{"id":"W2981490757","doi":"10.1093/eurheartj/ehz746.0947","title":"P6351A point-of-care risk score predicts 30-day readmission in patients hospitalized with heart failure (HF): derivation and validation of the LENT index","year":2019,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Emergency department; Heart failure; Internal medicine; Emergency medicine; Proportional hazards model; Framingham Risk Score; Natriuretic peptide; Cardiology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00842474,0.0008462077,0.001093597,0.0005700687,0.0004768848,0.001033229,0.000855009,0.000699053,0.001103274],"category_scores_gemma":[0.01750587,0.0002082886,0.001420601,0.0005622882,0.0006478874,0.0005907307,0.0007756748,0.0007677429,0.0001839478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001892187,"about_ca_system_score_gemma":0.002757062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02630423,"about_ca_topic_score_gemma":0.02271253,"domain_scores_codex":[0.9970431,0.001389498,0.0002007137,0.0005403967,0.0006724782,0.0001537505],"domain_scores_gemma":[0.9928797,0.002960997,0.001409861,0.0006609728,0.001173134,0.0009152973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02278463,0.0009078694,0.938633,0.000177398,0.001951996,0.00005113488,0.0000986849,0.005060371,0.0005347158,0.0002126469,0.0007264781,0.0288611],"study_design_scores_gemma":[0.003369013,0.008702266,0.9343362,0.0000894853,0.00168591,0.0001072185,0.0001300437,0.04973204,0.0006352916,0.0004730022,0.0006788542,0.00006050896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996331,0.000478414,0.00121936,0.0001106711,0.00002719508,0.0003197735,0.0006677882,0.0000195311,0.0008261382],"genre_scores_gemma":[0.9979159,0.00007970378,0.001092899,0.00002820442,0.00001358862,0.0001090738,0.0006397835,0.000003288359,0.0001175835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02630423,"threshold_uncertainty_score":0.05230224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01063374671288764,"score_gpt":0.2349061019761818,"score_spread":0.2242723552632942,"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."}}