{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009535334,0.002395492,0.00165564,0.0009951086,0.0002527987,0.001630151,0.001086172,0.001025765,0.00166458],"category_scores_gemma":[0.01975652,0.000419848,0.001232111,0.0005748692,0.0005293796,0.001657381,0.001450658,0.001511543,0.0005743125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003576357,"about_ca_system_score_gemma":0.001012523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00126552,"about_ca_topic_score_gemma":0.001543709,"domain_scores_codex":[0.9970709,0.001801366,0.0001210621,0.0004176403,0.0003393286,0.000249628],"domain_scores_gemma":[0.9903836,0.006329975,0.000880704,0.0008957011,0.0006964105,0.0008135631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002706334,0.0002076212,0.9522568,0.00009500624,0.00190114,0.0001565331,0.00003524727,0.009133285,0.0007289791,0.0001843793,0.00111931,0.03147544],"study_design_scores_gemma":[0.0005232893,0.006651881,0.6831974,0.000212813,0.00539072,0.001557382,0.0002576133,0.2848884,0.003385518,0.009648754,0.004115018,0.0001712695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779017,0.005815378,0.01020309,0.002217425,0.0003809503,0.00008574771,0.00162866,0.0002582154,0.001508885],"genre_scores_gemma":[0.9955558,0.0004092247,0.002335648,0.0002104916,0.0002607419,0.00002257154,0.0009249113,0.00001849896,0.0002620447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009535334,"threshold_uncertainty_score":0.05042821,"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."}}