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Record W4417042182 · doi:10.1227/neu.0000000000003874

Pregnancy and Clinical Risks of Spinal Cord Arteriovenous Shunts: A Nationwide Multicenter Retrospective Cohort Study

2025· article· en· W4417042182 on OpenAlexaff
Shiju Zhang, Jiaxing Yu, Peter Kan, Timo Krings, Chuan He, Peng Hu, Liyong Sun, Guilin Li, Ming Ye, Haohan Lu, Lisong Bian, Gong� Chen, Donghai Wang, Jie Shen, Jiangyu Xue, Xuying He, Guangzhong Chen, Min He, Fenghua Chen, Aisha Maimaitili, Jianwu Long, Hao Lü, Haixia Liu, Lihong Zheng, Neng Zhang, Guangliang Shan, Haibo Wang, Feng Ling, Tao Hong, Hongqi Zhang

Bibliographic record

VenueNeurosurgery · 2025
Typearticle
Languageen
FieldMedicine
TopicVascular Malformations Diagnosis and Treatment
Canadian institutionsToronto Western HospitalUniversity Health Network
FundersNational Natural Science Foundation of China
KeywordsRetrospective cohort studyPregnancyCohort studySpinal cordMulticenter studyMEDLINE

Abstract

fetched live from OpenAlex

BACKGROUND AND OBJECTIVES: Intermittent reports of spinal cord arteriovenous shunts (SCAVSs)-induced paralysis during pregnancy and puerperium have raised significant concerns. This study aimed to assess whether women with SCAVSs are at an elevated clinical risk during this period. METHODS: Consecutive female patients with SCAVSs from 10 referral centers were included. Only clinical data within reproductive age were analyzed. The primary outcome was the occurrence of clinical deterioration associated with SCAVSs, categorized into acute and gradual patterns based on the modified Aminoff and Logue scale. RESULTS: A total of 480 patients were included. Before initial treatment, 262 patients experienced pregnancy. Both acute (17.88%/y vs 4.87%/y, P < .0001) and gradual (9.67%/y vs 3.27%/y, P < .0001) deterioration during pregnancy and puerperium were significantly elevated. In the matched cohort of 72 pregnant patients with untreated SCAVSs and their nonpregnant control, acute deterioration was significantly higher in the pregnant patients (26.09%/y vs 6.97%/y, P = .013). After partial SCAVSs obliteration, acute (33.74%/y vs 5.15%/y, P < .0001) and gradual (18.40%/y vs 2.61%/y, P = .0008) deterioration rates during this period were still significantly elevated. In the matched cohort of 23 pregnant patients with residual SCAVSs and their nonpregnant control, acute deterioration was still significantly higher in the pregnant patients (39.50%/y vs 6.25%/y, P = .043). In addition, no significant decrease in the clinical deterioration was observed after partial treatment compared with nontreated patients during this period. CONCLUSION: The risk of clinical deterioration associated with SCAVSs is significantly elevated during pregnancy and puerperium.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.004
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.054
GPT teacher head0.384
Teacher spread0.330 · 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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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