{"id":"W2607422284","doi":"10.23889/ijpds.v1i1.87","title":"Discharge Communication and Patient Involvement are Associated with Unplanned Hospital Readmissions: Results from a Validated Hospital Experience Survey","year":2017,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Confidence interval; Logistic regression; Health care; Odds ratio; Hospital discharge; Odds; Emergency medicine; Telephone survey; Telephone interview; Cohort; Acute care; Medical emergency; Family medicine; Intensive care medicine; Internal medicine","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":[0.001784797,0.0002458924,0.0002974116,0.0008923244,0.0003755062,0.0007217031,0.0005070671,0.0004087509,0.001063658],"category_scores_gemma":[0.008582122,0.000289599,0.0004111277,0.001153416,0.0002942353,0.0004523691,0.0009259008,0.0005985835,0.0002212836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001042009,"about_ca_system_score_gemma":0.001013036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03211483,"about_ca_topic_score_gemma":0.05244538,"domain_scores_codex":[0.9982516,0.0006232345,0.0002638875,0.0001498264,0.0004389526,0.0002723744],"domain_scores_gemma":[0.9922307,0.00162708,0.003539034,0.0003314192,0.001120239,0.001151555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003417355,0.00006927126,0.9988191,0.000005861143,0.0000163656,0.00001334226,0.0001646037,0.0000206172,0.00002177137,0.000002956257,0.00007976442,0.0007522735],"study_design_scores_gemma":[0.000003455617,0.00006859354,0.9994991,0.000003682992,0.000004090175,0.0000193527,0.0002643696,0.00006348102,0.00001153162,0.000001894122,0.00005827491,0.00000212477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992145,0.00003530837,0.00003874088,0.00002970806,0.000002365901,0.00002161577,0.0004329834,0.000002489038,0.0002222881],"genre_scores_gemma":[0.998834,0.00005981437,0.00008165534,0.00002823683,0.000004914233,0.00003036983,0.0008237425,0.000001495882,0.0001358875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03211483,"threshold_uncertainty_score":0.06385583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2101778855365922,"score_gpt":0.4817056255105743,"score_spread":0.2715277399739822,"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."}}