{"id":"W4412884986","doi":"10.1002/alz.70546","title":"Multimorbidity in dementia: Current perspectives and future challenges","year":2025,"lang":"en","type":"review","venue":"Alzheimer s & Dementia","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"National Institute on Aging; University of Toronto; Department of Health and Social Care; National Institute for Health and Care Research; National Institutes of Health; Alzheimer's Association","keywords":"Dementia; Multimorbidity; Psychological intervention; Quality of life (healthcare); Disease; Medicine; Gerontology; Cognition; Cognitive decline; Clinical trial; Psychiatry; Comorbidity; Nursing","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":[0.009475549,0.00109987,0.004956144,0.003436841,0.0006843044,0.003239011,0.001893575,0.003406267,0.006235701],"category_scores_gemma":[0.01048157,0.0006250773,0.002464521,0.004181946,0.001883958,0.005854677,0.002331489,0.00515975,0.001235352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00259663,"about_ca_system_score_gemma":0.008063693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005326346,"about_ca_topic_score_gemma":0.01089542,"domain_scores_codex":[0.9979814,0.0008777726,0.0003660996,0.0001743575,0.0004425528,0.0001577868],"domain_scores_gemma":[0.9858626,0.01053651,0.0009040645,0.0002015093,0.001940519,0.0005547206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001627211,0.00006418829,0.0004059213,0.06695819,0.0004601941,0.0001481277,0.0002783865,0.0003200713,0.0001314868,0.01234108,0.04053901,0.8781906],"study_design_scores_gemma":[0.00008772947,0.0002347315,0.003404562,0.1523478,0.001162748,0.001344015,0.001175632,0.0004814793,0.0000992901,0.02564765,0.8139149,0.00009948602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002677061,0.9974759,0.00004079583,0.002091694,0.000217698,0.000001659275,0.000005230263,0.000002751462,0.0001374228],"genre_scores_gemma":[0.0005985543,0.9978923,0.0001424808,0.0008280717,0.0004431026,0.000007989232,0.000009684856,0.000001423205,0.00007638535],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009475549,"threshold_uncertainty_score":0.05011207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09944385356254444,"score_gpt":0.3896475138978681,"score_spread":0.2902036603353236,"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."}}