Bibliographic record
Abstract
From 2014 to 2015, the five pivotal stroke trials (MR CLEAN, ESCAPE, EXTEND-IA, SWIFT PRIME and REVASCAT) have shown that stroke thrombectomy clearly improved functional outcome of patients with occlusion of the internal carotid artery or the M1 portion of the middle cerebral artery, with a baseline National Institutes of Health Stroke Scale score of ≥6, with a baseline Alberta Stroke Program Early Computed Tomography Score of ≥6, and who could receive thrombectomy within a 6-hour window of symptom onset. In 2018, the efficacy of stroke thrombectomy for patients with late-presenting stroke up to 16 to 24 hours of onset and who had clinical imaging mismatch or target mismatch was also established by the DAWN and the DEFUSE3 trials. Nowadays, stroke thrombectomy, therefore, have become a "standard of care" and acute stroke patients with large vessel occlusion should receive stroke thrombectomy if they meet top-tier evidence criteria.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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".