Latent class analysis of the multivariate Delirium Index in long-term care settings. (3rd May 2018)
- Record Type:
- Journal Article
- Title:
- Latent class analysis of the multivariate Delirium Index in long-term care settings. (3rd May 2018)
- Main Title:
- Latent class analysis of the multivariate Delirium Index in long-term care settings
- Authors:
- Ciampi, Antonio
Bai, Chun
Dyachenko, Alina
McCusker, Jane
Cole, Martin G.
Belzile, Eric - Abstract:
- ABSTRACT: Background: A few studies examine the time evolution of delirium in long-term care (LTC) settings. In this work, we analyze the multivariate Delirium Index (DI) time evolution in LTC settings. Methods: The multivariate DI was measured weekly for six months in seven LTC facilities, located in Montreal and Quebec City. Data were analyzed using a hidden Markov chain/latent class model (HMC/LC). Results: The analysis sample included 276 LTC residents. Four ordered latent classes were identified: fairly healthy (low "disorientation" and "memory impairment, " negligible other DI symptoms), moderately ill (low "inattention" and "disorientation, " medium "memory impairment"), clearly sick (low "disorganized thinking" and "altered level of consciousness, " medium "inattention, " "disorientation, " "memory impairment" and "hypoactivity"), and very sick (low "hypoactivity, " medium "altered level of consciousness, " high "inattention, " "disorganized thinking, " "disorientation" and "memory impairment"). Four course types were also identified: stable, improvement, worsening, and non-monotone . Class order was associated with increasing cognitive impairment, frequency of both prevalent/incident delirium and dementia, mortality rate, and decreasing performance in ADL. Conclusion: Four ordered latent classes and four course types were found in LTC residents. These results are similar to those reported previously in acute care (AC); however, the proportion of very sick residentsABSTRACT: Background: A few studies examine the time evolution of delirium in long-term care (LTC) settings. In this work, we analyze the multivariate Delirium Index (DI) time evolution in LTC settings. Methods: The multivariate DI was measured weekly for six months in seven LTC facilities, located in Montreal and Quebec City. Data were analyzed using a hidden Markov chain/latent class model (HMC/LC). Results: The analysis sample included 276 LTC residents. Four ordered latent classes were identified: fairly healthy (low "disorientation" and "memory impairment, " negligible other DI symptoms), moderately ill (low "inattention" and "disorientation, " medium "memory impairment"), clearly sick (low "disorganized thinking" and "altered level of consciousness, " medium "inattention, " "disorientation, " "memory impairment" and "hypoactivity"), and very sick (low "hypoactivity, " medium "altered level of consciousness, " high "inattention, " "disorganized thinking, " "disorientation" and "memory impairment"). Four course types were also identified: stable, improvement, worsening, and non-monotone . Class order was associated with increasing cognitive impairment, frequency of both prevalent/incident delirium and dementia, mortality rate, and decreasing performance in ADL. Conclusion: Four ordered latent classes and four course types were found in LTC residents. These results are similar to those reported previously in acute care (AC); however, the proportion of very sick residents at enrolment was larger in LTC residents than in AC patients. In clinical settings, these findings could help identify participants with a chronic clinical disorder. Our HMC/LC approach may help understand coexistent disorders, e.g. delirium and dementia. … (more)
- Is Part Of:
- International psychogeriatrics. Volume 31:Number 1(2019)
- Journal:
- International psychogeriatrics
- Issue:
- Volume 31:Number 1(2019)
- Issue Display:
- Volume 31, Issue 1 (2019)
- Year:
- 2019
- Volume:
- 31
- Issue:
- 1
- Issue Sort Value:
- 2019-0031-0001-0000
- Page Start:
- 59
- Page End:
- 72
- Publication Date:
- 2018-05-03
- Subjects:
- delirium, -- longitudinal, -- old, -- long-term care, -- Delirium Index, -- hidden Markov model, -- latent class
Geriatric psychiatry -- Periodicals
618.9768905 - Journal URLs:
- http://journals.cambridge.org ↗
http://titles.cambridge.org/journals/journal_catalogue.asp?mnemonic=ipg ↗
http://www.journals.cup.org/owadba/owa/issuesinjournal?jid=IPG ↗
http://firstsearch.oclc.org ↗ - DOI:
- 10.1017/S1041610218000510 ↗
- Languages:
- English
- ISSNs:
- 1041-6102
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD Digital store
- Ingest File:
- 9659.xml