{"id":"W2774462808","doi":"10.1111/jgs.15221","title":"Symptoms Reported by Frail Elderly Adults Independently Predict 30‐Day Hospital Readmission or Emergency Department Care","year":2017,"lang":"en","type":"article","venue":"Journal of the American Geriatrics Society","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mayo Clinic","keywords":"Medicine; Emergency department; Psychological intervention; Depression (economics); Retrospective cohort study; Emergency medicine; Cohort; Charlson comorbidity index; Comorbidity; Anxiety; Physical therapy; Internal medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006356139,0.0003369077,0.0002465319,0.0005959601,0.0002620591,0.0005682249,0.0003256214,0.0004884304,0.001050016],"category_scores_gemma":[0.002709147,0.0001896221,0.0004126437,0.0004407606,0.000200011,0.0003684287,0.0004674646,0.0005412115,0.0001619683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002107659,"about_ca_system_score_gemma":0.0004077569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005149398,"about_ca_topic_score_gemma":0.0103628,"domain_scores_codex":[0.9997248,0.00005170137,0.00004434643,0.00006534014,0.00005879264,0.00005506932],"domain_scores_gemma":[0.9982172,0.0001490763,0.001097233,0.00006339276,0.0001984122,0.0002747172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003793291,0.00002159384,0.999507,0.000004039456,0.00002165022,0.00001088841,0.00001175649,0.00001061668,0.00003824005,0.000001253948,0.00003660933,0.0002984967],"study_design_scores_gemma":[0.000003446972,0.00004513095,0.9997655,0.000003546724,0.00001135915,0.00003914301,0.00003525786,0.00005822443,0.00001361928,0.000002360666,0.00002137315,0.000001068983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993396,0.0001370023,0.00002968674,0.00002637823,0.000004712887,0.000006822605,0.0003159798,0.000002046588,0.0001375592],"genre_scores_gemma":[0.9993858,0.0000557593,0.00004903301,0.0000178777,0.000009856934,0.000006284939,0.000408122,6.763458e-7,0.00006644062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005149398,"threshold_uncertainty_score":0.01023883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009292605553464017,"score_gpt":0.2794931545624453,"score_spread":0.2702005490089813,"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."}}