MétaCan
Menu
← Back to cohort
Record W4410810687 · doi:10.7759/cureus.84982

Attitudes of Jordanian Medical Students Toward People With Mental Illness

2025· article· en· W4410810687 on OpenAlexaff
Osama A. Zitoun, Rayan M. Joudeh, Adnan Raed Alnaser, Abdelkader Battah, Dana W Al-Mansour, Yazan Faraj, Anas Y El-Massad, Mahmoud Kashoua, Robert A. Rosenheck

Bibliographic record

VenueCureus · 2025
Typearticle
Languageen
FieldPsychology
TopicMental Health Treatment and Access
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsMedicineMental illnessMedical educationFamily medicinePsychiatryMental healthNursing

Abstract

fetched live from OpenAlex

Background For people with mental illnesses, the stigma in the healthcare system and among healthcare providers has been identified as a major barrier to accessing treatment and achieving recovery, as well as poor physical treatment. This nationwide cross-sectional study assessed stigma toward mental illnesses among medical students in Jordan. This study aimed to assess the prevalence and patterns of stigma toward mental illnesses among medical students in Jordan and examine the influence of psychiatric education and specialty preferences on stigma levels. Methodology A nationwide cross-sectional study was conducted between April 21 and April 30, 2021, targeting medical students from all six medical schools in Jordan. Participants completed a validated, structured, electronically distributed questionnaire assessing attitudes toward mental illness. Exploratory factor analysis (EFA) identified three key domains, i.e., (1) Social Acceptance, (2) Policies to Promote Community Integration, and (3) Beliefs about Treatability of Mental Illness. Demographic information included age, academic year (pre-clinical vs. clinical), and psychiatric training exposure (classroom and/or clinical). Data analysis was performed using SPSS (IBM Corp., Armonk, NY, USA). A total of 2,104 medical students participated. The age distribution was as follows: 24.8% were aged 18-19.9 years, 43.6% were aged 20-22.9 years, and 31.7% were aged ≥23 years. Participants included both pre-clinical and clinical-year students from diverse academic institutions across Jordan. Results Clinical-year students reported significantly higher (less stigmatizing) scores in all three domains compared to pre-clinical students (p < 0.001). Those exposed to both classroom and clinical psychiatry training showed more favorable attitudes than those with limited or no exposure. Students interested in psychiatry specialization exhibited lower (more stigmatizing) scores in the treatability and community integration domains compared to peers interested in surgical (p < 0.001, p = 0.003) and medical specialties (p < 0.001, p = 0.001). Conclusions While a majority of students expressed social acceptance and supported community integration of individuals with mental illness, stigma persisted in perceptions of treatability. Greater exposure to psychiatric education correlates with reduced stigma. Unexpectedly, students inclined toward psychiatry showed more stigmatizing views in some domains, warranting further investigation. These findings highlight the importance of enhancing mental health education across the medical curriculum.

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)0.002
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 score0.004
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.021
GPT teacher head0.408
Teacher spread0.387 · 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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueCureus→Same topicMental Health Treatment and Access→French-language works237,207→