The Workplace Challenges of Lupus Patients
Bibliographic record
Abstract
Objective: To examine the workplace challenges of lupus patients. Methods: A cross sectional study surveyed lupus patients seen at the Toronto Lupus Clinic in the last 2 years. We included questions on health, work context and psychosocial perceptions. Descriptive statistics described the sociodemographic and clinical characteristics of the sample; multivariable analysis examined factors associated with workplace activity limitations, job strain, and job accommodations. Results: 362 respondents completed the questionnaire (60% response). 49.7% were currently employed. Participants who recently left work had higher disease activity and workplace activity limitations. Employed participants had low to moderate job strain. Seventy percent of employed participants used job accommodations. Health, work context, and psychological factors were significantly associated with workplace activity limitations, job strain and job accommodations. Conclusion: Persons living with lupus are faced by different challenges at the workplace. Workplace difficulties and needs of individuals with lupus should be assessed by health professionals.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
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 source (direct Gemma or distilled Codex), 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".