{"id":"W4290731656","doi":"10.1002/ehf2.14071","title":"Biomarker Prognostication Across Universal Definition of Heart Failure Stages","year":2022,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Cardiac Fibrosis and Remodeling","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; Hunter Family Foundation","keywords":"Heart failure; Medicine; Biomarker; Internal medicine; Intensive care medicine; Cardiology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002611562,0.0004422208,0.0005310489,0.00115343,0.0002958496,0.0008617468,0.0003801627,0.0004006359,0.0005760937],"category_scores_gemma":[0.006770402,0.0001671283,0.0004760734,0.0006952653,0.000427378,0.0006328117,0.001473711,0.0004627639,0.00007324974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003821194,"about_ca_system_score_gemma":0.0002941983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001894917,"about_ca_topic_score_gemma":0.002640025,"domain_scores_codex":[0.9985602,0.0006185545,0.0001728039,0.0002492676,0.0001718414,0.0002271708],"domain_scores_gemma":[0.9964977,0.0009798902,0.001484397,0.0002852775,0.0004026696,0.0003500528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002998957,0.00001752192,0.9916003,0.00002703343,0.000105124,0.00003482902,0.00006931184,0.0003393079,0.0003252004,0.00009914525,0.0001346668,0.006947773],"study_design_scores_gemma":[0.00002107636,0.0002426785,0.9962025,0.00003581608,0.00006171867,0.0002055994,0.0001347091,0.002095913,0.0002642781,0.0004321618,0.0002927426,0.00001074581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972807,0.001147305,0.0007577391,0.0000607704,0.00001440265,0.0000219157,0.0002327935,0.000009976739,0.0004743524],"genre_scores_gemma":[0.9991738,0.00008384232,0.0004034631,0.00002079808,0.00001134423,0.000009584298,0.000258659,0.000001330764,0.00003719601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002611562,"threshold_uncertainty_score":0.01381141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02335711518487358,"score_gpt":0.2805544407231749,"score_spread":0.2571973255383013,"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."}}