{"id":"W2039044599","doi":"10.1016/j.jamda.2011.11.004","title":"Quality-of-Care Processes in Geriatric Assessment Units: Principles, Practice, and Outcomes","year":2012,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Frailty in Older Adults","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre Hospitalier de l’Université de Montréal; Institut Universitaire de Gériatrie de Montréal; Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Geriatric care; Audit; Emergency medicine; MEDLINE; Retrospective cohort study; Autonomy; Geriatrics; Family medicine; Nursing; Internal medicine; Psychiatry","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":[0.05133644,0.0006148727,0.0009625531,0.003695493,0.00276235,0.008505435,0.002789162,0.002395345,0.0008684054],"category_scores_gemma":[0.09211578,0.0004916937,0.001216799,0.003449486,0.003688924,0.004662765,0.004218904,0.003482752,0.000222115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009045817,"about_ca_system_score_gemma":0.02443574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009488087,"about_ca_topic_score_gemma":0.01231004,"domain_scores_codex":[0.952837,0.02381273,0.006006883,0.001297887,0.01426306,0.001782399],"domain_scores_gemma":[0.9293547,0.0271481,0.01456879,0.002915988,0.01976381,0.006248535],"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":[0.0002865283,0.00188075,0.3153777,0.003078293,0.0003475788,0.0002259031,0.01223151,0.006081257,0.0006242098,0.06107644,0.02129206,0.5774977],"study_design_scores_gemma":[0.0006510441,0.004714684,0.5688965,0.02483771,0.001021291,0.002631615,0.03651417,0.04232415,0.006584685,0.168515,0.1427176,0.0005915716],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3241359,0.1181336,0.2219004,0.2670236,0.002354677,0.004569528,0.0007323941,0.0009838231,0.06016608],"genre_scores_gemma":[0.8726593,0.01506937,0.1053484,0.003816728,0.0005480095,0.00137414,0.0002549691,0.00006245011,0.0008665913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05133644,"threshold_uncertainty_score":0.2714963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02504659130213056,"score_gpt":0.3719752063403618,"score_spread":0.3469286150382312,"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."}}