Cross-cultural Validation of a Disease-specific Patient-reported Outcome Measure for Systemic Lupus Erythematosus in Canada
Bibliographic record
Abstract
OBJECTIVE: The LupusPRO, a disease-targeted patient-reported outcome measure, was developed and validated in US patients with systemic lupus erythematosus (SLE). We report the results of the cross-cultural validation study of the English version of the LupusPRO among patients in Canada with SLE. METHOD: The LupusPRO was administered to English-speaking Canadian patients with SLE. Demographic, clinical, and serological characteristics were obtained, and the Medical Outcomes Study Short Form-36 (SF-36) and LupusPRO were administered. Disease activity was ascertained using the Safety of Estrogens in Lupus Erythematosus National Assessment-Systemic Lupus Erythematosus Disease Activity Index (SELENA-SLEDAI) and the Lupus Foundation of America definition of flare (Yes/No). Damage was assessed using the Systemic Lupus International Collaborating Clinics/American College of Rheumatology Damage Index (SDI). Physician disease activity and damage assessments were also ascertained using visual analog scales. A mail-back LupusPRO form was completed within 2-3 days of the index visit. Items tested were internal consistency reliability (ICR), test-retest reliability (TRT), convergent and discriminant validity (against corresponding domains of the SF-36), criterion validity (against disease activity or health status), and known-groups validity. RESULTS: Participants were 123 Canadian patients with SLE (94% women); mean age was 47.7 (SD 14.8) years. The median (interquartile range) SELENA-SLEDAI and SDI were 4 (6) and 1 (3), respectively. The ICR of the LupusPRO domains ranged from 0.60 to 0.93, while the TRT range was 0.62-0.95. Measures observed were convergent and discriminant validity with corresponding domains of SF-36, criterion validity, and known-groups validity against disease activity, damage, and health status. Confirmatory factor analysis showed a good fit. CONCLUSION: The LupusPRO has fair psychometric properties among Canadian patients with SLE, and prospective studies to establish minimally important difference are continuing.
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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 | 0.005 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".