{"id":"W3011374561","doi":"10.1016/s0735-1097(20)32228-2","title":"THE REDUCING UNNECESSARY NON-INVASIVE TESTING (RUNIT) PROTOCOL","year":2020,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; Royal University Hospital","funders":"","keywords":"Medicine; Protocol (science); Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.04201113,0.001296777,0.001516036,0.002055147,0.001844422,0.002355584,0.003182003,0.003267269,0.02484244],"category_scores_gemma":[0.0824503,0.0009790694,0.002466394,0.0008681622,0.001152313,0.001652324,0.003841151,0.006471732,0.0082945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001997675,"about_ca_system_score_gemma":0.01224633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00145499,"about_ca_topic_score_gemma":0.002018208,"domain_scores_codex":[0.9595476,0.02696743,0.004967332,0.002002439,0.005032351,0.00148277],"domain_scores_gemma":[0.9516292,0.02235377,0.006885339,0.007618142,0.008545093,0.002968375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02491401,0.01003733,0.01068339,0.005551044,0.0009468294,0.0006323201,0.001472023,0.004782188,0.007723616,0.026434,0.2136374,0.6931859],"study_design_scores_gemma":[0.04294026,0.03650928,0.1073713,0.01708912,0.004308788,0.001950881,0.001786913,0.03318485,0.02819071,0.04566796,0.6798532,0.001146729],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0510725,0.001957527,0.305376,0.03413223,0.005434771,0.4730136,0.008965693,0.007839063,0.1122086],"genre_scores_gemma":[0.0977645,0.001247215,0.2998013,0.0333503,0.002757787,0.5420352,0.002838644,0.0005832333,0.01962168],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04201113,"threshold_uncertainty_score":0.2221788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1434083991802282,"score_gpt":0.447068067483062,"score_spread":0.3036596683028339,"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."}}