{"id":"W4404426797","doi":"10.1177/08404704241299341","title":"From perpetual pilots to sustainable transformation: Scaling up geriatric care","year":2024,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Frailty in Older Adults","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; Lawson Health Research Institute; Western University","funders":"","keywords":"Population ageing; Health care; Context (archaeology); Scale (ratio); Healthcare system; Gerontology; Nursing; Business; Population; Public relations; Psychology; Medicine; Economic growth; Political science; Environmental health; Geography","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":[0.05216173,0.00123685,0.0008097941,0.001770453,0.01786448,0.01604688,0.005592598,0.006324045,0.008470889],"category_scores_gemma":[0.04670908,0.0006805984,0.00180932,0.001352822,0.02081895,0.02024264,0.04272286,0.01388881,0.00190593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01659352,"about_ca_system_score_gemma":0.1087709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03618025,"about_ca_topic_score_gemma":0.07118578,"domain_scores_codex":[0.9685631,0.01630237,0.001232809,0.001840013,0.005585745,0.006475985],"domain_scores_gemma":[0.9613623,0.006806301,0.001987553,0.004156425,0.006767086,0.01892031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001787326,0.001661084,0.01735668,0.001967352,0.000162022,0.002538301,0.1641592,0.001638196,0.003082827,0.153741,0.1927615,0.4607531],"study_design_scores_gemma":[0.0001605793,0.001726494,0.01605088,0.002772637,0.0000720574,0.0008758461,0.2433216,0.001685662,0.001282556,0.1068571,0.6249796,0.0002150301],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.10284,0.008193693,0.0396236,0.7657923,0.005562337,0.001969502,0.0001255998,0.001229519,0.07466357],"genre_scores_gemma":[0.8040779,0.01040153,0.06951792,0.09204498,0.001540984,0.001620807,0.0002300905,0.0005319901,0.02003375],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05216173,"threshold_uncertainty_score":0.2758608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01504467483153633,"score_gpt":0.3064328755882576,"score_spread":0.2913882007567213,"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."}}