Problems faced at work due to inflammatory arthritis: New insights gained from understanding patients' perspective
Bibliographic record
Abstract
OBJECTIVE: A qualitative study was conducted to better understand patients' perspective on their experience at work in relation to their inflammatory arthritis (IA). Objectives were to identify the problems and barriers to employment that persons with IA face at work because of arthritis, understand why these issues are problematic, and identify strategies helpful for maintaining employment. METHODS: Five focus groups were conducted with 36 employed adults with IA (75% rheumatoid arthritis) recruited from rheumatology practices and outpatient arthritis treatment programs. Script design used brainstorming techniques to identify problems and helpful strategies, and root cause analysis to capture in-depth information about underlying causes of problems. Descriptive qualitative analysis of transcripts was performed by 2 researchers independently to identify problems and organize them into topics and broad categories. RESULTS: Problems clustered around 4 categories: arthritis symptoms, working conditions, interpersonal difficulties at work, and emotional challenges. New insights gained included identifying fatigue as the aspect of IA most limiting employment; challenges posed by invisibility, fluctuation, and unpredictability of arthritis; complexity of interpersonal relationships at work; reluctance to disclose or draw attention to arthritis; numerous barriers to using available supports and requesting job accommodations, including fear of disclosure and concern it could be perceived by coworkers as favoritism; loss of self-efficacy at work; and many emotional challenges. CONCLUSION: This research identified new issues that are meaningful to individuals working with arthritis and that deserve greater attention by professionals counseling people on employment, in intervention efforts to help maintain employment, and in arthritis employment studies.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".