Functional Movement Disorders and Deep Brain Stimulation
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
Purpose of the Review: The aim of this narrative review was to explore the interplay between functional movement disorders (FMDs) and deep brain stimulation (DBS). Recent Findings: Patients with unrecognized FMD who are referred for DBS usually present with functional dystonia. By contrast, patients who present with FMD after DBS are mostly presenting with functional tremor, in keeping with non-DBS FMD cohorts. Comorbid presentation of FMD in established DBS indications makes the decision to opt for surgery challenging. Many contributing factors can play a role in the development of FMD, including the trauma caused by awake neurosurgery and/or extensive DBS programming. Summary: FMDs in the context of DBS are often overlooked and should be diagnosed promptly because they determine surgical outcome. The approach to DBS candidates with comorbid FMD and the risk factors of FMD after DBS should be further explored.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 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 it