{"id":"W4386058558","doi":"10.5582/bst.2023.01211","title":"Alzheimer's disease with frailty: Prevalence, screening, assessment, intervention strategies and challenges","year":2023,"lang":"en","type":"article","venue":"BioScience Trends","topic":"Frailty in Older Adults","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psychological intervention; Gerontology; Disease; Intervention (counseling); Cognition; Cognitive decline; Psychiatry; Dementia; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002553202,0.000165351,0.0001654219,0.0003337455,0.000132098,0.0001130056,0.0001479531,0.00004302822,0.0001161498],"category_scores_gemma":[0.00003417,0.0001233909,0.00005152683,0.0007020051,0.0003938612,0.0005760652,0.00008704001,0.0001161112,0.00001468151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000016374,"about_ca_system_score_gemma":0.00009669197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002630747,"about_ca_topic_score_gemma":0.0000549426,"domain_scores_codex":[0.9985381,0.00003827353,0.0001611374,0.0004789509,0.0004670623,0.0003165063],"domain_scores_gemma":[0.9992467,0.00003872583,0.00007494833,0.0003183754,0.00005298934,0.0002682292],"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":[0.0001910015,0.0003375315,0.07708859,0.0006391748,0.0001345023,0.0002508812,0.0007779782,0.00002300048,0.0007524726,0.005124305,0.001841616,0.9128389],"study_design_scores_gemma":[0.0008988167,0.000634436,0.9911152,0.0004559553,0.0001486737,0.00002260759,0.001317818,0.001681877,0.00008914111,0.0001122395,0.003361637,0.0001616032],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9339007,0.01425845,0.0009637917,0.02914715,0.0004669895,0.0005789081,0.00009946279,0.001245572,0.01933895],"genre_scores_gemma":[0.9943179,0.001548164,0.001080565,0.00005960736,0.00006206108,0.00004185978,0.0000292495,0.00001584078,0.00284473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9140266,"threshold_uncertainty_score":0.5031734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1063809233321995,"score_gpt":0.3669317364560638,"score_spread":0.2605508131238643,"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."}}