{"id":"W2758465619","doi":"10.1016/j.cjca.2017.07.260","title":"VARIATION IN THE RATES OF NORMAL DIAGNOSTIC CORONARY CATHETERIZATIONS AND NON-INVASIVE PRE-CATHETERIZATION CARDIAC DIAGNOSTIC TESTING BY REFERRING PHYSICIAN IN ONTARIO","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Cath lab; Cardiac catheterization; Emergency medicine; Christian ministry; Internal medicine; Conventional PCI; Myocardial infarction","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":[0.001212038,0.0001747847,0.0004496363,0.0008982924,0.001441264,0.001420574,0.001606602,0.0009105813,0.00377211],"category_scores_gemma":[0.01092377,0.000616025,0.0007948735,0.002830944,0.001303494,0.0005395318,0.0009988125,0.00100319,0.0002669201],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03326806,"about_ca_system_score_gemma":0.02197258,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9880306,"about_ca_topic_score_gemma":0.9937384,"domain_scores_codex":[0.9970711,0.0004108984,0.0002574715,0.0004699116,0.0008040635,0.0009864514],"domain_scores_gemma":[0.9839666,0.002922223,0.006051515,0.0005136799,0.00310702,0.003438913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000189717,0.00003783799,0.9891311,0.0000650593,0.0001411098,0.0001986263,0.001898986,0.0006911848,0.0002845863,0.0007925301,0.002990672,0.003578652],"study_design_scores_gemma":[0.000006656398,0.00001197892,0.9984729,0.00001394084,0.00001182051,0.00003397077,0.000602553,0.0003528772,0.00002157323,0.00003476976,0.0004275986,0.00000955721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878874,0.0008877869,0.0002196205,0.002419146,0.00002297935,0.00002812078,0.005277256,0.000028015,0.003229751],"genre_scores_gemma":[0.9973506,0.0002368098,0.0001052872,0.0001478279,0.0000103115,0.000006679792,0.0008234884,0.000006361926,0.001312587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.966732,"threshold_uncertainty_score":0.2413778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04563842104748541,"score_gpt":0.2460647113073509,"score_spread":0.2004262902598655,"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."}}