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Record W4407306061 · doi:10.1212/wnl.0000000000213352

Involvement of the Nigrostriatal Pathway in Patients With Idiopathic Normal Pressure Hydrocephalus and Parkinsonism

2025· article· en· W4407306061 on OpenAlexaff
Giovanni Palermo, Alessio Francesconi, Gabriele Bellini, Riccardo Morganti, Gianmichele Migaleddu, Davide Tiziano Di Carlo, Paolo Perrini, Nicola Benedetto, C. Pacchetti, Duccio Volterrani, Mirco Cosottini, Alfonso Fasano, Roberto Ceravolo

Bibliographic record

VenueNeurology · 2025
Typearticle
Languageen
FieldNeuroscience
TopicCerebrospinal fluid and hydrocephalus
Canadian institutionsOntario Brain InstituteToronto Western HospitalUniversity of Toronto
Fundersnot available
KeywordsParkinsonismNormal pressure hydrocephalusMedicineHydrocephalusNeuroscienceCardiologyPsychologyInternal medicinePsychiatryDiseaseDementia

Abstract

fetched live from OpenAlex

BACKGROUND AND OBJECTIVES: Idiopathic normal pressure hydrocephalus (iNPH) is characterized by gait disturbance, cognitive decline, and urinary incontinence and may include parkinsonism. The underlying mechanism of parkinsonism in iNPH-whether neurodegenerative or mechanical-remains unclear. This study aimed to assess nigrostriatal integrity in iNPH patients with parkinsonism using dopaminergic transporter imaging (DAT-SPECT) and nigrosome MRI. METHODS: tests for categorical variables. Multiple linear regression (adjusted for age and sex) compared DAT binding between groups. Pearson correlation assessed relationships between striatal DAT binding and parkinsonism in patients with iNPH evaluated using the Movement Disorder Society Unified Parkinson's Disease Rating Scale Part III. RESULTS: = 0.07). DISCUSSION: Findings suggest that parkinsonism in iNPH may stem from mechanical disruption of the nigrostriatal pathway rather than neurodegeneration, as indicated by preserved nigrosome integrity despite reduced DAT binding. Limitations include the small sample size and lack of postsurgical follow-up data.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.008
GPT teacher head0.205
Teacher spread0.197 · 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 designObservational
Domainnot available
GenreEmpirical

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

Citations5
Published2025
Admission routes1
Has abstractyes

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