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Record W4406702604 · doi:10.1002/lary.32007

Does Cerebrospinal Fluid Leak in Pituitary Surgery Affect Patient Reported Quality of Life?

2025· article· en· W4406702604 on OpenAlexaff
Camille Duggal, Sarah A. Detombe, Ashton Lefteris, Stan Van Uum, Leigh J. Sowerby, Neil Duggal, Brian Rotenberg

Bibliographic record

VenueThe Laryngoscope · 2025
Typearticle
Languageen
FieldMedicine
TopicPituitary Gland Disorders and Treatments
Canadian institutionsWestern University
Fundersnot available
KeywordsAffect (linguistics)Cerebrospinal fluidLeakCerebrospinal fluid leakMedicineQuality of life (healthcare)SurgeryIntensive care medicinePsychologyInternal medicineEngineeringNursing

Abstract

fetched live from OpenAlex

BACKGROUND: Endoscopic techniques allow for improved visualization and tumor debulking of pituitary adenomas. More thorough tumor resection, however, can be associated with higher rates of CSF leaks. We set out to determine if CSF leaks influenced patient perceived quality of life outcomes. METHODS: This retrospective study included 152 patients who underwent endoscopic pituitary tumor resection over a 10-year period. QoL was assessed using the SF-36 questionnaire and completed before surgery, 6 weeks and 6 months post-operatively. Statistical analysis was conducted using a equivalence test and a two-way mixed model ANOVA to assess intraoperative CSF leak, postoperative CSF leak, redo surgery, and the use of a lumbar drain. RESULTS: Of the 152 patients, 98 had a potential intraoperative CSF leak. Intra- and postoperative CSF leaks did not significantly impact patient reported QoL outcomes at 6 months following surgery. There was clinical equivalence in mental scores as early as 6 weeks and 6 months for physical scores. There was no statistically significant difference in physical (p-value = 0.975) and mental (p = 0.204) scores for patients who experienced a postoperative CSF leak. There was no statistically significant difference in QoL in the mental and physical scores for patients that received a lumbar drain (physical score p = 0.832; mental score p = 0.915) or redo surgery (physical score p = 0.830; mental score p = 0.204). CONCLUSION: This article demonstrates that CSF leaks do not impact patient-reported QoL outcomes at 6 months post-surgery. This will allow surgeons to better provide insight and counsel patients regarding the relevance of CSF leaks in the setting of pituitary procedures. LEVEL OF EVIDENCE: 3 Laryngoscope, 135:1970-1974, 2025.

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)0.002
metaresearch head score (Gemma)0.013
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 score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
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 head0.026
GPT teacher head0.303
Teacher spread0.277 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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