Acute Symptomatic Basilar Artery Stenosis: MR Imaging Predictors of Early Neurologic Deterioration and Long-term Outcomes
Bibliographic record
Abstract
Purpose To determine clinical, laboratory, and radiologic factors associated with early neurologic deterioration (END) and long-term outcomes in patients with medically treated symptomatic basilar artery stenosis (BAS). Materials and Methods The study design was approved by the institutional review board. From a database of all consecutive patients with cerebrovascular ischemia, the authors retrospectively included 292 patients with medically treated symptomatic BAS with at least 70% stenosis of the basilar artery. The authors evaluated various clinical factors, including National Institutes of Health Stroke Scale (NIHSS) score, C-reactive protein (CRP) level, fibrinogen level, and radiologic factors, including diffusion-weighted (DW) magnetic resonance (MR) imaging-based posterior circulation Alberta Stroke Program Early CT Score (pc-ASPECTS), hyperintense basilar artery at fluid-attenuated inversion recovery (FLAIR) imaging (FLAIR-hyperintense vessel [FHV]), and clot signs. The outcomes were defined as the development of END and with the 90-day modified Rankin Scale score (favorable score: 0-2). The authors performed a χ(2) test, followed by logistic regression analysis, to identify independent outcome predictors. Results The development of END was highly correlated with unfavorable 90-day modified Rankin Scale score (P < .001). The significant predictors for END were CRP level of at least 1.5 mg/dL (P < .001), NIHSS score of at least 4 (P = .002), pc-ASPECTS of 6 or less (P < .001), and proximal FHV (P = .022). Proximal FHV (P = .010), pc-ASPECTS of 6 or less (P = .002), brainstem involvement (P = .036), and NIHSS score of at least 4 (P < .001) were associated with an unfavorable 90-day modified Rankin Scale score. Neither aggressive medical treatment nor delayed intervention was associated with a favorable 90-day modified Rankin Scale score. Conclusion In medically treated symptomatic BAS, MR imaging parameters such as proximal basilar FHV and DW imaging-based pc-ASPECTS have independent prognostic values for END development and long-term outcomes. (©) RSNA, 2016.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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".