{"id":"W2810123833","doi":"10.1177/0840470418773108","title":"Delivering improved patient and system outcomes for hospitalized older adults through an Acute Care for Elders Strategy","year":2018,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Southlake Regional Health Center; University of Toronto; University Health Network","funders":"","keywords":"Acute care; Medicine; Older people; Acute hospital; Intervention (counseling); Continuum of care; Emergency medicine; Health care; Gerontology; Medical emergency; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0002080452,0.000337446,0.0005341375,0.0001303434,0.001688988,0.00004037726,0.0001870984,0.0002318765,0.0000126807],"category_scores_gemma":[0.00001329319,0.0002976506,0.0001496314,0.0001456627,0.00005589291,0.0002840982,0.0001539334,0.0001552137,0.000007798675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000362119,"about_ca_system_score_gemma":0.0000853798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003428666,"about_ca_topic_score_gemma":0.00299231,"domain_scores_codex":[0.997128,0.0001219054,0.0006919188,0.000701609,0.0002106426,0.001145906],"domain_scores_gemma":[0.9982836,0.0001025925,0.0003230807,0.0005132817,0.0005609276,0.0002165298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00597285,0.0003337912,0.04662079,0.06211653,0.001372518,0.00003043963,0.1770514,0.000004742456,0.00002923055,0.05808623,0.03066782,0.6177136],"study_design_scores_gemma":[0.01652567,0.009938992,0.05015793,0.002668208,0.000686626,0.000004134142,0.8615688,0.001364744,0.00006731653,0.0008811665,0.05486921,0.001267192],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9472473,0.001338505,0.01402669,0.007129229,0.005852669,0.02109994,0.0007012686,0.0006802618,0.001924156],"genre_scores_gemma":[0.9889034,0.0001708863,0.00641204,0.001219623,0.0002511891,0.002425967,0.0002992268,0.00008310778,0.0002345355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6845174,"threshold_uncertainty_score":0.9999475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0222756758881374,"score_gpt":0.36671133028015,"score_spread":0.3444356543920126,"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."}}