Association of Component Strategies of the Target Stroke Phase 3 Nationwide Quality Improvement Program With Accelerated Door-to-Puncture and Door-In-Door-Out Times for Ischemic Stroke Endovascular Thrombectomy in the United States
Bibliographic record
Abstract
BACKGROUND: The Target Stroke Phase III program is a national quality improvement initiative led by the American Heart Association, which sought to improve the quality of care for patients with acute stroke undergoing acute reperfusion therapy including endovascular thrombectomy (EVT). METHODS: A retrospective, observational cohort study was performed using data from the American Heart Association Get With The Guidelines-Stroke Program between January 1, 2017, and March 31, 2022. Three categories of patients were analyzed: (1) patients who arrived directly at the thrombectomy hospital and had EVT, (2) patients who were transferred in from a nonthrombectomy hospital and had EVT, and (3) patients at a nonthrombectomy hospital who were potentially eligible for EVT, received intravenous thrombolysis, and were transferred out. The primary end point of this study for thrombectomy hospitals was door-to-puncture time. RESULTS: In direct-arriving EVT patients, 2 Target Stroke Phase III strategies were independently associated with shorter door-to-puncture time: (1) alerting the neurointerventional team based on emergency medical services prenotification (-21.9 [95% CI, -42.5 to -1.3] minutes) and (2) performance of a brain computed tomography and computed tomography angiography in all patients presenting ≤24 hours from time last known well (-6.6 [95% CI, -11.8 to -1.5] minutes). In transfer-in EVT patients, 2 Target Stroke Phase III strategies were independently associated with a shorter door-to-puncture time: (1) increased use of stroke screening tools (-3.5 [95% CI, -6.4 to -0.6] minutes per 25% increase in use of the screening tool) and (2) increased use of a camera during telestroke consultations (-5.8 [95% CI, -10.7 to -0.9] minutes per 25% increase in camera use). CONCLUSIONS: Several Target Stroke Phase III strategies are associated with more timely care, which are distinctly different for thrombectomy and nonthrombectomy hospitals and for patients arriving by emergency medical services compared with interfacility transfer.
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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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 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 | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".