{"id":"W4389398906","doi":"10.1016/j.jchf.2023.09.030","title":"Standardized Definitions for Evaluation of Acute Decompensated Heart Failure Therapies","year":2023,"lang":"en","type":"review","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surgical Specialties (Canada)","funders":"U.S. Food and Drug Administration; Hedge Funds Care","keywords":"Medicine; Acute decompensated heart failure; Generalizability theory; Food and drug administration; Heart failure; Clinical trial; Government (linguistics); Intensive care medicine; Collaboratory; Health care; Medical emergency; Cardiology; Internal medicine; Political science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002059059,0.0007932291,0.003572917,0.0007669299,0.000251002,0.000076883,0.0001860591,0.0006435811,0.0007385158],"category_scores_gemma":[0.0002739226,0.0006124299,0.001813536,0.001022693,0.0001130703,0.000141803,0.0001051443,0.0004588777,0.0004863785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004121171,"about_ca_system_score_gemma":0.001506434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003374722,"about_ca_topic_score_gemma":0.0001633354,"domain_scores_codex":[0.9953938,0.0005213816,0.001313703,0.0008240953,0.001260718,0.0006863227],"domain_scores_gemma":[0.9967687,0.0005929122,0.0003907465,0.001011917,0.0009719298,0.0002638297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001598383,0.0004312204,0.00004995803,0.02031882,0.009171539,0.00001729556,0.0002328137,0.000002158219,0.00005133101,0.001259724,0.8858321,0.0824732],"study_design_scores_gemma":[0.004301715,0.000456228,0.00003104574,0.009104406,0.01776889,0.0000702554,0.0001570747,0.00002114704,0.00002961022,0.000448374,0.9671603,0.0004509584],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002103843,0.949436,0.0002290306,0.02727811,0.0005610029,0.01928008,0.002076743,0.0007124903,0.0002161356],"genre_scores_gemma":[0.00009043256,0.9289982,0.05833844,0.0003091343,0.0005153888,0.004707404,0.00565281,0.0003360668,0.001052072],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08202224,"threshold_uncertainty_score":0.9996327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1395499616081206,"score_gpt":0.4106446923737485,"score_spread":0.271094730765628,"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."}}