MétaCan
Menu
Back to cohort
Record W7116875573 · doi:10.1080/01616412.2025.2606225

The surgical management of Cushing disease: a case series from a Canadian tertiary center

2025· article· en· W7116875573 on OpenAlex
Karim Estephan, L. G. Charbonneau, F Chennou, Roland Jabre, M. Desrosiers, Robert Moumdjian

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueNeurological Research · 2025
Typearticle
Languageen
FieldMedicine
TopicPituitary Gland Disorders and Treatments
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsConcordanceCenter (category theory)NeurosurgeryInterpretation (philosophy)AdenomaSeries (stratigraphy)Cushing syndromeMagnetic resonance imaging

Abstract

fetched live from OpenAlex

OBJECTIVE: To evaluate remission, recurrence, and complication rates following endoscopic transsphenoidal surgery (ETSS) for Cushing disease (CD) at a Canadian tertiary center, and assess concordance of preoperative cerebral MRI and inferior petrosal sinus sampling (IPSS) with intraoperative adenoma laterality. METHODS: We retrospectively reviewed 92 patients with confirmed CD who underwent ETSS by a single neurosurgeon between August 2007 and May 2025. Outcomes included biochemical remission, recurrence, and complications. We assessed the concordance of preoperative MRI and IPSS with intraoperative tumor localization. RESULTS: The cohort included 92 patients (mean age 46.6 ± 15.0 years; 77% female) with a median follow-up of 18.3 months (IQR 6.4-44.9). Preoperative MRI identified a microadenoma in 63 cases, macroadenoma in 17, and was negative in 12. Remission was achieved in 76.7% (86.4% early ≤6 months), with 7.9% experiencing recurrence after a median of 13.2 months. Complications included arginine vasopressin deficiency (AVPD) in 43.5% of the cohort (persistent >6 months in 10.2%), hypothyroidism in 14.1%, syndrome of inappropriate antidiuretic hormone secretion (SIADH) in 5.4%, and cerebrospinal fluid (CSF) leak in 3.3%. Intraoperatively, 78.8% of microadenomas were in the posterior adenohypophysis, and 27.4% exhibited multifocal distribution. Concordance of adenoma laterality was 56.5% for MRI and 41.7% for IPSS, with no statistically significant difference. CONCLUSION: ETSS achieved high remission with low morbidity in CD. Frequent posterior and multifocal adenomas in the adenohypophysis support systematic pituitary exploration. Localization remains challenging, with limited concordance using MRI and IPSS, highlighting the need for cautious interpretation in surgical planning.

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.

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 score0.190
Threshold uncertainty score0.995

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 integrity0.0000.000
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 head0.040
GPT teacher head0.361
Teacher spread0.321 · 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