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The Interplay Of Stress & Empathy Among Healthcare Professionals During The Covid-19 Pandemic

2025· article· en· W4413861536 on OpenAlexaboutno aff
Stella Sherpa

Bibliographic record

VenueInternational Journal For Multidisciplinary Research · 2025
Typearticle
Languageen
FieldPsychology
TopicCOVID-19 and Mental Health
Canadian institutionsnot available
Fundersnot available
KeywordsEmpathyCoronavirus disease 2019 (COVID-19)Pandemic2019-20 coronavirus outbreakSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Health careHealth professionalsPsychologyStress (linguistics)MedicineVirologyPolitical sciencePsychiatryInternal medicineDiseaseInfectious disease (medical specialty)Philosophy

Abstract

fetched live from OpenAlex

Background: Empathy is an essential and fundamental quality necessary for any healthcare professional to provide optimum patient care and function effectively as professional. As noted by Pflanz & Ogle (2006), stress, as a psychological phenomenon, can compromise both the performance and empathy of healthcare professionals. Aim: To examine the association between stress and empathy among healthcare professionals who were Covid-19 positive and to compare them with healthcare professionals who were not infected. Design: A quantitative study was conducted with a sample of 30 Covid positive and 30 Covid- negative healthcare professionals, chosen through purposive and snowball sampling methods. Results: The analysis revealed that the Perceived Stress Scale and Toronto Empathy Questionnaire gave the p-value of 0.0164 and p-value of 0.00062, respectively. Both results were significant at p<.05. Hence, there is a significant difference between the level of empathy and stress among healthcare professionals who were Covid positive and those who were not. However, there was no significant association between empathy and stress, with correlation coefficient (rs) of 0.215 and -0.09 for the two samples. Conclusion: Results suggest that there is a significant difference in empathy and stress between the two groups of healthcare professionals. The stress as well as empathy level was higher among those who were infected by the coronavirus, possibly due to the increased sensitivity to the suffering of others resulting from being infected themselves.

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)0.003
metaresearch head score (Gemma)0.010
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 score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0000.002
Research integrity0.0010.001
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 head0.195
GPT teacher head0.606
Teacher spread0.411 · 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

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