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Record W4404546009 · doi:10.1017/cjn.2024.329

Infant with Refractory Seizures and Characteristic Diffusion Restriction Pattern on Neuroimaging

2024· article· en· W4404546009 on OpenAlexaffvenue
Sangeetha Yoganathan, Pradeep Krishnan, Manohar Shroff, Mohammed Hussein Al-Qahtani, Prasiddha Parthasarathy, Vann Chau, Laura Guilder, Gregory Costain, Carolina Gorodetsky, Puneet Jain

Bibliographic record

VenueCanadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques · 2024
Typearticle
Languageen
FieldMedicine
TopicFetal and Pediatric Neurological Disorders
Canadian institutionsHospital for Sick Children
Fundersnot available
KeywordsContent (measure theory)NeuroimagingRefractory (planetary science)Action (physics)DiffusionPsychologyComputer scienceNeuroscienceMathematicsPhysics

Abstract

fetched live from OpenAlex

A 13-month-old girl, the third born to consanguineous parents of South Asian origin, presented at 2 months of age with clustering of multiple brief episodes of focal seizures (eye-blinking, staring and desaturation) and generalized seizures.She was treated with supportive measures and multiple antiseizure medications.Antenatal ultrasound revealed intrauterine growth retardation (IUGR).The baby was born full term via vaginal delivery (birth weight, 2420 g); the baby required hospitalization due to poor sucking, hypotonia and hypoglycemia.Brain MRI at 9 weeks of age is shown (Figure 1A-H).Electroencephalography done at 2 months and 5 months of age showed multifocal epileptiform abnormalities, more frequent in the bilateral posterior head region and disorganized background.Screening for inborn error of metabolism was noncontributory.Subsequent trio genome sequencing 1 detected a homozygous pathogenic variant NM_033453.4:c.137del;p.(Gln46Argfs*43) in exon 3 of the inosine triphosphatase (ITPA) gene, confirming the diagnosis of developmental and epileptic encephalopathy 35 (DEE35).Both parents were heterozygous for this variant.There were no additional reportable genetic findings.The child exhibited failure to thrive, profound developmental delay, microcephaly and refractory seizures.Poor visual fixation and following of light were observed.Axial hypotonia was more pronounced than appendicular hypotonia, and brisk deep tendon reflexes were observed.Atrial septal defect (ASD), bilateral talipes equinovarus and congenital right hip dysplasia were also detected.Follow-up brain MRI at 9 months of age (Figure 2A-H) revealed persistence of diffusion restriction and a lag in myelination.Echocardiography follow-up at 7 months of age revealed moderate secundum ASD (left to right shunt), deficient aortic rim and moderately dilated right ventricle.ASD was likely to be fenestrated.Seizure control was achieved with a combination of levetiracetam, phenobarbitone and topiramate starting at 10 months of age.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0030.001

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.

Opus teacher head0.022
GPT teacher head0.257
Teacher spread0.235 · 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 designCase report
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
Published2024
Admission routes2
Has abstractyes

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