{"id":"W4387338337","doi":"10.1016/j.cjca.2023.06.120","title":"IMPACT OF CORONARY ARTERY CALCIUM SCORING ON DOWNSTREAM CARDIAC TESTING AND OUTCOMES","year":2023,"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; Risk stratification; Cardiology; Coronary artery calcium; Coronary artery disease; Internal medicine; Downstream (manufacturing); Artery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00431672,0.0006473107,0.0008691301,0.000636324,0.0005757561,0.001998586,0.0009496016,0.001273784,0.005286115],"category_scores_gemma":[0.02081061,0.0003001289,0.002200541,0.0007946671,0.0006226253,0.001293414,0.001166436,0.002644348,0.0008488092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009267605,"about_ca_system_score_gemma":0.001945017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00830355,"about_ca_topic_score_gemma":0.01582413,"domain_scores_codex":[0.9961932,0.001376534,0.0003097702,0.000603262,0.0008674121,0.0006499786],"domain_scores_gemma":[0.9861377,0.00736946,0.00181976,0.0009100012,0.001617199,0.002145851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001690335,0.0002819007,0.9681526,0.0000507286,0.0005624518,0.0003133471,0.00006319547,0.000346977,0.0003009306,0.0002565959,0.00159558,0.0263852],"study_design_scores_gemma":[0.00008218959,0.0007861017,0.9938959,0.0000829857,0.0007945711,0.000543263,0.0002036683,0.001479643,0.0001699341,0.0007364392,0.001197421,0.00002793018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971508,0.005314955,0.0006804623,0.005781258,0.0004602764,0.00004101483,0.001051822,0.00003821869,0.01512396],"genre_scores_gemma":[0.9957853,0.0007648428,0.000391096,0.0006938947,0.0006222274,0.00001009789,0.0006809175,0.00001915011,0.001032451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00830355,"threshold_uncertainty_score":0.02282923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03829843592728582,"score_gpt":0.3070166818541659,"score_spread":0.2687182459268801,"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."}}