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Expected length of stay in residential aged care facilities in Australia: Assessing the impact of dementia using machine learning.

作者信息

Fracalossi Alexander, Zhang Jinhui, Lee Evelyn, Shi Yanlin

机构信息

Department of Actuarial Studies and Business Analytics, Macquarie Business School, Macquarie University, New South Wales, Australia.

Leeder Centre for Health Policy, Economics & Data (The Leeder Centre), University of Sydney, New South Wales, Australia.

出版信息

PLoS One. 2025 May 16;20(5):e0321612. doi: 10.1371/journal.pone.0321612. eCollection 2025.


DOI:10.1371/journal.pone.0321612
PMID:40378119
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12083792/
Abstract
摘要
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/6c436bf17a30/pone.0321612.g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/b0f60726913d/pone.0321612.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/907e6e15cf96/pone.0321612.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/18303508b3c6/pone.0321612.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/4acebe66d336/pone.0321612.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/bdc88d01ad98/pone.0321612.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/a8e358877a28/pone.0321612.g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/ad984c225aca/pone.0321612.g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/0883e592a020/pone.0321612.g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/c2daf4606e38/pone.0321612.g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/6c436bf17a30/pone.0321612.g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/b0f60726913d/pone.0321612.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/907e6e15cf96/pone.0321612.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/18303508b3c6/pone.0321612.g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/4acebe66d336/pone.0321612.g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/bdc88d01ad98/pone.0321612.g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/a8e358877a28/pone.0321612.g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/ad984c225aca/pone.0321612.g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/0883e592a020/pone.0321612.g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/c2daf4606e38/pone.0321612.g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/81e9/12083792/6c436bf17a30/pone.0321612.g010.jpg

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[1]
Expected length of stay in residential aged care facilities in Australia: Assessing the impact of dementia using machine learning.

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[2]
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[4]
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[6]
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[7]
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[8]
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[10]
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本文引用的文献

[1]
: Variation in direct healthcare costs to the health system by residents living in long-term care facilities: a Registry of Senior Australians study.

Aust Health Rev. 2024-10

[2]
Factors Impacting Retention of Aged Care Workers: A Systematic Review.

Healthcare (Basel). 2023-11-21

[3]
A Preliminary Exploration of the Impact of Aged Care Reforms on the Governance of Two Australian Residential Care Facilities.

Gerontol Geriatr Med. 2023-5-23

[4]
Stop Explaining Black Box Machine Learning Models for High Stakes Decisions and Use Interpretable Models Instead.

Nat Mach Intell. 2019-5

[5]
Application of machine learning in predicting hospital readmissions: a scoping review of the literature.

BMC Med Res Methodol. 2021-5-6

[6]
The new dynamics of residential aged care in Australia: continuity and change.

Aust Health Rev. 2021-5

[7]
Will the COVID-19 pandemic affect population ageing in Australia?

J Popul Res (Canberra). 2022

[8]
Application of deep learning in detecting neurological disorders from magnetic resonance images: a survey on the detection of Alzheimer's disease, Parkinson's disease and schizophrenia.

Brain Inform. 2020-10-9

[9]
Measuring dementia incidence within a cohort of 267,153 older Australians using routinely collected linked administrative data.

Sci Rep. 2020-5-29

[10]
Use of electronic medical records in development and validation of risk prediction models of hospital readmission: systematic review.

BMJ. 2020-4-8

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