Pituitary Surgery for the Management of Acromegaly
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.
Bibliographic record
Abstract
Active acromegaly is almost always the result of a benign growth hormone (GH)-secreting adenoma of the pituitary gland. Because the same pituitary stem cell can produce both GH and prolactin (PRL), many acromegalic patients also have hyperprolactinemia. The advantages of surgical excision of pituitary adenomas associated with acromegaly include: (1) prompt decrease in GH; (2) reliable and immediate relief of the mass effect from the tumor (decompression of the optic nerves and chiasm), and (3) the opportunity to obtain tumor tissue for characterization and investigative study. Currently, more than 97% of operations for removal of pituitary tumors associated with acromegaly are done using the transsphenoidal approach rather than craniotomy. Technical advances to make the surgery safer continue to evolve, and include endoscopic approaches, computer-guided image-based intraoperative visualization, and intraoperative magnetic resonance imaging. Criteria for satisfactory remission of acromegaly after surgery are the same as those used for medical management. They include normal insulin-like growth factor (IGF)-I and suppression of GH to undetectable levels (<1.0 ng/ml) during an oral glucose tolerance test (OGTT). Data from a recent series of 86 patients operated upon for acromegaly at the University of Virginia and followed for more than 1 year have been reviewed. In patients receiving surgery as the initial procedure, 67% had a normal IGF-I, and 52% suppressed to <1.0 ng/ml in an OGTT. There was one true recurrence of disease diagnosed 81 months after surgery. Results are best in patients with noninvasive microadenomas. Gamma knife radiosurgery has been a valuable adjunct in those patients who fail to achieve postoperative remission. Pathological evaluation of the tumors revealed that 16% expressed GH only, 25% stained for GH and glycoprotein hormones (follicle stimulating hormone, thyroid hormone, thyroid stimulating hormone, alpha-subunit), 21% for GH and PRL, and 33% for GH, PRL and glycoprotein hormones. There was one acidophil stem cell tumor and 10% had the mammosomatotroph subtype. This contemporary series was free of mortality or serious complications. One patient had a transient cerebrospinal fluid leak and 3 developed transient SIADH with hyponatremia. Surgical treatment remains an important aspect of the combined management of patients with acromegaly.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it