Stenting versus shunting in sight-threatening idiopathic intracranial hypertension: genuine equipoise
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This opinion piece discusses the challenges of managing a person with sight-threatening papilloedema due to idiopathic intracranial hypertension (IIH). With no available randomised controlled trials, clinicians often choose a locally available surgical intervention. An increasing number of studies have advocated using dural venous sinus stenting in IIH. Big data studies show that shunts have been the mainstay of surgical treatment for IIH, and recent evidence shows improved outcomes and fewer revision surgeries. There remains genuine equipoise in the choice of intervention between shunting and dural venous stenting in IIH. The IIH Intervention Trial funded by the National Institute of Health Research is underway in the UK, the first randomised control trial to evaluate both of these surgical interventions in people with sight-threatening IIH.
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.
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it