{"id":"W2890442886","doi":"10.1111/ajag.12580","title":"Diagnosis of dementia in residential aged care settings in Australia: An opportunity for improvements in quality of care?","year":2018,"lang":"en","type":"article","venue":"Australasian Journal on Ageing","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council","keywords":"Dementia; Aged care; Medicine; Gerontology; Cognition; Cognitive impairment; Population; Montreal Cognitive Assessment; Scale (ratio); Quality of life (healthcare); Psychiatry; Disease; Environmental health; Nursing; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002796497,0.0001493079,0.0004159477,0.0006085957,0.001350775,0.001182526,0.0009179002,0.0008687377,0.001700095],"category_scores_gemma":[0.01845622,0.0002651924,0.0002541658,0.001208489,0.001137598,0.001625255,0.002046385,0.001015358,0.0001594129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001969111,"about_ca_system_score_gemma":0.004014072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08167434,"about_ca_topic_score_gemma":0.1285572,"domain_scores_codex":[0.9965891,0.00171472,0.0003635331,0.0002356656,0.0005851974,0.0005118109],"domain_scores_gemma":[0.9910261,0.001352877,0.004377629,0.0001863889,0.001536593,0.001520274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008180599,0.0001724624,0.9535094,0.0004240477,0.00005679639,0.0008554974,0.005849571,0.00009327484,0.0002127476,0.0002294925,0.001714923,0.03679995],"study_design_scores_gemma":[0.000008302256,0.0001143983,0.9926523,0.0002355545,0.00001417574,0.0004844959,0.005477054,0.0001241257,0.00002211293,0.0001492,0.0007107895,0.000007411934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803993,0.003477718,0.0002673699,0.01344677,0.0000806685,0.00003599656,0.0001485564,0.00000842042,0.002135277],"genre_scores_gemma":[0.9977394,0.0009549088,0.0003884196,0.0006420321,0.00005453288,0.00002177218,0.00005960484,9.6625e-7,0.0001383622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08167434,"threshold_uncertainty_score":0.1623979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06369714753220097,"score_gpt":0.406412844717087,"score_spread":0.342715697184886,"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."}}