Evidence map›Paper›PMID 42421021›Full record

ArticleBMC health services research2026

Organizational determinants of professional ethics among healthcare workers: implications for health system performance.

Khalil Maleki Chollou, Towhid Babazadeh, Amir Hossien Rostami, Saba Arabnezhad, Fatemeh Mousavinezhad, Erfan Saeedi Tazekand

Abstract read
In one paragraph

Article in BMC health services research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Khalil Maleki ChollouDepartment of Nursing, Sarab Faculty of Medical Sciences, Sarab, Iran.
Towhid BabazadehDepartment of Public Health, Sarab Faculty of Medical Sciences, Sarab, Iran.
Amir Hossien RostamiStudent Research Committee, Sarab Faculty of Medical Sciences, Sarab, Iran.
Saba ArabnezhadStudent Research Committee, Sarab Faculty of Medical Sciences, Sarab, Iran.
Fatemeh MousavinezhadStudent Research Committee, Sarab Faculty of Medical Sciences, Sarab, Iran.
Erfan Saeedi TazekandStudent Research Committee, Sarab Faculty of Medical Sciences, Sarab, Iran. Saeedierfan15@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundProfessional ethics is a critical component of healthcare workforce performance and plays an essential role in patient safety, service quality, and organizational accountability. However, professional ethics may be influenced by workplace conditions and individual competencies. This study aimed to evaluate the predictive role of occupational stress and information literacy on professional ethics among healthcare employees while accounting for the potential confounding effects of sociodemographic characteristics.

methodsThis cross-sectional study was conducted among 336 staff members of Sarab University of Medical Sciences selected through multi-stage cluster random sampling (April-August 2024). Data were collected using standardized instruments: the Cadozier Professional Ethics Questionnaire, the Information Literacy Scale, and the HSE Job Stress Questionnaire. After applying rank-based inverse normal transformation to non-normal variables, analyses included descriptive statistics, independent t-tests, ANOVA, Pearson correlations, and hierarchical multiple regression to assess predictive factors.

resultsProfessional ethics was strongly correlated with information literacy (r = 0.702, p < 0.001) and with higher HSE job stress scores, indicating lower levels of occupational stress (r = 0.543, p < 0.001), whereas demographic characteristics showed no significant associations except income (p < 0.001). In the final regression model, information literacy was the strongest predictor of professional ethics (β = 0.561, p < 0.001), followed by lower occupational stress (β = 0.213, p < 0.001). Demographic factors accounted for only a small portion of the variance (R² = 0.135), while the full model explained 55.6% of the variance in professional ethics scores.

conclusionsProfessional ethics among healthcare employees is shaped not only by individual values but also by workplace stressors and cognitive competencies. Interventions aimed at reducing occupational stress and strengthening information literacy may enhance professional ethics, improve workforce performance, and contribute to health system quality improvement. Future research should explore causal mechanisms and evaluate targeted organizational interventions.

Indexed as

Ethics, ProfessionalHealth PersonnelOccupational StressAdultCross-Sectional StudiesFemaleHumansInformation LiteracyIranMaleMiddle AgedSurveys and QuestionnairesWorking ConditionsEthical decision-makingHealthcare workersInformation literacyOccupational stressProfessional ethics

Identifiers

PMID42421021
PMCPMC13632374

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.