{"id":"W4376642939","doi":"10.1002/ejhf.2887","title":"Incremental Prognostic Value of Biomarkers in PARADIGM-HF","year":2023,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"GDF15 and Related Biomarkers","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"Novartis Pharma; British Heart Foundation","keywords":"Medicine; Cystatin C; Heart failure; Internal medicine; Clinical endpoint; GDF15; Biomarker; Creatinine; Renal function; Natriuretic peptide; Cardiology; Oncology; Clinical trial","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001467503,0.0001247229,0.0003185336,0.0004870114,0.000031192,0.000009659107,0.0001145046,0.00004329264,0.0000655888],"category_scores_gemma":[0.000184593,0.00009200088,0.0001846632,0.0006653783,0.00009798241,0.00007173614,0.00004339117,0.0003410921,0.0001247055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003641806,"about_ca_system_score_gemma":0.0001020926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005687998,"about_ca_topic_score_gemma":0.00000143208,"domain_scores_codex":[0.9982874,0.0003442298,0.0006477002,0.0001212877,0.0003582408,0.0002411056],"domain_scores_gemma":[0.9993397,0.00007695452,0.0002097966,0.0001403271,0.00006467846,0.0001685398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001474101,0.0004936231,0.5565181,0.0003682845,0.001152988,0.008722952,0.001092411,0.0001147021,0.1716325,0.00007338736,0.2538759,0.004481076],"study_design_scores_gemma":[0.005093908,0.001697286,0.9236946,0.00169889,0.000181293,0.002470394,0.001080158,0.0001653375,0.004935315,0.0000311207,0.05877516,0.0001765263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863148,0.0004255546,0.000006858606,0.0116897,0.0002339116,0.0001840083,0.000002997614,0.00002291119,0.001119308],"genre_scores_gemma":[0.9976912,0.0000510397,0.00190692,0.0001352695,0.0001063099,3.64577e-7,0.000005686692,0.00003015292,0.0000730362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3671765,"threshold_uncertainty_score":0.3751687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129070329873038,"score_gpt":0.2507425377246766,"score_spread":0.2378355047373728,"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."}}