{"id":"W2102711607","doi":"10.14740/cr384w","title":"A Strategy to Reduce Heart Failure Readmissions and Inpatient Costs","year":2015,"lang":"en","type":"article","venue":"Cardiology Research","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Francisco; Gordon and Betty Moore Foundation","keywords":"Medicine; Intervention (counseling); Heart failure; Emergency medicine; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001125445,0.0006476794,0.0004386097,0.001152103,0.0006415983,0.001076322,0.0008110718,0.001942792,0.008754016],"category_scores_gemma":[0.004043541,0.0001212028,0.0007266021,0.0004096245,0.0003550234,0.0007571825,0.00117473,0.001420234,0.000951503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138237,"about_ca_system_score_gemma":0.004880688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002734093,"about_ca_topic_score_gemma":0.004405092,"domain_scores_codex":[0.9991106,0.0004044943,0.00004488975,0.00009155666,0.0002319574,0.0001163556],"domain_scores_gemma":[0.9986072,0.0002914674,0.0002231652,0.00005018353,0.000174682,0.0006532822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001225297,0.03330759,0.02720485,0.002442336,0.001079592,0.0004737285,0.0005486757,0.003210526,0.003436356,0.007704105,0.09743189,0.8219351],"study_design_scores_gemma":[0.02179247,0.0389189,0.5525715,0.01719493,0.003843295,0.002960142,0.006265756,0.02174486,0.008288272,0.03813681,0.2879805,0.0003026279],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4990049,0.02640983,0.02702606,0.3603498,0.007380273,0.003442368,0.001044151,0.001344696,0.07399803],"genre_scores_gemma":[0.896502,0.01083232,0.02742685,0.05017826,0.003219495,0.001877302,0.0004857043,0.00004727346,0.009430897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008754016,"threshold_uncertainty_score":0.02928507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1650972988533222,"score_gpt":0.4393738151136227,"score_spread":0.2742765162603005,"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."}}