{"id":"W4200523837","doi":"10.1016/j.jamda.2021.11.020","title":"Nursing Home Resident Admission Characteristics and Potentially Preventable Emergency Department Transfers","year":2021,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Bruyère; Ottawa Hospital; University of Ottawa; University of Alberta; Trillium Health Centre; McMaster University; Impact; Institute for Clinical Evaluative Sciences","funders":"Ministry of Health -Singapore; Physicians' Services Incorporated Foundation; Institute for Clinical Evaluative Sciences; Ontario Ministry of Health and Long-Term Care; McMaster University","keywords":"Medicine; Emergency department; Minimum Data Set; Cohort; Emergency medicine; Polypharmacy; Logistic regression; Ambulatory; Population; Retrospective cohort study; Dementia; Pediatrics; Nursing homes; Internal medicine; Disease; Environmental health; Psychiatry; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006192233,0.0002936376,0.0003600966,0.001141051,0.0006988628,0.0009865396,0.0004318602,0.0009143972,0.01099912],"category_scores_gemma":[0.005792094,0.0002695018,0.0007514564,0.001307896,0.0002588056,0.001099828,0.0006678025,0.001130879,0.000887435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004689461,"about_ca_system_score_gemma":0.0009453284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005734668,"about_ca_topic_score_gemma":0.009226437,"domain_scores_codex":[0.9994299,0.00009900192,0.00008639022,0.00009142638,0.00009501592,0.000198177],"domain_scores_gemma":[0.9962429,0.0008975925,0.001554836,0.0001160062,0.0002996789,0.0008890447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008029097,0.00007766772,0.9985964,0.000005352453,0.00002374798,0.0000500863,0.00004887098,0.00002953731,0.00003976405,0.00001958582,0.0002574091,0.0007712414],"study_design_scores_gemma":[0.000004132747,0.00006242259,0.9990259,0.000008462557,0.0000143157,0.0001630284,0.0004017191,0.0001293595,0.00002027361,0.00003154635,0.0001344041,0.000004338035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975913,0.0001534295,0.00004763034,0.0001743364,0.00002494979,0.000005416228,0.0005209509,0.000004539515,0.001477441],"genre_scores_gemma":[0.9984508,0.00008867692,0.00004548765,0.00006856839,0.00004562133,0.000007920175,0.0005163639,0.000003958488,0.0007726554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01099912,"threshold_uncertainty_score":0.03679568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352523748546358,"score_gpt":0.3542948145989652,"score_spread":0.3407695771135016,"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."}}