{"id":"W4280574520","doi":"10.5334/ijic.icic21165","title":"Reducing Avoidable Readmissions in Toronto for Congestive Heart Failure (CHF), Chronic Obstructive Pulmonary Disease (COPD), Community-Acquired Pneumonia (CAP) and Gastrointestinal (GI) Diseases","year":2022,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; COPD; Pulmonary disease; Heart failure; Pneumonia; Intensive care medicine; Medical emergency; 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":[0.0007720341,0.0003132537,0.0005500281,0.000365567,0.0006702949,0.0006088275,0.0006150693,0.0007991631,0.002754717],"category_scores_gemma":[0.006355456,0.0001596503,0.001264282,0.0004085224,0.0001449258,0.0003074205,0.00120849,0.0009486204,0.0001897945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002804933,"about_ca_system_score_gemma":0.004156368,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1742111,"about_ca_topic_score_gemma":0.3198551,"domain_scores_codex":[0.9992003,0.0002749477,0.00008071791,0.00007818227,0.0001426611,0.0002231879],"domain_scores_gemma":[0.9983788,0.0001560398,0.0003638613,0.00003306059,0.0001920025,0.0008763719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007095956,0.002946186,0.7218317,0.00255108,0.002402159,0.000303872,0.002446401,0.001710838,0.0006696718,0.0008270952,0.0401005,0.2171146],"study_design_scores_gemma":[0.0004029798,0.001095553,0.9947188,0.000330635,0.0003996299,0.0000555923,0.0005128426,0.0007991534,0.0000722527,0.0001537826,0.001445828,0.00001291976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806182,0.008801188,0.0001375178,0.004893332,0.0002273571,0.00008732684,0.001757043,0.00003575515,0.003442285],"genre_scores_gemma":[0.9960099,0.001744679,0.0002466418,0.0003628132,0.0001061933,0.00005069395,0.0008670694,0.000003438044,0.0006084988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8257889,"threshold_uncertainty_score":0.3463941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444751046101387,"score_gpt":0.293230035666402,"score_spread":0.2787825252053882,"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."}}