{"id":"W4415231425","doi":"10.1111/ggi.70205","title":"Back‐ <scp>UPUG</scp> : Risk Factors at Emergency Admission for Early Unplanned Readmissions in Older Adults Following Short‐Stay Geriatric Hospitalization After Emergency Care","year":2025,"lang":"en","type":"article","venue":"Geriatrics and gerontology international/Geriatrics & gerontology international","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Hospital admission; Emergency department; Risk assessment; MEDLINE; Geriatrics","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":[0.0004769801,0.0002965262,0.0002850118,0.0005212335,0.0002905858,0.0005282218,0.0002247776,0.0004244415,0.001463225],"category_scores_gemma":[0.002145782,0.0001711208,0.0003548113,0.0004985197,0.0001540324,0.0003429966,0.0003402357,0.000531326,0.0001748357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00017867,"about_ca_system_score_gemma":0.0002502473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002677301,"about_ca_topic_score_gemma":0.003532529,"domain_scores_codex":[0.9997552,0.00006501225,0.00003452202,0.00003315975,0.00004974647,0.00006238195],"domain_scores_gemma":[0.9986077,0.0001904303,0.0007616647,0.00003899368,0.0000905461,0.0003106626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004512573,0.0000253429,0.9993495,0.00000561396,0.00001174955,0.00005175901,0.00001924177,0.000007664627,0.00002490542,0.000002334687,0.0000413813,0.0004154373],"study_design_scores_gemma":[0.000003693722,0.00007353515,0.9993889,0.000007650206,0.00001008546,0.0002764447,0.0000950219,0.00008833977,0.00001388027,0.000007045341,0.00003366422,0.000001666977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995659,0.0001639134,0.00002101605,0.00003556551,0.000004641495,0.000003723373,0.00008623667,0.000001502368,0.0001175319],"genre_scores_gemma":[0.9997057,0.00006764203,0.00003627848,0.00002121783,0.00001058437,0.000002980399,0.0001132047,5.775084e-7,0.00004182953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002677301,"threshold_uncertainty_score":0.00532347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01257812298417229,"score_gpt":0.2988420258847393,"score_spread":0.2862639029005671,"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."}}