{"id":"W4390192554","doi":"10.1002/alz.079441","title":"Frailty and mild behavioral impairment: A longitudinal study of pre‐dementia markers","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Dementia; Hazard ratio; Proportional hazards model; Frailty Index; Gerontology; Cognitive impairment; Medicine; Cognition; Longitudinal study; Cognitive decline; Psychology; Psychiatry; Confidence interval; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002612912,0.000301666,0.000372115,0.0006776743,0.0007590533,0.0008404168,0.0004609215,0.0005273409,0.0009830311],"category_scores_gemma":[0.004167435,0.0003249299,0.000541505,0.001289801,0.0002659287,0.0007469068,0.0005812722,0.001282697,0.0002184011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002908247,"about_ca_system_score_gemma":0.0007109701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0112021,"about_ca_topic_score_gemma":0.009522158,"domain_scores_codex":[0.999312,0.0003118194,0.00005591237,0.0001162986,0.00009737026,0.000106699],"domain_scores_gemma":[0.9979442,0.0003374987,0.0006070937,0.000224026,0.0003373838,0.0005498872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001676611,0.00008180911,0.9984139,0.000007303718,0.00009965643,0.00004402026,0.00009832422,0.00003433455,0.00006219479,0.00002645094,0.00008454346,0.0008797054],"study_design_scores_gemma":[0.00001659004,0.0002232275,0.9988631,0.00001247344,0.00007293146,0.0001019016,0.0001065101,0.0002530875,0.0000328232,0.00007641294,0.0002346546,0.000006355262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981226,0.0007311695,0.0002298555,0.000103256,0.00001104001,0.00001636672,0.0005195046,0.000003473449,0.0002625886],"genre_scores_gemma":[0.9990193,0.0002117422,0.0001375734,0.00003828571,0.00001490511,0.00002128032,0.0003972906,0.000001518343,0.0001581217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0112021,"threshold_uncertainty_score":0.02227378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07092357612252441,"score_gpt":0.3440658667712351,"score_spread":0.2731422906487107,"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."}}