https://github.com/emonrezabd/study-on-mental-health
Exploring the State and Factors Affecting Mental Health of High School Students in Bangladesh During COVID-19 Pandemic
https://github.com/emonrezabd/study-on-mental-health
anxiety covid-19 depression high-school-students machine-learning mental-health
Last synced: 6 months ago
JSON representation
Exploring the State and Factors Affecting Mental Health of High School Students in Bangladesh During COVID-19 Pandemic
- Host: GitHub
- URL: https://github.com/emonrezabd/study-on-mental-health
- Owner: EmonRezaBD
- Created: 2022-10-15T15:52:45.000Z (almost 4 years ago)
- Default Branch: main
- Last Pushed: 2023-09-21T06:50:37.000Z (almost 3 years ago)
- Last Synced: 2025-03-13T09:49:43.482Z (over 1 year ago)
- Topics: anxiety, covid-19, depression, high-school-students, machine-learning, mental-health
- Language: TeX
- Homepage:
- Size: 1.8 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Exploring the State and Factors Affecting Mental Health of High School Students in Bangladesh During COVID-19 Pandemic
This codebase is created for the research purpose. However, materials presented here are introduced for our submission to [NCIM 2023](https://confncim.com/)
It is accepted in NCIM 2023 and available in IEEE Xplore. For reading the full article visit here : [10.1109/NCIM59001.2023.10212757](https://ieeexplore.ieee.org/abstract/document/10212757)
## Table of Contents
The repository is organized as follow:
* figscontains all the required images mentioned in the article. (i.e. Appendix images etc.)
* tablescontains all the required tables which is mentioned in the article
* README.mdall information about the repository
* Table I Group difference of having specific 6-items KADS for Depression
* Table II Group difference of having specific 7-item GAD-7 for Anxiety
* Table IIIwhich was partially shown in the article due to page constratin. It has been fully shown in the below table.
## Associated Tables
Table-1: Group difference of having specific 6-items KADS
| Variable | Χ² (df) | p-value |
|-----------------------------------------------------------------------------------------------------------------------------------------------|-------------|---------|
| Low mood, sadness, feeling blah or down, depressed, just can’t be bothered? | 79.125 (3) | <.001 |
| Feelings of worthlessness, hopelessness, letting people down, not being a good person? | 118.786 (3) | <.001 |
| Feeling tired, feeling fatigued, low in energy, hard to get motivated, have to push to get things done, want to rest or lie down a lot? | 79.177 (3) | <.001 |
| Feeling that life is not very much fun, not feeling good when usually would feel good, not getting as much pleasure from fun things as usual? | 120.112 (3) | <.001 |
| Feeling worried, nervous, panicky, tense, keyed up, anxious? | 103.845 (3) | <.001 |
| Thoughts, plans or actions about suicide or self-harm? | 74.183 (3) | <.001 |
Table-2: Group difference of having specific 7-item GAD-7
| Variable | Χ² (df) | p-value |
|-----------------------------------------------------|--------------|---------|
| Feeling nervous, anxious or on edge? | 131.256 (21) | <0.001 |
| Not being able to stop or control worrying? | 75.598 (12) | <0.001 |
| Worrying too much about different things? | 71.482 (18) | <0.001 |
| Trouble relaxing | 90.324 (15) | <0.001 |
| Being so restless that it's hard to sit still? | 101.532 (12) | <0.001 |
| Becoming easily annoyed or irritable? | 68.830(12) | <0.001 |
| Feeling afraid as if something awful might happen? | 61.932 (15) | <0.001 |
Table-3: Prevalence statistics of anxiety, depression, relationship with family members and friends,
daily activities,family financial, longer uses of electronic devices, academic/study-related
issues, knowledge of COVID-19 of the respondents during pandemic (N=158)
| No | Questions | Classification | Frequency | Percentage |
|:--:|:-------------------------------------------------------------------------------------------------------------:|:--------------------------:|:---------:|:----------:|
| 1 | Anxiety | Mild to Moderate anxiety | 84 | 61.3 |
| | | Normal | 40 | 29.2 |
| | | Severe anxiety | 13 | 9.5 |
| 2 | Depression | Depression | 72 | 52.6 |
| | | Normal | 65 | 47.4 |
| | | Total | 137 | 100.0 |
| 3 | Gender | Female | 71 | 51.8 |
| | | Male | 66 | 48.2 |
| 4 | Have you ever used any online platform for studying like Zoom, YouTube, Google Classroom before COVID-19? | No | 44 | 32.1 |
| | | Yes | 93 | 67.9 |
| 5 | Rate your understanding level of the class lecture through online classes | Excellent | 13 | 9.5 |
| | | Good | 73 | 53.3 |
| | | Poor | 51 | 37.2 |
| 6 | How often you faced internet connection issues while attending online classes or during exam time? | Always | 26 | 19.0 |
| | | Not at all | 9 | 6.6 |
| | | Sometimes | 102 | 74.5 |
| 7 | How comfortable are you taking online classes with the devices available to you? | Not satisfied | 40 | 29.2 |
| | | Satisfied | 97 | 70.8 |
| 8 | How much are you worried about your studies getting affected due to COVID-19? | Moderate | 53 | 38.7 |
| | | Not at all | 18 | 13.1 |
| | | Very Much | 66 | 48.2 |
| 9 | Have you ever felt taking online classes as an extra burden to your day to day life? | No | 48 | 35.0 |
| | | Yes | 89 | 65.0 |
| 10 | How's your teacher's attitude towards your studies in lockdown? | Moderate | 86 | 62.8 |
| | | Unsatisfactory | 32 | 23.4 |
| | | Very cooperative | 19 | 13.9 |
| 11 | How much time on average do you spend per day on your smartphone/computer for academic purpose? | 2-4 hrs | 40 | 29.2 |
| | | 5-8 hrs | 58 | 42.3 |
| | | 9| hrs | 39 | 28.5 |
| 12 | How much time on average do you spend per day on social media for non-academic activity? | 1-3 hrs | 57 | 41.6 |
| | | 4-6 hrs | 58 | 42.3 |
| | | 7-10 hrs | 22 | 16.1 |
| 13 | How often do you play games in computer ? | Always | 7 | 5.1 |
| | | Never | 91 | 66.4 |
| | | Sometimes | 39 | 28.5 |
| 14 | Are you on a healthy diet? | No | 59 | 43.1 |
| | | Yes | 78 | 56.9 |
| 15 | Do you feel your sleeping cycle and daily routine is hampered due to the COVID-19 situation? | No | 30 | 21.9 |
| | | Yes | 107 | 78.1 |
| 16 | How many hours do you sleep on average per day nowadays? | 4-6 hrs | 40 | 29.2 |
| | | 6-8 hrs | 79 | 57.7 |
| | | 9-12 hrs | 18 | 13.1 |
| 17 | How often are you doing physical exercise? | Everyday | 16 | 11.7 |
| | | Never | 58 | 42.3 |
| | | Occasionally | 63 | 46.0 |
| 18 | How often do you spent quality time with your family members? | Once in a while | 19 | 13.9 |
| | | Sometimes | 79 | 57.7 |
| | | Very often | 39 | 28.5 |
| 19 | Relational state with your parents. | Excellent | 48 | 35.0 |
| | | Good | 80 | 58.4 |
| | | Poor | 9 | 6.6 |
| 20 | How often your family member have conflict among themselves? | Never | 31 | 22.6 |
| | | Sometimes | 88 | 64.2 |
| | | Very often | 18 | 13.1 |
| 21 | Have you lost any very close family member due to COVID? | No | 116 | 84.7 |
| | | Yes | 21 | 15.3 |
| 22 | Have you faced any communication gaps with your friends during lockdown? | No | 38 | 27.7 |
| | | Yes | 99 | 72.3 |
| 23 | Do your family faced any financial crisis for COVID 19 situation? | No | 98 | 71.5 |
| | | Yes | 39 | 28.5 |
| 24 | Do you maintain COVID hygiene habits? | Always | 94 | 68.6 |
| | | Sometimes | 43 | 31.4 |
| 25 | How would you rate your knowledge level regarding COVID-19? | Excellent | 26 | 19.0 |
| | | Good | 92 | 67.2 |
| | | Poor | 19 | 13.9 |
## BibTeX Citation
If you use this article, we would appreciate using the following citations:
```
@inproceedings{reza2023factors,
title={Factors Affecting Mental Health of High School Students due to COVID-19: An Exploratory Study},
author={Reza, Md Rokonuzzaman and Islam, Muhammad Nazrul and Islam, Mohian and Mumu, Afnan Alauddin and Al Faisal, Faiz},
booktitle={2023 International Conference on Next-Generation Computing, IoT and Machine Learning (NCIM)},
pages={1--6},
year={2023},
organization={IEEE}
}
```