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Record W4211044992 · doi:10.1177/19418744211073389

Progressive Myelopathy With Acute Worsening After Steroids and Lumbar Puncture

2022· article· en· W4211044992 on OpenAlexaff
Simon Thebault, W.J. Kim, Jeremiah Hadwen, Gregory Walker, Brian Drake, Tadeu A. Fantaneanu

Bibliographic record

VenueThe Neurohospitalist · 2022
Typearticle
Languageen
FieldMedicine
TopicCervical and Thoracic Myelopathy
Canadian institutionsOttawa HospitalUniversity of Ottawa
Fundersnot available
KeywordsMedicineMyelopathyTransverse myelitisLumbarLumbar punctureNeurosurgeryNeuroradiologySurgeryNeurologyRadiologyHyperintensityMagnetic resonance imagingSpinal cordCerebrospinal fluidInternal medicine

Abstract

fetched live from OpenAlex

We present the case of a 73-year-old woman with a 3-month history of non-traumatic thoracic myelopathy. Initial MRI showed a T6-conus T2 signal hyperintensity. Based on this presentation, and given a personal and family history of autoimmune disease, our patient was first managed as an inflammatory transverse myelitis. Subsequent worsening after lumbar puncture and steroids prompted re-evaluation, ultimately identifying the cause as a thoracic spinal dural AV fistula. Both investigation of possible transverse myelitis with lumbar puncture and empiric treatment with steroids may not only result in diagnostic delays but also precipitate venous infarction and irreversible harm. While the MRI often provides the initial diagnosis, clinical suspicion for this under-diagnosed cause of myelopathy should be raised in older patients with a more progressive thoracic myelopathy with worsening after lumbar puncture and/or steroids. Definitive and time-sensitive treatment by interventional neuroradiology or neurosurgery results in stabilization or improvement of disability in most cases.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.503
Threshold uncertainty score0.572

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.003
GPT teacher head0.208
Teacher spread0.205 · 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 teacher head, 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

Citations0
Published2022
Admission routes1
Has abstractyes

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