MACEs Not Associated With the Use of Biologic Therapy for Psoriasis in Real-World Clinical Practice
Bibliographic record
Abstract
INTRODUCTION: Previous reports have shown inconsistent findings with regard to the relationship between biologic therapy and risk for major adverse cardiovascular events (MACEs). OBJECTIVES: The aim of this study was to determine the overall rate of MACEs in a cohort of 398 patients. METHODS: All patients treated with biologics for psoriasis at 2 academic centers in Toronto, Ontario, between September 2005 and September 2014 were considered for inclusion. Medical records were reviewed to identify MACEs. RESULTS: A total of 398 patients were included. The median duration of disease was 19.8 years. Median time to biologic therapy withdrawal because of an adverse event was 23.5 months. In this cohort, no MACEs were identified in patients treated with biologic therapy. CONCLUSIONS: Biologic treatment for psoriasis was not associated with increased cardiovascular risk in this cohort. These results require validation in larger studies.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".