{"id":"W4382791294","doi":"10.5114/ms.2023.129035","title":"Coagulation abnormalities as predictors of renal dysfunction in heart failure with reduced ejection fraction","year":2023,"lang":"en","type":"article","venue":"Medical Studies","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ejection fraction; Heart failure; Internal medicine; Medicine; Cardiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000445461,0.0001139216,0.0003094808,0.0002372098,0.00007167147,0.000004590026,0.00002061132,0.00008442801,0.0001469564],"category_scores_gemma":[0.0003449494,0.00007846869,0.00004323885,0.0005154057,0.0001129227,0.0001065822,0.00002990429,0.0001402434,0.00005723491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001346471,"about_ca_system_score_gemma":0.00006073589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002190011,"about_ca_topic_score_gemma":0.0003495851,"domain_scores_codex":[0.9986299,0.00005886429,0.0002723509,0.0001857725,0.0006722936,0.0001808802],"domain_scores_gemma":[0.9995638,0.000104372,0.00005839891,0.000105969,0.00009129942,0.00007617359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001305416,0.0004722814,0.8115237,0.0006645368,0.001217572,0.0001534661,0.002552322,0.0001742186,0.001814351,0.0004017411,0.1728672,0.006853166],"study_design_scores_gemma":[0.006115455,0.002637164,0.8362917,0.001423402,0.0004094826,0.00005597698,0.01553102,0.0006663068,0.004762713,0.0002762377,0.1315844,0.0002462036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808649,0.0001096598,0.00009311212,0.01751752,0.0002451413,0.0004174252,9.864598e-7,0.0001550083,0.0005962196],"genre_scores_gemma":[0.9979194,0.0002446244,0.0001578532,0.000129768,0.0002162481,0.00009421633,0.00005098797,0.00001057086,0.001176336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04128284,"threshold_uncertainty_score":0.319986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02484760964674685,"score_gpt":0.3006022612933855,"score_spread":0.2757546516466386,"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."}}