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Record W4383741131 · doi:10.1002/jdd.13312

Exploring stressors and coping strategies among dental students during COVID‐19 pandemic in British Columbia

2023· article· en· W4383741131 on OpenAlexaffabout
Swathi Ramachandran, Shimae Soheilipour, Nancy L. Ford, Mario Brondani

Bibliographic record

VenueJournal of Dental Education · 2023
Typearticle
Languageen
FieldDentistry
TopicDental Research and COVID-19
Canadian institutionsBC Centre for Disease ControlUniversity of British Columbia
Fundersnot available
KeywordsStressorCoping (psychology)PandemicClinical psychologyPsychologyCoronavirus disease 2019 (COVID-19)Ethnic groupCross-sectional studyMedicineDiseaseInfectious disease (medical specialty)

Abstract

fetched live from OpenAlex

OBJECTIVE: The COVID-19 pandemic has caused stress among undergraduate dental students; coping mechanisms might be employed to deal with such stress. A cross-sectional study was conducted to explore the coping strategies employed by dental students at the University of British Columbia (UBC) in response to their self-perceived stressors during the pandemic. METHODS: An anonymous 35-item survey was distributed to all four cohorts of UBC undergraduate dental students enrolled in the 2021-2022 academic year, 229 students in total. The survey gathered sociodemographic information, self-perceived COVID-19-related stressor, and coping strategies via the Brief Cope Inventory. Adaptive and maladaptive coping were compared among the years of study, self-perceived stressors, sex, ethnicity, and living situations. RESULTS: Of the 229 eligible students, 182 (79.5%) responded to the survey. Of the 171 students that reported a major self-perceived stressor, 99 (57.9%) of them were stressed about clinical skill deficit due to the pandemic; fear of contraction was reported by 27 (15.8%). Acceptance, self-distraction, and positive reframing were the most used coping strategies among all students. The one-way ANOVA test revealed a significant difference in the adaptive coping scores among the four student cohorts (p = 0.001). Living alone was found to be a significant predictor for maladaptive coping (p < 0.001). CONCLUSION: The main cause of stress related to the COVID-19 pandemic for dental students at UBC is their clinical skills being negatively affected. Coping strategies including acceptance and self-distraction were identified. Continued mitigation efforts should be made to address students' mental health concerns and create a supportive learning environment.

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 score0.556
Threshold uncertainty score0.884

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 studies0.0020.000
Scholarly communication0.0010.000
Open science0.0010.001
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 head0.081
GPT teacher head0.394
Teacher spread0.313 · 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

Citations4
Published2023
Admission routes2
Has abstractyes

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