The AWARE Study: Methodology and Baseline Characteristics
Bibliographic record
Abstract
BACKGROUND: Alefacept was the first biologic therapy approved by Health Canada for the treatment of moderate to severe chronic plaque psoriasis and is used either alone or as part of combination therapy. OBJECTIVE: AWARE (Amevive Wisdom Acquired from Real-World Evidence) is a multicenter, observational phase IV Canadian study of psoriasis patients treated with alefacept. This study's main goals were to develop a shared, real-time, national clinical database to support best practice and optimize the care of patients receiving alefacept and to gain an understanding of how alefacept is used in Canadian clinical practice. Baseline patient demographic data are described herein. METHODS: Patients with chronic plaque psoriasis were enrolled from 37 clinics across Canada. Subjects received at least one course of alefacept treatment followed by a period of at least 12 weeks off treatment and were prospectively followed for at least 60 weeks. Baseline assessments included patient demographics, relevant medical history, psoriasis and treatment history, reasons for initiating alefacept, enrolling physician's initial alefacept treatment plan and strategy, percent body surface area (BSA) involvement with psoriasis, and physician's baseline assessment of disease control. Subsequent assessments at each follow-up visit included the patient's response and the physician's assessment. RESULTS: A total of 426 adult patients with predominantly chronic plaque psoriasis, with or without other types of psoriasis, were enrolled into the AWARE registry. Patients generally had moderate to severe psoriasis, with more than half (55.8%) having little or no disease control at baseline as assessed by their clinician, and 77% had > 10% BSA involvement with psoriasis. All patients in the AWARE patient population were receiving one or more treatments for psoriasis prior to or at the time of enrolment, and the majority continued to receive concomitant treatments at the time of study enrolment. CONCLUSION: The AWARE registry enrolled a broad group of real-world patients with chronic plaque psoriasis treated with alefacept in clinical practices across Canada.
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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 | 0.023 | 0.031 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 0.004 |
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".