{"id":"W2606569983","doi":"10.1161/circulationaha.117.027681","title":"High-Sensitive Cardiac Troponin for Prediction of Clinical Heart Failure","year":2017,"lang":"en","type":"letter","venue":"Circulation","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Radiological weapon; Heart failure; Troponin T; Troponin; Cardiology; Clinical cardiology; Incidence (geometry); Internal medicine; Surgery; Myocardial infarction","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":[0.002366235,0.0009758333,0.0007881867,0.001447238,0.0002053847,0.0007731454,0.0006702611,0.0008856147,0.002939533],"category_scores_gemma":[0.003756561,0.0001990891,0.0004075825,0.0008245449,0.0001881188,0.0004354873,0.000344599,0.0009290804,0.001682457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003334545,"about_ca_system_score_gemma":0.0003894824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001176299,"about_ca_topic_score_gemma":0.00218864,"domain_scores_codex":[0.9988258,0.0004827475,0.0001170286,0.0001857942,0.0003237146,0.0000647481],"domain_scores_gemma":[0.9986085,0.0005040349,0.0002652862,0.00006557795,0.0003868441,0.0001697464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003494669,0.0006346458,0.5824819,0.0009717866,0.0005278622,0.0008445783,0.0001036717,0.001887193,0.01523561,0.001522107,0.02598267,0.3663134],"study_design_scores_gemma":[0.0007088463,0.004028917,0.8650593,0.001540111,0.0007633739,0.007455986,0.0002136033,0.05186676,0.0137117,0.005935709,0.04851967,0.0001960332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5920047,0.2573862,0.07553607,0.004379736,0.005885816,0.002367145,0.01124449,0.001479736,0.04971619],"genre_scores_gemma":[0.9156147,0.02228997,0.04385625,0.001891508,0.002216239,0.0009729276,0.004917383,0.00005819389,0.008182694],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.002939533,"threshold_uncertainty_score":0.012514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04944485661473131,"score_gpt":0.3311842758916355,"score_spread":0.2817394192769042,"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."}}