Explainable Machine Learning of Risk and Protective Factors for Social-Media-Related Psychological Distress Across Developmental Stages

SMMH: kaggle.com/datasets/souvikahmed071/social-media-and-mental-health. SSMA: Kaggle “Students’ Social Media Addiction” (adilshamim8). All code (prep.py, devrisk.py, run_experiments.py, explain.py, make_tables.py), per-fold results and figures accompany this manuscript; the full experiment is reproduced with ‘python run_experiments.py 5’.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-09
DOI
https://doi.org/10.5281/zenodo.24079464
Primary Topic
Impact of Technology on Adolescents
Type
article
Field-Weighted Citation Impact
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article

Explainable Machine Learning of Risk and Protective Factors for Social-Media-Related Psychological Distress Across Developmental Stages

Jamal Sami Zraqou
Zenodo (CERN European Organization for Nuclear Research)
Impact of Technology on Adolescents
article

Explainable Machine Learning of Risk and Protective Factors for Social-Media-Related Psychological Distress Across Developmental Stages

Jamal Sami Zraqou
article en

Abstract

SMMH: kaggle.com/datasets/souvikahmed071/social-media-and-mental-health. SSMA: Kaggle “Students’ Social Media Addiction” (adilshamim8). All code (prep.py, devrisk.py, run_experiments.py, explain.py, make_tables.py), per-fold results and figures accompany this manuscript; the full experiment is reproduced with ‘python run_experiments.py 5’.

Zenodo (CERN European Organization for Nuclear Research)
Petra University (JO)
Impact of Technology on Adolescents
DOIOpen Access PDFOpenAlex
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Explainable Machine Learning of Risk and Protective Factors for Social-Media-Related Psychological Distress Across Developmental Stages — Jamal Sami Zraqou · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS