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Record W2417737171 · doi:10.1097/mib.0000000000000826

Understanding Work Experiences of People with Inflammatory Bowel Disease

2016· article· en· W2417737171 on OpenAlexafffund
Gayle Restall, Alexandria Simms, John R. Walker, Lesley A. Graff, Kathryn A. Sexton, Linda Rogala, Norine Miller, Clove Haviva, Laura E. Targownik, Çharles N. Bernstein

Bibliographic record

VenueInflammatory Bowel Diseases · 2016
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsResearch ManitobaUniversity of ManitobaManitoba Health
FundersCanadian Institutes of Health Research
KeywordsAbsenteeismQualitative researchWorkforceMedicineDiseaseWork (physics)GerontologyPsychologySocial psychologySociologyInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: People with inflammatory bowel disease (IBD) are at increased risk for unemployment and work absenteeism over the course of their adult lives. However, little is known about the firsthand experiences of people living with the disease regarding perceived barriers, facilitators, and strategies for navigating work roles. METHODS: In this qualitative study, participants were purposefully recruited from 2 existing IBD cohort study samples. Recruitment strategies aimed for diversity in age, sex, and disease type, duration, and symptom activity. In-depth interviews sought perspectives of living with IBD. Data were analyzed using inductive qualitative methods. RESULTS: Forty-five people currently or previously in the workforce participated; 51% were female. The mean age was 45.4 years (SD = 16.1; range = 21-73 years). Mean IBD duration was 10.9 years (SD = 6.3). Participants had a broad range of experiences in adapting to work roles. IBD symptoms and treatments interacted with other personal and environmental factors to shape the experiences of work. Experiences were shaped by: (1) personal health and well-being, (2) personal values, beliefs, and knowledge, (3) job characteristics, (4) workplace physical environment, (5) workplace culture, and (6) financial factors. Participants identified personal strategies and environmental supports that assisted them to navigate their work roles. CONCLUSIONS: The perspectives of people with IBD provided in-depth understanding of contextual factors that influence work roles. They identified personal strategies to manage health and choices about work, environmental supports that promote timely workplace accommodations, and appropriate social insurance benefits as facilitators of work retention for people with IBD.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.014
GPT teacher head0.225
Teacher spread0.211 · 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 teacher head, not a consensus.

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

Citations43
Published2016
Admission routes2
Has abstractyes

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