{"id":"W2612176626","doi":"10.1016/j.jchf.2017.03.012","title":"Associations Between Short or Long Length of Stay and 30-Day Readmission and Mortality in Hospitalized Patients With Heart Failure","year":2017,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Sunnybrook Health Science Centre; Toronto General Hospital; University Health Network; University of Toronto; Health Sciences Centre; Institute for Clinical Evaluative Sciences","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Hazard ratio; Heart failure; Confidence interval; Internal medicine; Mortality rate; Cohort study; Population; Continuous variable; Cardiology; Emergency medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005545336,0.0002874585,0.0008242162,0.0001487287,0.000281325,0.00008814733,0.00008731872,0.0002036601,0.0001172958],"category_scores_gemma":[0.0002817966,0.00019952,0.00006878479,0.0001237625,0.0001441986,0.000374358,0.0001408435,0.0002524198,0.00000663734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008643665,"about_ca_system_score_gemma":0.0001100659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004913051,"about_ca_topic_score_gemma":0.001366638,"domain_scores_codex":[0.998085,0.0001094958,0.0004511423,0.0004784096,0.0004928865,0.000383018],"domain_scores_gemma":[0.9986281,0.0001040948,0.0001518132,0.0006537319,0.0001478076,0.0003143944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005962558,0.0002369293,0.9900685,0.00008988976,0.0001778293,0.00001395114,0.0002367178,2.174646e-7,0.00004447572,0.00001811021,0.008270506,0.000783237],"study_design_scores_gemma":[0.00328101,0.0006189949,0.9734282,0.0002880211,0.0002731357,0.000001575205,0.00009697486,0.0000080788,0.0002080802,0.00002253769,0.02156316,0.0002102213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841819,0.00003141027,0.00002051709,0.01409554,0.00003510811,0.001383729,0.00008820926,0.00004574972,0.0001178359],"genre_scores_gemma":[0.9947693,0.00001940849,0.004442002,0.0001126039,0.00007739613,0.00003562369,0.0001696325,0.00003288588,0.0003411074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0166403,"threshold_uncertainty_score":0.8136187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353663119995123,"score_gpt":0.3076636522786867,"score_spread":0.2841270210787354,"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."}}