How can machine learning be used in stress management: A systematic literature review of applications in workplaces and education

Mittal, S.R.; Mahendra, Sumedha; Sanap, Viraj; Churi, Prathamesh

doi:10.1016/j.jjimei.2022.100110

Cited by 30 publications

(17 citation statements)

References 58 publications

Supporting

Mentioning

Contrasting

Unclassified

Order By: Relevance

“…9 Moreover, studies, including video content, are also excluded to ensure the collection of adequate empirical evidence from past studies that mainly focused on personal views and are not supported by any statistics or references are excluded. 10 Besides, Studies not related to hereditary transmission prevention and studies published before 2019 were excluded.…”

Section: Exclusion Criteriamentioning

confidence: 99%

The Recent Studies on the Prevention of Hereditary Transmission in Age-Related Macular Degeneration: Methodological Research, Retrospective Validation Study

ÖNAL

2024

Turkiye Klinikleri J Ophthalmol

View full text Add to dashboard Cite

This study focused on the prevention of hereditary transmission in senile macular degeneration and conducted a comprehensive evaluation of recent research publications released between 2019 and 2023. Material and Methods: Medical Subject Headings terms and keywords associated with genetic transmission, macular degeneration therapies, and preventative measures were applied to search PubMed and Google Scholar. The review's objectives were to uncover pertinent literature, describe distinctive qualities, and evaluate findings concerning hereditary transmission prevention in Türkiye. Results: This study includes methodological research, retrospective validation studies, and the data were published by PubMed, Google Scholar, SCOPUS, WoS, and Google Academic research between 2019 and 2023. Studies highlighting this prevention were covered by the inclusion criteria, while unrelated or non-English studies were excluded by the exclusion criteria. 18 papers were left, and sourced following a thorough search technique produced 107 papers from databases. Conclusion: This section highlighted a few recent research that covered several facets of preventing age-related macular degeneration (AMD). The complex character of AMD was underlined, highlighting the significance of genetics, environmental factors, oxidative stress, diet, mitochondrial health in the prevention and treatment of diseases that could result in vision loss. Besides that, treatment possibilities, such as anti-vascular endothelial growth factor therapy and induced pluripotent stem cells-based methods, were all discussed in the research.

show abstract

Section: Exclusion Criteriamentioning

confidence: 99%

The Recent Studies on the Prevention of Hereditary Transmission in Age-Related Macular Degeneration: Methodological Research, Retrospective Validation Study

ÖNAL

2024

Turkiye Klinikleri J Ophthalmol

View full text Add to dashboard Cite

show abstract

“…Masalah kesehatan mental di tempat kerja dapat berdampak besar pada kesejahteraan dan produktivitas karyawan (NG et al 2023;Goetzel et al 2002). Stres, kecemasan, kesedihan, dan kelelahan yang berlebihan dapat mengganggu kemampuan seseorang untuk berhasil bekerja dan dapat menyebabkan ketidakhadiran yang tidak terjadwal (Stinson 2010;Ansley, Houchins, and Varjas 2016;Mittal et al 2022).…”

Section: Pendahuluanunclassified

Topik potensial untuk publikasi penelitian kesehatan mental pekerja dengan menggunakan analisis bibliometrik

Zatrahadi,

Ifdil,

Istiqomah

2023

JKP

View full text Add to dashboard Cite

Dalam beberapa tahun terakhir, kumpulan bukti telah meyakinkan bahwa lingkungan kerja merupakan faktor penting kesehatan mental pekerja. Tujuan penelitian ini untuk mendeskripsikan terkait penelitian tentang Kesehatan mental pekerja dan sebagai bahan tambahan pemahaman tentang berbagai penelitian pada topik Kesehatan mental pekerja. Penelitian ini dilakukan dengan menggunakan pendekatan kualitatif dengan bibliometric. Data diambil pada tahun 1953-2023 dengan jumlah publikasi sebanyak 484 dokumen tanpa dilakukan limitasi dalam bentuk apapun. Sumber data dilakukan pada database scopus. Analisis dilakukan dengan bantuan software openrefine, vosviewer, dan Rstudio. Hasil penelitian menunjukkan bahwa Kesehatan mental pekerja saat ini masih menjadi topik yang dibicarakan meskipun penelitian fokus pada hasil Analisa keyword fokus terbesar pada topik Kesehatan mental. Namun dalam praktiknya peneliti banyak fokus pada Kesehatan mental pekerja selama masa covid 19. Negara dengan tingkat publikasi tertinggi terkait tema ini adalah United State dan Canada. Sedangkan penulis yang aktif dalam publikasi topik Kesehatan mental pekerja yakni Tsutsumi A dan Kawakami N. sebagai prediksi tema di masa depan ada beberapa diantaranya terkait Kesehatan mental, depresi dan juga professional perawatan Kesehatan.

show abstract

“…In today's PAID (Pressure, Always-on, Information overload, Distracted) reality [14], stress has emerged to be an integral part of everyone's life which affects an individual directly or indirectly in many ways. The COVID-19 pandemic even enhanced the cruciality of managing stress, as it created a massive impact on the economy, education, healthcare, business areas and other aspects of society in every possible manner [15]. Speci cally, the employees' emotional reactions are elicited from the perceived organizational support, in how organization cares for their well-being and work contributions and, in turn, in uence the psychological safety.…”

Section: Mental Stress and Mental Strainmentioning

confidence: 99%

Progress of mental strain in German public administrations in the course of the COVID-19 pandemic

Claassen

Wrede

Kettschau

et al. 2022

Preprint

View full text Add to dashboard Cite

Purpose Due to the COVID-19 pandemic, an acceleration in the usage of digital working methods occurred in the setting of German public administrations. Besides the ostensible risk of infection due to the virus, compound mental stress arose for the employees. A subsequent progression of mental strain is to be examined. The aim is to estimate a residual pandemic effect approximated by controlling common influencing factors. Methods An online survey was conducted in 2020 and repeated 2022 among > 500 employees from three public administrations in Germany. Mental strain was measured using the Wuppertal Screening Instrument for Psychological Strain. The temporal variation was operationalized by the 1st and 2nd survey as an independent variable. For hypothesis testing, a t-test was calculated. A pooled OLS regression of the time-dependent differences was performed as a pre/post evaluation, supplemented by Breusch-Pagan and Durbin-Watson tests as well as calculation of variance inflation factors. Results More than 70% of the public administration’s employees experienced non-optimal mental strain. The multiple regression model showed a significant increase in mental strain as well when the influence of socio-demographic changes on the department level was controlled for (β = -0.095, t = -2.275, df = 30, p < 0.05). Children, age and university degree were significant predictors of mental strain. The R-square revealed that about 40% of the variance in the temporal variation of mental strain could be explained by the temporal variation of the independent variables. Conclusion The observed influential factors explain a significant proportion of the increased mental strain in German public administration workers. Still, more than half of the increase remains unexplained. Environmental influences within the observed period were largely determined by the pandemic conditions. The results place emphasis on the health-related challenges as consequences even beyond the pandemic.

show abstract

How can machine learning be used in stress management: A systematic literature review of applications in workplaces and education

Cited by 30 publications

References 58 publications

The Recent Studies on the Prevention of Hereditary Transmission in Age-Related Macular Degeneration: Methodological Research, Retrospective Validation Study

The Recent Studies on the Prevention of Hereditary Transmission in Age-Related Macular Degeneration: Methodological Research, Retrospective Validation Study

Topik potensial untuk publikasi penelitian kesehatan mental pekerja dengan menggunakan analisis bibliometrik

Progress of mental strain in German public administrations in the course of the COVID-19 pandemic

Contact Info

Product

Resources

About