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Patients that showed evidence of moderate to severe depression, defined by a Geriatric Depression Scale score of 9 or above [30], were excluded. This is to avoid including reversible causes of dementia, which may have poorly correlated impacts on cognitive and functional measures. Given that depression is common among patients with dementia [31-33], patients with mild depression were not excluded to avoid overfiltering of the data.
JMIR Aging 2025;8:e65292
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NLP has been instrumental in automatically extracting clinical information in various medical domains, including geriatric care [28-35]. For instance, Kharrazi et al [36] showcased higher rates of geriatric syndrome extraction from unstructured EHR using NLP compared to relying solely on claim data or structured EHR data.
JMIR Aging 2025;8:e65221
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Digital Isolation and Dementia Risk in Older Adults: Longitudinal Cohort Study
geriatricMental Health Issues in Elderly Patients and Geriatric Psychiatry
J Med Internet Res 2025;27:e65379
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Reference 9: Geriatric patient emergency visits part II: perceptions of visits by geriatric and younger Reference 40: A randomized, controlled trial of comprehensive geriatric assessment and multidisciplinarygeriatric
JMIR Aging 2025;8:e55929
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The PDIS was introduced in a phased manner within the geriatric and medicine department in January 2018 [16]. For the staff survey, all physicians and nurses involved in the PDIS implementation were invited to participate in the study. The surveys were conducted at least 6 months after the PDIS implementation, which spanned from August 2018 to June 2019. Paper-based promotion leaflets, invitation letters, and questionnaires were distributed through designated coordinators in each hospital.
JMIR Aging 2025;8:e60506
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