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Level of Perceived Stress and Coping Mechanisms among MBBS Students at Government Medical College: A Prospective Observational Study from Delhi

2024· article· en· W4405956385 on OpenAlexaboutno aff
Priya Arora, Nandini Sharma, Vikram Singh, Shivani Rao

Bibliographic record

VenueJournal of Medical Academics · 2024
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare professionals’ stress and burnout
Canadian institutionsnot available
Fundersnot available
KeywordsObservational studyCoping (psychology)PsychologyClinical psychologyMedical educationMedicineInternal medicine

Abstract

fetched live from OpenAlex

strategies that humans use to reduce, tolerate, and master stressful situations.7 These strategies are broadly divided into problem-focused and emotion-focused.The goal of problemfocused strategies is to alter the circumstance by planning, skill development, or problem-solving, whereas emotion-focused strategies, on the contrary, aim to alter the stressful emotion itself IntroductIonStress, according to Lazarus, is caused by an individual's belief that they lack the resources to deal with a perceived circumstance from the past, present, or future. 1 Academic, psychosocial, and health-related stressors are the three most common sources of stress in medical colleges.2 Academic stressors, especially tests/ exams, were identified as the most common source of stress for all students.3 Throughout this time, students should gain sufficient professional knowledge, competency, and attitudes to equip themselves to deal with lifelong professional difficulties on their own.Extensive learning and rigorous training can harm a student's physical and mental health by causing reduced focus, decreased attention, the desire to cheat on tests, sleeping issues, substance misuse, and unacceptable social conduct.4 Chronic stress can reduce productivity and could lead to a serious public health problem.Stress in medical students is much higher when compared to engineering students, as revealed in a study conducted by Waghachavare et al. 5 Another study in Canada by Rahimi et al. 6 found that stress among medical students was higher compared to the general population.To reduce, accept, and manage these stressful situations, humans frequently employ different coping mechanisms.Coping mechanisms are the psychological, emotional, and/or behavioral

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)0.000
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 score0.032
Threshold uncertainty score0.065

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.213
GPT teacher head0.489
Teacher spread0.276 · 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

Citations1
Published2024
Admission routes1
Has abstractyes

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