Abstract 168: Platelet function testing and risk of periprocedural complications with flow diversion: An international multicenter study
Bibliographic record
Abstract
Introduction Dual antiplatelet therapy (DAPT) is necessary to minimize the risk of periprocedural thromboembolic complications associated with aneurysm embolization using Pipeline embolization device (PED). We sought to assess the impact of platelet function testing (PFT) on reducing periprocedural thromboembolic complications associated with PED flow diversion in patients receiving aspirin and clopidogrel. Methods Patients with unruptured intracranial aneurysms requiring PED flow diversion were identified from 13 centers for retrospective evaluation. Clinical variables including the results of PFT prior to treatment, periprocedural DAPT regimen, and intracranial complications occurring within 72‐hours of embolization were identified from the medical record. Complication rates were compared between PFT and non‐PFT groups. Differences between groups were tested for statistical significance using the Wilcoxon rank sum, Fisher exact, or Chi‐square tests. A p‐value <0.05 was statistically significant. Results 580 patients underwent PED embolization with 262 patients dichotomized to the PFT group and 318 patients to the non‐PFT group. 13.7% of PFT group patients were clopidogrel non‐responders requiring changes in their pre‐embolization DAPT regimen. 5% of PFT group patients experienced thromboembolic complications versus 1.6% of patients in the non‐PFT group (p=0.019). Two (15.4%) PFT group patients with thromboembolic complications experienced permanent neurological disability versus 4 (80%) non‐PFT group patients. 2.2% of PFT group patients and 3.5% of non‐PFT group patients experienced hemorrhagic intracranial complications (p>0.9). Conclusion Pre‐procedural PFT prior to PED treatment of intracranial aneurysms in patients pre‐medicated with an aspirin and clopidogrel DAPT regimen may not be necessary to significantly reduce the risk of procedure‐related intracranial complications.
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 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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".