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Record W3137770158 · doi:10.1212/wnl.0000000000011641

Reader Response: Deep Brain Stimulation in Early-Stage Parkinson Disease: Five-Year Outcomes

2021· letter· en· W3137770158 on OpenAlexaff
Alfonso Fasano, Suvorit Subhas Bhowmick

Bibliographic record

VenueNeurology · 2021
Typeletter
Languageen
FieldMedicine
TopicNeurological disorders and treatments
Canadian institutionsSystems, Applications & Products in Data Processing (Canada)
Fundersnot available
KeywordsDeep brain stimulationStage (stratigraphy)MedicineStimulationParkinson's diseaseNeuroscienceDiseasePsychologyInternal medicineBiology

Abstract

fetched live from OpenAlex

We have followed with great interest the pilot trial on subthalamic nucleus deep brain stimulation (DBS) for early-stage Parkinson disease (PD). The 5-year outcomes of this trial were just published by Hacker et al.1 The authors argue that DBS reduces the risk of disease progression based on a reduced rest tremor when these patients are compared with patients who were randomized to only optimized drug therapy (ODT). Barring rest tremor, this follow-up study did not show significant difference between the ODT and DBS + ODT groups for on-therapy motor scores and measures of disability and quality of life. Although tremor can be bothersome to patients with early-stage PD, bradykinesia is clearly the disabling feature.2 Interestingly, the DBS + ODT group performance in the timed tests at 5 years1 and off-therapy bradykinesia at 2 years3 were worse, although not significant. Besides, progressive neurodegeneration may lead to gradual abatement of tremor, and tremor-dominant PD often transforms to akinetic-rigid PD.4 We certainly agree that early DBS can reduce the need of medications and possibly abolish the risk of developing dyskinesias or hallucinations in the long term. Nonetheless, we would recommend caution when stating a “Class II evidence that DBS implanted in early-stage Parkinson disease decreases the risk of disease progression”. Although similar between-group adverse event profiles were reported, 2 of the 15 DBS + ODT patients had potentially disabling adverse events: a perioperative stroke and an intracranial infection.5 In our opinion, with several variables to factor in, it is premature—and possibly dangerous—to conclude that DBS in early-stage PD reduces the risk of disease progression.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.033
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.034
Threshold uncertainty score0.113

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.033
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0160.010
Insufficient payload (model declined to judge)0.0340.024

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.

Opus teacher head0.027
GPT teacher head0.292
Teacher spread0.265 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

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".

Quick stats

Citations1
Published2021
Admission routes1
Has abstractyes

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