Supporting evidence and recommendations for the management of patients with systemic-eligible atopic dermatitis: A Canadian consensus document
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Background: Atopic dermatitis is a chronic, relapsing, and remitting inflammatory skin disease. Multiple systemic therapeutic options are available to treat atopic dermatitis. Objective: To provide evidence-based recommendations on the use of systemic therapies for atopic dermatitis in Canada that consider the nuances of the Canadian healthcare system and provide guidance for populations of clinical interest. Methods: A panel of 14 experts, including 11 dermatologists from Canada and 3 from the United States, reviewed available literature on systemic therapies for atopic dermatitis. The published evidence, along with clinical expertise and opinion, was used to draft a concise set of statements to guide healthcare providers in Canada on systemic treatment of atopic dermatitis. Results: During 3 rounds of virtual meetings with all 14 experts voting in all meetings, a total of 29 statements reached the 75% agreement required for consensus. Limitations: The consensus statements are based on expert opinions and consensus in the absence of evidence-based clinical research for patient outcomes. The statements represent considerations for patient management and not specific guidelines for patient treatment. Conclusion: The recommendations and statements provided serve to guide Canadian healthcare providers on the practical aspects of managing systemic-eligible patients with atopic dermatitis.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it