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Record W3091084424 · doi:10.36552/pjns.v24i3.469

Cerebrospinal Fluid Leak after Repair of Congenital Spinal Pathologies, Incidence and Management

2020· article· en· W3091084424 on OpenAlexaff
Bilal Khan, Usman Haqqani, Rizwan Ullah Khattak, Shafaat Hussain

Bibliographic record

VenuePakistan Journal Of Neurological Surgery · 2020
Typearticle
Languageen
FieldMedicine
TopicHead and Neck Surgical Oncology
Canadian institutionsSmiths Detection (Canada)
Fundersnot available
KeywordsMedicineLeakSurgeryHydrocephalusComplicationSpina bifidaCerebrospinal fluidCerebrospinal fluid leakSpinal cordInternal medicine

Abstract

fetched live from OpenAlex

Objective: To know the incidence of CSF leak and role of tincture benzoyl in the management of CSF leak after the repair of congenital spinal deformities like myelomeningocele, meningocele and tethered cord syndrome.Materials and Methods: All patients who were operated for congenital spinal surgeries in the form of MMC, Meningocele and TCS by a single surgeon were followed for a minimum of 3 months. Patients with already CSF leak/ruptured MMC prior to surgery were not part of the study. The particulars like gender and type of surgery, days since first surgery, associated infection, hydrocephalus and type of management were noted on a proforma.Results: A total of 73 patients with spinal dysraphism were operated during the study period and of them about 13 patients returned with problems of the CSF leak. The mean duration and duration since the CSF leak was from 6 days to 16 days. Among them, 10 patients had an MMC repair and one patient had TCS release, while 2 patients were having meningocele repair. The patients were stitched and one patient was re-operated two times for repair of CSF leak. Two patients had a CSF leak along with post op signs of HCP that settled by placing a shunt along with primary repair of the wound reinforced with tincture benzoyl in a single setting. Conclusion: CSF leak is a common complication following repair of spinal dysraphism and most patients can be managed with the application of tincture benzoyl alone or after simple skin reinforcement.

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)0.001
metaresearch head score (Gemma)0.001
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 score0.073
Threshold uncertainty score0.523

Codex and Gemma teacher scores by category

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

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 head0.036
GPT teacher head0.299
Teacher spread0.263 · 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

Citations4
Published2020
Admission routes1
Has abstractyes

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