{"id":"W4405058930","doi":"10.2196/55929","title":"Revisits, Readmission, and Mortality From Emergency Department Admissions for Older Adults With Vague Presentations: Longitudinal Observational Study","year":2024,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; Georgia Clinical and Translational Science Alliance; National Center for Advancing Translational Sciences; University of Wisconsin-Madison","keywords":"Medicine; Emergency department; Observational study; Confounding; Emergency medicine; Hospital admission; Pneumonia; Community-acquired pneumonia; Pediatrics; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003969253,0.0003694718,0.0005731597,0.000908998,0.0006761398,0.000994983,0.0007513422,0.0007845542,0.000889601],"category_scores_gemma":[0.01240444,0.0005164539,0.001348193,0.001396843,0.0003520957,0.0009353394,0.001077546,0.001819776,0.0001731773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007651454,"about_ca_system_score_gemma":0.00108265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01198498,"about_ca_topic_score_gemma":0.0157698,"domain_scores_codex":[0.9976313,0.0009591564,0.000361699,0.0004749481,0.0003069903,0.0002659424],"domain_scores_gemma":[0.9887372,0.001888899,0.006700084,0.0009179448,0.0008502309,0.0009056347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001342221,0.00009788239,0.9990172,0.0000140129,0.0001420499,0.00002465653,0.00007469323,0.0000278258,0.00002479267,0.00001491118,0.00009289705,0.0003348496],"study_design_scores_gemma":[0.00003950607,0.0003546794,0.9982022,0.00004008093,0.0001385926,0.0001406532,0.0003922176,0.0004310138,0.00003155348,0.00004397611,0.0001748834,0.00001056279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985034,0.000288943,0.0001534263,0.00008715664,0.000008976182,0.00002476948,0.0008110481,0.000002827645,0.0001194322],"genre_scores_gemma":[0.9983847,0.0001680876,0.0002087928,0.00009178421,0.00001947035,0.000043924,0.00100625,0.00000161483,0.00007529284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01198498,"threshold_uncertainty_score":0.02383041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07916899888444484,"score_gpt":0.4034178405447189,"score_spread":0.3242488416602741,"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."}}