca_system_score_gemma":0.2117712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9830047,"about_ca_topic_score_gemma":0.9879495,"domain_scores_codex":[0.9931764,0.001253875,0.0004253467,0.0004974811,0.003185926,0.001460908],"domain_scores_gemma":[0.9544333,0.003937292,0.006550252,0.001356571,0.01825168,0.01547087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005279669,0.0008339343,0.9189219,0.0002881431,0.0001321075,0.0003425714,0.007852357,0.001177432,0.001871897,0.0007461762,0.0133534,0.05395212],"study_design_scores_gemma":[0.00007252762,0.0002239529,0.9914799,0.00004410936,0.0000269422,0.00004977226,0.002351687,0.001520364,0.0002266909,0.00007168859,0.003912258,0.00002009125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974165,0.0005198832,0.002424983,0.01072757,0.0001244741,0.001189332,0.003278071,0.00018052,0.007390154],"genre_scores_gemma":[0.9869063,0.0003879919,0.005689872,0.001615503,0.00005203686,0.0003637671,0.0009994312,0.0000341212,0.003951018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9297428,"threshold_uncertainty_score":0.5097537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02895867534892679,"score_gpt":0.2855785539418439,"score_spread":0.2566198785929171,"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."}}