Dual antiplatelet therapy with aspirin and clopidogrel for acute high risk transient ischaemic attack and minor ischaemic stroke: a clinical practice guideline
Bibliographic record
Abstract
WHAT IS THE ROLE OF DUAL ANTIPLATELET THERAPY AFTER HIGH RISK TRANSIENT ISCHAEMIC ATTACK OR MINOR STROKE? SPECIFICALLY, DOES DUAL ANTIPLATELET THERAPY WITH A COMBINATION OF ASPIRIN AND CLOPIDOGREL LEAD TO A GREATER REDUCTION IN RECURRENT STROKE AND DEATH OVER THE USE OF ASPIRIN ALONE WHEN GIVEN IN THE FIRST 24 HOURS AFTER A HIGH RISK TRANSIENT ISCHAEMIC ATTACK OR MINOR ISCHAEMIC STROKE? AN EXPERT PANEL PRODUCED A STRONG RECOMMENDATION FOR INITIATING DUAL ANTIPLATELET THERAPY WITHIN 24 HOURS OF THE ONSET OF SYMPTOMS, AND FOR CONTINUING IT FOR 10-21 DAYS CURRENT PRACTICE IS TYPICALLY TO USE A SINGLE DRUG.
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.
How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".