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Record W7076411175 · doi:10.17605/osf.io/64egs

Mental Health of Healthcare Professionals Compared to Future Healthcare Professionals (Students): A Systematic Review

2025· article· en· W7076411175 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueOpen Science Framework · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthHealth careBurnoutSystematic reviewHealth professionalsInterpersonal communicationMental healthcare

Abstract

fetched live from OpenAlex

Introduction Currently, the concept of health encompasses complete physical, mental, and social well-being, based on the principles of universality, comprehensiveness, and equity in access to care. Mental health, an essential component of this concept, is often approached from a psychiatric perspective, linking its absence to crises and psychological disorders [6]. The restrictive measures imposed by the COVID-19 pandemic significantly affected the population’s emotional health, thus fostering a broader discussion on mental health [7]. Healthcare professionals form a particularly vulnerable group to mental health issues, whether temporary or prolonged, due to high-pressure environments, long working hours, and physical fatigue. The high incidence of anxiety, fear, stress, and especially burnout syndrome is associated with exposure to large numbers of deaths [7,4]. Beyond the professional environment, many cases also involve interpersonal and personal challenges, particularly related to the responsibility of financially supporting their families [9,3]. Healthcare students experience considerable stress levels due to the need to learn a vast amount of information in a short time, changes in lifestyle, separation from their families (in most cases), long study hours, and practical/clinical activities [7,5]. This group becomes vulnerable to developing psychological issues, primarily burnout syndrome [5], due to numerous demands and a lack of leisure [7,1]. This systematic review aims to compare the mental health of healthcare professionals and future professionals (students) in light of sociocultural and occupational factors. By gathering and organizing this body of knowledge, we aim to provide a comprehensive and updated view of the mental health of these groups. Methodology 2.1 Study Design This systematic review (SR) protocol was structured based on evidence-based practice (EBP) [10] and will follow the PRISMA 2020 checklist [8]. The three preliminary stages of SR, according to EBP, include: defining the research question, identifying the databases to be searched, and establishing article selection criteria. After the preliminary stage, five additional stages will be included: conducting the search in selected databases, comparing examiner searches and defining initial article selection, applying selection criteria, critically analyzing and evaluating all included studies, preparing a critical summary, synthesizing the information, and presenting a conclusion reporting the evidence on the intervention’s effects [10]. 2.1.2 Research question The research question was developed using the PICOT framework (Population, Intervention, Comparison, Outcome, and Type of study) [2], aligned with the objective of the study. The elements of the PICOT acronym reported in this review include: Population/Problem – healthcare workers and future professionals (students); Intervention – exposure to occupational and sociocultural factors; Comparison – different contexts involving trained professionals versus students; Outcome – mental health considerations; Type of study – comparative study. After applying the PICOT framework [2], the following research question emerged: When comparing occupational and sociocultural environments, is the mental health of healthcare professionals equivalent to that of healthcare students? 2.1.3 Definition of inclusion and exclusion criteria according to the research objective/question Only control studies that directly compare the mental health of healthcare professionals and healthcare students will be included. Descriptive studies, systematic reviews, case reports, and in vitro studies will be excluded. The search will be limited to full-text articles published in English, with no publication date restrictions. Additionally, studies that do not employ direct comparison methods between practicing professionals and students will be excluded. Studies focused on career duration or unrelated alternative methods will also be excluded. 2.1.4 Review Planning and Protocol To ensure clearly defined methods, this protocol will be registered on the Open Science Framework platform. Rayyan software (Rayyan Systems Inc., Cambridge, MA, USA) will be used for the systematic search and duplicate detection. 2.1.5 Conducting a clear and reproducible search strategy The main international databases were consulted, including MEDLINE/PubMed, the Cochrane Library, EMBASE, and SCIELO. A search was conducted using a combination of descriptors and MeSH-indexed terms, as well as their synonyms and keywords, applying the Boolean operators AND/OR. Additionally, the reference lists of the selected primary studies will be manually reviewed to identify potential relevant studies for inclusion. Selection of studies Based on the inclusion and exclusion criteria, the eligibility phase will begin. Duplicates will be checked in Rayyan. After removal, articles will be imported into Rayyan for screening. Initially, three reviewers (APOP, GSEC, MAOQ) will independently assess titles and abstracts. Then, they will analyze full texts to determine inclusion. In case of disagreement, a fourth reviewer (LSC) will mediate. 2.1.7 Data Extraction, evaluation, and presentation The methodological quality and risk of bias will be assessed using the adapted Newcastle-Ottawa Scale. A “Yes” will be assigned if specific criteria are met and reported; otherwise, a “No.” Risk of bias will be classified by the percentage of “Yes” answers: 0–49% (high risk), 50–69% (moderate risk), 70–100% (low risk). A detailed risk of bias evaluation will be conducted. This in-depth methodological analysis is a priority in systematic reviews. Additionally, the significance of the findings will be interpreted in relation to the central question: Mental health of healthcare professionals compared to future healthcare professionals (students). 2.1.8. Ethical Aspects and Patient and Public Involvement This review does not require ethics committee approval since it involves analyzing published evidence and does not include human or animal subjects. Partial Considerations Scientific literature still presents significant gaps in comparing the mental health of professionals versus students. A major limitation is the lack of studies focusing exclusively on adult females. Thus, integrated analysis of current evidence may support the development of future research strategies and reviews—especially those focusing solely on female healthcare professionals and students.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesOpen science
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.772
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.004
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0100.005
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.026
GPT teacher head0.418
Teacher spread0.393 · 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