{"id":"W4380793958","doi":"10.1161/circ.146.suppl_1.12418","title":"Abstract 12418: Prevalence and Clinical Characteristics of Patients With Decompensated Heart Failure and Clonal Haematopoiesis of Indeterminate Potential","year":2022,"lang":"en","type":"article","venue":"Circulation","topic":"GDF15 and Related Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Internal medicine; Heart failure; Ejection fraction; Cardiology","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":[0.0001750086,0.00006604991,0.0002114796,0.00006149826,0.00005226324,0.000003716485,0.00002197389,0.00006604775,0.00006599551],"category_scores_gemma":[0.00003090036,0.0000550414,0.00003419184,0.00007580195,0.0001182368,0.00004168436,0.00003195113,0.0001256971,2.88589e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001228298,"about_ca_system_score_gemma":0.00003394489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006243068,"about_ca_topic_score_gemma":5.596967e-7,"domain_scores_codex":[0.9992099,0.00004234219,0.0003221184,0.0001440381,0.0002107041,0.00007088111],"domain_scores_gemma":[0.9995123,0.0000394386,0.0002104712,0.00009136571,0.00009631049,0.00005016257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003322663,0.0001321882,0.9961061,0.00025455,0.00006334639,0.000006595313,0.00005385162,0.000004571541,0.001567378,0.000003333428,0.00001187358,0.001463975],"study_design_scores_gemma":[0.001384401,0.0001975667,0.9973961,0.00008650435,0.000156068,0.00003484718,0.00003000455,0.0005483585,0.00007978267,0.0000100249,0.0000203135,0.00005601456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995087,0.00004029703,0.00001232889,0.00008450901,0.00005824875,0.0002392706,0.00003775395,0.000007443106,0.00001148904],"genre_scores_gemma":[0.9996884,0.00001107752,0.000173803,0.00001885228,0.00001053816,0.000002189875,0.00008337237,0.000007306125,0.000004419961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001487595,"threshold_uncertainty_score":0.2244523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008446929454571874,"score_gpt":0.2501153811049314,"score_spread":0.2416684516503595,"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."}}