{"id":"W4403344981","doi":"10.1186/s12877-024-05414-2","title":"What contributes to a decline in cognitive performance among home care clients? Analysis of interRAI data from across Canada","year":2024,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Wilfrid Laurier University","funders":"","keywords":"Medicine; Gerontology; Rehabilitation; Cognitive decline; Cognitive impairment; Cognition; Dementia; Physical therapy; Psychiatry; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.0004527431,0.0001562177,0.0004804003,0.000373873,0.00004091064,0.0001525247,0.0002978625,0.00006614162,0.0002075305],"category_scores_gemma":[0.0004293693,0.0001382443,0.00008696557,0.002669647,0.00005836747,0.00034387,0.000641334,0.0002032004,0.00001116376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002321553,"about_ca_system_score_gemma":0.0006448663,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1504436,"about_ca_topic_score_gemma":0.8069853,"domain_scores_codex":[0.9980219,0.00006165831,0.0004467463,0.0005131038,0.0005631545,0.0003934644],"domain_scores_gemma":[0.9986029,0.0003744861,0.00005945878,0.0004026392,0.0004032325,0.000157245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000374942,0.00007889267,0.9872279,0.0002594843,0.0006649834,0.00005582077,0.001005962,0.00001654303,0.0000527771,7.975891e-7,0.0004944687,0.00976747],"study_design_scores_gemma":[0.001300975,0.0001497974,0.9778765,0.0006131374,0.001215727,6.480182e-7,0.008664327,0.008320001,0.000747047,0.000003195396,0.0009756989,0.0001329326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915566,0.00426322,0.0008954775,0.0001555514,0.0004662861,0.0005482981,0.002037549,0.00001814939,0.00005881204],"genre_scores_gemma":[0.9954918,0.0006139989,0.00006704895,0.0002553282,0.0000734311,0.00003745684,0.003239529,0.0000155229,0.0002058693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6565416,"threshold_uncertainty_score":0.8552136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0372584160431139,"score_gpt":0.3624768889291146,"score_spread":0.3252184728860007,"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."}}