{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00183383,0.00008991137,0.0004485663,0.0001933403,0.00007231352,0.000006260477,0.00006203401,0.0001031739,0.00001172731],"category_scores_gemma":[0.003685558,0.0000685566,0.00005894431,0.0001649917,0.0001041463,0.00007212206,0.000009499713,0.0002696867,4.310458e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005463892,"about_ca_system_score_gemma":0.004257586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1228987,"about_ca_topic_score_gemma":0.3624336,"domain_scores_codex":[0.9981887,0.0007848863,0.000541252,0.0001245403,0.0001023473,0.000258254],"domain_scores_gemma":[0.9972646,0.001872797,0.0001983423,0.000143239,0.0002444306,0.0002766018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003682817,0.00000436974,0.9941658,0.00006997345,0.00001923892,0.00001927756,0.001714212,0.001447688,0.0002434397,0.00008815489,0.00005816861,0.002132858],"study_design_scores_gemma":[0.00054254,0.000395279,0.9948562,0.0001430878,0.00001963195,0.0002633673,0.0001819155,0.00006186358,0.00000907722,0.00007683811,0.003400042,0.00005011452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964238,0.0000961945,0.0008937774,0.0008755364,0.0003724165,0.0003464646,0.00002233521,0.00000122893,0.0009682538],"genre_scores_gemma":[0.9993916,0.00002503169,0.0001117192,0.0001881233,0.000218615,0.00001222729,0.00003243735,0.000006945975,0.00001325813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2395349,"threshold_uncertainty_score":0.882942,"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."}}