{"id":"W2209812716","doi":"10.1016/j.cardfail.2015.12.017","title":"Predictors and Associations With Outcomes of Length of Hospital Stay in Patients With Acute Heart Failure: Results From VERITAS","year":2015,"lang":"en","type":"article","venue":"Journal of Cardiac Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"National Institute for Health and Care Research","keywords":"Medicine; Heart failure; Hazard ratio; Confidence interval; Odds ratio; Internal medicine; Emergency medicine; Hospital readmission; 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":[0.0003489653,0.0001742601,0.0008587008,0.0001936078,0.00001811161,0.00001287506,0.00005737587,0.00008467625,0.000004079844],"category_scores_gemma":[0.0001500143,0.0001077934,0.0001332814,0.0002096222,0.00007118997,0.0002637104,0.00002550547,0.0002037146,8.659329e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001165667,"about_ca_system_score_gemma":0.000183308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001055928,"about_ca_topic_score_gemma":0.00007221026,"domain_scores_codex":[0.9982433,0.00007636545,0.0005626818,0.0001478777,0.0007968287,0.0001730031],"domain_scores_gemma":[0.9984533,0.000124685,0.0004810964,0.0002095727,0.0005379606,0.0001933762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008487038,0.0003824772,0.9751848,0.0000121547,0.002382699,0.00001985126,0.00154746,0.00001090215,0.00001714907,0.00001017032,0.01948671,0.00009693477],"study_design_scores_gemma":[0.01030567,0.004072253,0.9729385,0.0001680019,0.001092199,0.000001880324,0.001018218,0.000001332413,0.0001764802,0.00001038291,0.01011103,0.0001040195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927683,0.00009457302,0.000009103795,0.006168473,0.0001453807,0.0004092669,0.0003242207,0.000007499377,0.00007317665],"genre_scores_gemma":[0.9883452,0.0000219901,0.01141171,0.00002536282,0.00006070679,0.000003423912,0.00007587653,0.0000178025,0.00003794713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01140261,"threshold_uncertainty_score":0.4395686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006890384010008616,"score_gpt":0.2279624332978898,"score_spread":0.2210720492878812,"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."}}