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Record W4409276198 · doi:10.1101/2025.04.05.25325303

Workplace Violence and Self-Reported Physical and Mental Health: A National Cross-Sectional Study in Lebanon

2025· preprint· en· W4409276198 on OpenAlexfundaboutno aff
Hazar Shamas, Ghada E. Saad, Myriam Dagher, Rita Itani, Ali Abboud, Stephen J. McCall

Bibliographic record

VenuemedRxiv · 2025
Typepreprint
Languageen
FieldHealth Professions
TopicOccupational Health and Safety Research
Canadian institutionsnot available
FundersInternational Development Research Centre
KeywordsCross-sectional studyMental healthEnvironmental healthPsychologyOccupational safety and healthMedicinePsychiatry

Abstract

fetched live from OpenAlex

Abstract Background Workplace violence (WPV) is any physical or psychological violence experienced in the workplace. Studies that investigate the prevalence of WPV in the Middle East North Africa (MENA) region are scarce. This study aimed to examine the determinants of WPV and its association with self-reported physical and mental health among employed adults residing in Lebanon. Methods This was a national cross-sectional study that recruited working age residents of Lebanon through Random Digital Dialing. Data were collected by trained data collectors through SurveyCTO software from January till July 2024. The main exposure of this study was physical and verbal WPV. Three outcomes depressive symptoms, anxiety symptoms, and physical health were measured using the PHQ-9, GAD-7, and PROMIS GBH scales, respectively. Adjusted logistic regression models estimated the association between WPV and each outcome, respectively. Findings The study included 3,076 employed participants. Median age (IQR) of study sample was 37 (28-46) years old, 889 (30%) completed college and further education, 1,111 (25%) were non-Lebanese. A total of 518 (16%) participants experienced at least one form of WPV. Moreover, 1,080 (33·4%) experienced depressive symptoms, 825 (25·5%) experienced anxiety symptoms, and 2,374 (75·5%) reported poor physical health. Being exposed to WPV increased the odds of depressive symptoms [adjusted odds ratio (aOR):3·00 (95%CI:2·40-3·70)], anxiety symptoms (aOR:3·01 (95%CI:2·41-3·72)), and poor physical health (aOR:2·82 (95%CI:2·04-3·98)). Interpretation The study highlights the extent of WPV among workers in Lebanon and the urgent need to address the matter. Findings offer a basis for targeting interventions to vulnerable workers. Funding International Development Research Centre (IDRC)- Canada Research in context Evidence before this study A literature search was conducted on workplace violence (WPV) exposure and mental and physical health outcomes using the following databases: PubMed, Web of Science, Science Direct, and Google Scholar. Articles published in English until September 1, 2024 were searched using the search terms “workplace violence”, “occupational violence”, “workplace physical violence”, “workplace sexual violence”, “workplace sexual harassment”, and “mental health”, “depression”, “anxiety”, “trauma”, “isolation”, “social phobia”, “physical health”, “non-communicable diseases, “cancer”, “cardiovascular disease”, “diabetes”, “hypertension”, “respiratory disease”, “anemia”, “musculoskeletal disease”, “chronic renal failure”, “neurological disease”, “sleep problems”, “sick leave”, “sickness”, and “population-based study”. The Lancet 2023 Series “Work and Health” highlighted the elevated risk of experiencing anxiety symptoms, depressive symptoms, and overall fatigue for workers experiencing WPV. The series accentuated the scarcity of studies examining the impact of WPV on mental and physical health in low-middle income countries (LMIC). Studies that aim to investigate the magnitude of WPV in Lebanon and in the Middle East and North Africa (MENA) region were only conducted within the healthcare sector focusing on healthcare workers. Added value of this study This study adds significant value as one of the largest national studies in the MENA region to examine the association of WPV with mental and physical health among adults in all work sectors. This is the first study that investigates association of WPV with depressive symptoms, anxiety symptoms, and self-reported physical health among Lebanese and non-Lebanese working in the formal and informal sector and residing in Lebanon, a LMIC. Results reveal a relatively high prevalence of WPV in both work sectors. Study results also show a significantly higher odds of WPV among uneducated, non-Lebanese including refugees and immigrants, and freelance informal sector workers. Furthermore, WPV was strongly associated with depressive symptoms, anxiety symptoms, and reporting poor physical health. Implications of all the available evidence This large national study highlights the adverse mental and physical health outcomes of WPV on employed adults in Lebanon particularly among non-nationals including immigrants and refugees, uneducated, and informal freelance workers. These findings accentuate detrimental health, social, and financial implications of WPV on institutions and organisations. The findings suggest potential benefit from enhancing labour law enforcement by the government and providing targeted interventions that promote respect and tolerance within formal and informal work sectors regardless of worker’s nationality.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.025
Threshold uncertainty score0.050

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.095
GPT teacher head0.511
Teacher spread0.416 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2025
Admission routes2
Has abstractyes

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