Research graph
References from Explainable AI for Digital Health: Predicting Depression Risk in Older Adults Living Alone Using Machine Learning. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
External reference
Unresolved reference
External reference
Living alone over the life course: Cross-national variations on an emerging issue
10.1111/padr.12311 · 2020 · External reference
Unresolved reference
External reference
10.1186/s12877-024-05237-1
10.1186/s12877-024-05237-1 · External reference
10.3389/fpsyg.2021.755220
10.3389/fpsyg.2021.755220 · External reference
10.1371/journal.pone.0327763
10.1371/journal.pone.0327763 · External reference
Depression in Elderly People
10.3390/encyclopedia3020048 · 2023 · External reference
Risk factors for depression among older adults living alone in Shanghai, China
10.1111/psyg.12882 · 2022 · External reference
A machine-learning-derived online prediction model for depression risk in COPD patients: A retrospective cohort study from CHARLS
10.1016/j.jad.2025.02.063 · 2025 · External reference
10.3390/ijerph18147625
10.3390/ijerph18147625 · External reference
Predicting depression in old age: Combining life course data with machine learning
10.1016/j.ehb.2023.101331 · 2024 · External reference
Interpreting black-box models: A review on explainable artificial intelligence
10.1007/s12559-023-10179-8 · 2024 · External reference
Explainable AI: From black box to glass box
10.1007/s11747-019-00710-5 · 2020 · External reference
Explainability, transparency and black box challenges of AI in radiology: Impact on patient care in cardiovascular radiology
10.1186/s43055-024-01356-2 · 2024 · External reference
Towards trustworthy myopia detection: Integration methodology of deep learning approach, XAI visualization, and user interface system
10.58496/adsa/2023/001 · 2023 · External reference
10.3390/app11115088
10.3390/app11115088 · External reference
Clinically significant depressive symptoms among community-living older people ≥ 70 years: Prevalence and associations. The HUNT study, Norway
10.1016/j.jad.2025.120445 · 2025 · External reference
The Trajectory of Depressive Symptoms Across Years of Community Care Utilization Among Older Adults: A 14-Year Follow-up Study Using the ‘Korean Welfare Panel Survey’
10.3961/jpmph.23.022 · 2023 · External reference
Social participation, health-related behavior, and depression of older adults living alone in Korea
10.1111/aswp.12193 · 2020 · External reference
The relationship between perceived loneliness and depression in the elderly and influencing factors
10.1111/ppc.12572 · 2021 · External reference
High Prevalence of depression diagnosis among medical aid beneficiaries: A Korean health insurance database study
10.1177/1010539517745807 · 2017 · External reference
10.3390/healthcare12050551
10.3390/healthcare12050551 · External reference
10.3390/ijerph191912974
10.3390/ijerph191912974 · External reference
Do all savings matter equally? Saving types and emotional well-being among older adults: Evidence from panel data
10.1007/s10834-023-09891-2 · 2024 · External reference
10.3389/fpubh.2024.1387550
10.3389/fpubh.2024.1387550 · External reference
Longitudinal association between perceived stress and depression among community-dwelling older adults: Findings from the Irish Longitudinal Study on Ageing
10.1016/j.jad.2021.12.041 · 2022 · External reference
Associations between self-rated health and depressive symptoms among older adults: Does age matter?
10.1016/j.socscimed.2021.114024 · 2021 · External reference
10.1186/s12877-024-05479-z
10.1186/s12877-024-05479-z · External reference
Association between pain intensity and depressive symptoms in community-dwelling adults: Longitudinal findings from the Survey of Health, Ageing and Retirement in Europe (SHARE)
10.1007/s41999-023-00835-5 · 2023 · External reference
Physical activity dose and depression in a cohort of older adults in the Irish longitudinal study on ageing
10.1001/jamanetworkopen.2023.22489 · 2023 · External reference
10.3389/fnagi.2020.00009
10.3389/fnagi.2020.00009 · External reference
10.1186/s12903-023-03722-4
10.1186/s12903-023-03722-4 · External reference
10.1186/s12889-025-22516-7
10.1186/s12889-025-22516-7 · External reference
A Study on Factors Influencing Life Satisfaction of Elderly Women Living Alone—Focused on Parent-child Relationship, Subjective Cass Consciousness, Depression
2022 · External reference
Unresolved reference
External reference
10.3389/ijph.2023.1605403
10.3389/ijph.2023.1605403 · External reference
Screening for depression in well older adults: Evaluation of a short form of the CES-D (Center for Epidemiologic Studies Depression Scale)
10.1016/s0749-3797(18)30622-6 · 1994 · External reference
10.3389/fpsyt.2022.820777
10.3389/fpsyt.2022.820777 · External reference
10.1186/s12911-025-02903-1
10.1186/s12911-025-02903-1 · External reference
MissForest--non-parametric missing value imputation for mixed-type data
10.1093/bioinformatics/btr597 · 2012 · External reference
Feature selection in machine learning: A new perspective
10.1016/j.neucom.2017.11.077 · 2018 · External reference
Collinearity: A review of methods to deal with it and a simulation study evaluating their performance
10.1111/j.1600-0587.2012.07348.x · 2013 · External reference
10.1109/icaca.2016.7887916
10.1109/icaca.2016.7887916 · External reference
SMOTE: Synthetic minority over-sampling technique
10.1613/jair.953 · 2002 · External reference
10.1002/9781118548387
10.1002/9781118548387 · External reference
Logistic regression: A brief primer
10.1111/j.1553-2712.2011.01185.x · 2011 · External reference
Unresolved reference
External reference
Naïve Bayes
2010 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Support-vector networks
10.1023/a:1022627411411 · 1995 · External reference
10.1145/2939672.2939785
10.1145/2939672.2939785 · External reference
LightGBM: A highly efficient gradient boosting decision tree
2017 · External reference
From local explanations to global understanding with explainable AI for trees
10.1038/s42256-019-0138-9 · 2020 · External reference
Oral health-related quality of life is associated with the prevalence and development of depressive symptoms in older Japanese individuals: The Ohasama Study
10.1111/ger.12557 · 2022 · External reference
10.3389/fpubh.2023.1072115
10.3389/fpubh.2023.1072115 · External reference
Factors Affecting Oral Health-Related Quality of Life in Community-Dwelling Older Adults Living Alone: An Analysis of Data from the Ninth Korean Longitudinal Study of Aging
10.7739/jkafn.2024.31.4.524 · 2024 · External reference
Association between oral health-related quality of life and structural determinants of health among elderly populations. A systematic review and meta-analysis
10.1186/s12939-025-02557-5 · 2025 · External reference
Life Satisfaction and Depression in the Oldest Old: A Longitudinal Study
10.1177/0091415019843448 · 2020 · External reference
10.3390/healthcare9111515
10.3390/healthcare9111515 · External reference
Factors Related to Subjective Health Status in Community-Dwelling Older Adults Living Alone on Low Income
2022 · External reference
10.1186/s12888-024-06299-6
10.1186/s12888-024-06299-6 · External reference
Social Participation and Depressive Symptoms Among Older Adults
10.1001/jamanetworkopen.2025.30523 · 2025 · External reference
Social contact and inequalities in depressive symptoms and loneliness among older adults: A mediation analysis of the English Longitudinal Study of Ageing
10.1016/j.ssmph.2021.100726 · 2021 · External reference
Associations between living alone, depression, and falls among community-dwelling older adults in the US
10.1016/j.pmedr.2020.101273 · 2020 · External reference
Social Isolation Changes and Long-Term Outcomes Among Older Adults
10.1001/jamanetworkopen.2024.24519 · 2024 · External reference
Physical activity dose and depression in a cohort of older adults in the Irish longitudinal study on ageing
10.1001/jamanetworkopen.2023.22489 · ExternalCitation · doi-reference
Social Isolation Changes and Long-Term Outcomes Among Older Adults
10.1001/jamanetworkopen.2024.24519 · ExternalCitation · doi-reference
Social Participation and Depressive Symptoms Among Older Adults
10.1001/jamanetworkopen.2025.30523 · ExternalCitation · doi-reference
10.1002/9781118548387
10.1002/9781118548387 · ExternalCitation · doi-reference
Do all savings matter equally? Saving types and emotional well-being among older adults: Evidence from panel data
10.1007/s10834-023-09891-2 · ExternalCitation · doi-reference
Explainable AI: From black box to glass box
10.1007/s11747-019-00710-5 · ExternalCitation · doi-reference
Interpreting black-box models: A review on explainable artificial intelligence
10.1007/s12559-023-10179-8 · ExternalCitation · doi-reference
Association between pain intensity and depressive symptoms in community-dwelling adults: Longitudinal findings from the Survey of Health, Ageing and Retirement in Europe (SHARE)
10.1007/s41999-023-00835-5 · ExternalCitation · doi-reference
Predicting depression in old age: Combining life course data with machine learning
10.1016/j.ehb.2023.101331 · ExternalCitation · doi-reference
Longitudinal association between perceived stress and depression among community-dwelling older adults: Findings from the Irish Longitudinal Study on Ageing
10.1016/j.jad.2021.12.041 · ExternalCitation · doi-reference
A machine-learning-derived online prediction model for depression risk in COPD patients: A retrospective cohort study from CHARLS
10.1016/j.jad.2025.02.063 · ExternalCitation · doi-reference
Clinically significant depressive symptoms among community-living older people ≥ 70 years: Prevalence and associations. The HUNT study, Norway
10.1016/j.jad.2025.120445 · ExternalCitation · doi-reference
Feature selection in machine learning: A new perspective
10.1016/j.neucom.2017.11.077 · ExternalCitation · doi-reference
Associations between living alone, depression, and falls among community-dwelling older adults in the US
10.1016/j.pmedr.2020.101273 · ExternalCitation · doi-reference
Associations between self-rated health and depressive symptoms among older adults: Does age matter?
10.1016/j.socscimed.2021.114024 · ExternalCitation · doi-reference
Social contact and inequalities in depressive symptoms and loneliness among older adults: A mediation analysis of the English Longitudinal Study of Ageing
10.1016/j.ssmph.2021.100726 · ExternalCitation · doi-reference
Screening for depression in well older adults: Evaluation of a short form of the CES-D (Center for Epidemiologic Studies Depression Scale)
10.1016/s0749-3797(18)30622-6 · ExternalCitation · doi-reference
Random forests
10.1023/a:1010933404324 · ExternalCitation · doi-reference
Support-vector networks
10.1023/a:1022627411411 · ExternalCitation · doi-reference
From local explanations to global understanding with explainable AI for trees
10.1038/s42256-019-0138-9 · ExternalCitation · doi-reference
MissForest--non-parametric missing value imputation for mixed-type data
10.1093/bioinformatics/btr597 · ExternalCitation · doi-reference
10.1109/icaca.2016.7887916
10.1109/icaca.2016.7887916 · ExternalCitation · doi-reference
Social participation, health-related behavior, and depression of older adults living alone in Korea
10.1111/aswp.12193 · ExternalCitation · doi-reference
Oral health-related quality of life is associated with the prevalence and development of depressive symptoms in older Japanese individuals: The Ohasama Study
10.1111/ger.12557 · ExternalCitation · doi-reference
Logistic regression: A brief primer
10.1111/j.1553-2712.2011.01185.x · ExternalCitation · doi-reference
Collinearity: A review of methods to deal with it and a simulation study evaluating their performance
10.1111/j.1600-0587.2012.07348.x · ExternalCitation · doi-reference
Living alone over the life course: Cross-national variations on an emerging issue
10.1111/padr.12311 · ExternalCitation · doi-reference
The relationship between perceived loneliness and depression in the elderly and influencing factors
10.1111/ppc.12572 · ExternalCitation · doi-reference
Risk factors for depression among older adults living alone in Shanghai, China
10.1111/psyg.12882 · ExternalCitation · doi-reference
10.1145/2939672.2939785
10.1145/2939672.2939785 · ExternalCitation · doi-reference
Life Satisfaction and Depression in the Oldest Old: A Longitudinal Study
10.1177/0091415019843448 · ExternalCitation · doi-reference
High Prevalence of depression diagnosis among medical aid beneficiaries: A Korean health insurance database study
10.1177/1010539517745807 · ExternalCitation · doi-reference
10.1186/s12877-024-05237-1
10.1186/s12877-024-05237-1 · ExternalCitation · doi-reference
10.1186/s12877-024-05479-z
10.1186/s12877-024-05479-z · ExternalCitation · doi-reference
10.1186/s12888-024-06299-6
10.1186/s12888-024-06299-6 · ExternalCitation · doi-reference
10.1186/s12889-025-22516-7
10.1186/s12889-025-22516-7 · ExternalCitation · doi-reference
10.1186/s12903-023-03722-4
10.1186/s12903-023-03722-4 · ExternalCitation · doi-reference
10.1186/s12911-025-02903-1
10.1186/s12911-025-02903-1 · ExternalCitation · doi-reference
Association between oral health-related quality of life and structural determinants of health among elderly populations. A systematic review and meta-analysis
10.1186/s12939-025-02557-5 · ExternalCitation · doi-reference
Explainability, transparency and black box challenges of AI in radiology: Impact on patient care in cardiovascular radiology
10.1186/s43055-024-01356-2 · ExternalCitation · doi-reference
10.1371/journal.pone.0327763
10.1371/journal.pone.0327763 · ExternalCitation · doi-reference
SMOTE: Synthetic minority over-sampling technique
10.1613/jair.953 · ExternalCitation · doi-reference
10.3389/fnagi.2020.00009
10.3389/fnagi.2020.00009 · ExternalCitation · doi-reference
10.3389/fpsyg.2021.755220
10.3389/fpsyg.2021.755220 · ExternalCitation · doi-reference
10.3389/fpsyt.2022.820777
10.3389/fpsyt.2022.820777 · ExternalCitation · doi-reference
10.3389/fpubh.2023.1072115
10.3389/fpubh.2023.1072115 · ExternalCitation · doi-reference
10.3389/fpubh.2024.1387550
10.3389/fpubh.2024.1387550 · ExternalCitation · doi-reference
10.3389/ijph.2023.1605403
10.3389/ijph.2023.1605403 · ExternalCitation · doi-reference
10.3390/app11115088
10.3390/app11115088 · ExternalCitation · doi-reference
Depression in Elderly People
10.3390/encyclopedia3020048 · ExternalCitation · doi-reference
10.3390/healthcare12050551
10.3390/healthcare12050551 · ExternalCitation · doi-reference
10.3390/healthcare9111515
10.3390/healthcare9111515 · ExternalCitation · doi-reference
10.3390/ijerph18147625
10.3390/ijerph18147625 · ExternalCitation · doi-reference
10.3390/ijerph191912974
10.3390/ijerph191912974 · ExternalCitation · doi-reference
The Trajectory of Depressive Symptoms Across Years of Community Care Utilization Among Older Adults: A 14-Year Follow-up Study Using the ‘Korean Welfare Panel Survey’
10.3961/jpmph.23.022 · ExternalCitation · doi-reference
Towards trustworthy myopia detection: Integration methodology of deep learning approach, XAI visualization, and user interface system
10.58496/adsa/2023/001 · ExternalCitation · doi-reference
Factors Affecting Oral Health-Related Quality of Life in Community-Dwelling Older Adults Living Alone: An Analysis of Data from the Ninth Korean Longitudinal Study of Aging
10.7739/jkafn.2024.31.4.524 · ExternalCitation · doi-reference
