{"id":"W2791742880","doi":"10.1097/ccm.0000000000003002","title":"The Utility of ICU Readmission as a Quality Indicator and the Effect of Selection*","year":2018,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Intensive care; Emergency medicine; Intensive care unit; Psychological intervention; Selection bias; Cohort study; Retrospective cohort study; Intensive care medicine; Cohort; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06232065,0.0007265945,0.0007629698,0.002612709,0.0005277394,0.001511429,0.001101154,0.001047442,0.001313756],"category_scores_gemma":[0.1706645,0.0002987324,0.001861896,0.002613403,0.002059612,0.001584351,0.001955162,0.001283061,0.0002566487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001278295,"about_ca_system_score_gemma":0.0009622432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002152612,"about_ca_topic_score_gemma":0.002109801,"domain_scores_codex":[0.9046465,0.07782523,0.006211468,0.002917549,0.007050488,0.001348712],"domain_scores_gemma":[0.6347279,0.2213493,0.1207745,0.01269068,0.006782602,0.003675049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003459771,0.00003892915,0.9952322,0.00003998699,0.0003131596,0.00001822359,0.00006739415,0.0005345806,0.00003372059,0.0001042759,0.0001003364,0.003171233],"study_design_scores_gemma":[0.00003120812,0.0007656352,0.9934943,0.00005466582,0.0001228671,0.0001263448,0.00009561103,0.004567925,0.0002342297,0.0003304795,0.0001593427,0.00001736467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902666,0.001234962,0.005600811,0.0006716693,0.00005795485,0.0001372357,0.000662691,0.00002632125,0.001341597],"genre_scores_gemma":[0.9983147,0.00008748748,0.001105131,0.00009352341,0.00004635577,0.00005396361,0.0001941906,0.000005789133,0.0000988364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06232065,"threshold_uncertainty_score":0.329587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01988139362360516,"score_gpt":0.3837285247666968,"score_spread":0.3638471311430917,"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."}}