Managing Clopidogrel Hypersensitivity without Interrupting Therapy: The Toronto Approach
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
Clopidogrel remains a widely used antiplatelet agent for patients with established or high risk of atherothrombotic disease, particularly those treated with coronary, carotid or peripheral endovascular stenting. Clopidogrel hypersensitivity is an uncommon but well established adverse drug reaction presenting a challenge for patient management. The clinical presentation ranges from focal or diffuse cutaneous manifestations in most patients to angioedema in some and a systemic immune response in rare cases. The treatment options include drug discontinuation with or without desensitization therapy, switching to alternate ADP receptor antagonists or administration of oral steroids while continuing clopidogrel in patients at high risk of adverse events with clopidogrel discontinuation. In this review the author describes the phenomenon of clopidogrel hypersensitivity, various treatment strategies.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.004 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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