Response to Letter to the Editor from Giovanelli and Quinton: “Distinguishing Self-limited Delayed Puberty From Permanent Hypogonadotropic Hypogonadism: How and Why?”
Bibliographic record
Abstract
We thank Giovanelli and Quinton for highlighting the importance of prior probability in distinguishing constitutional delay of growth and puberty (CDGP or self-limited delayed puberty) from congenital hypogonadotropic hypogonadism (CHH) (1). We agree that it is important to inquire about “red flags,” and that the presence of such features (ie, bilateral cryptorchidism, micropenis, anosmia, and other syndromic features) can suggest, but not always confirm, the diagnosis of CHH (2). We also agree with Giovanelli and Quinton that data suggesting that some individuals do not receive treatment to induce puberty until age 18 years or after are inexplicable, regardless of the underlying diagnosis (3). And we agree that by the age of 18 to 20 years, CHH and not CDGP is the more likely diagnosis. However, we note that our commentary was focused on the need for diagnostic testing in the absence of distinguishing clinical features or advanced age (4). In fact, we stated, “. . . determining performance of (tests) in the most clinically challenging scenario is critical—the ability to separate the 12- to 13-year-old female or 13- to 14-year-old male with CDGP from those with CHH without clinical features suggestive of the underlying diagnosis.” Thus, we believe the authors are making important points that supplement but do not contradict our discussion. Older youth, such as those referred to by Giovanelli and Quinton, are seen by pediatric endocrinologists. In some cases, the initial referral and evaluation only occurs later in adolescence; in other cases, the youth may be ongoingly followed and treated in clinic without evidence of endogenous pubertal development. Regardless, these older youth need assessment for not only for congenital hypogonadotropic hypogonadism but also acquired conditions if not already addressed. A brain magnetic resonance image is usually obtained to assess for central nervous system abnormalities or features of CHH; other testing (such as genetic testing) may also be warranted as part of the assessment for CHH. Where our perspective differs from the authors is related to the consequences of false-negative and false-positive diagnoses. It is recommended practice for pediatric endocrinologists to repeatedly assess those diagnosed with CDGP for evidence of exogenous pubertal development during treatment, with more permanent forms of hypogonadotropic hypogonadism being diagnosed by lack of endogenous puberty by age 18 years. Hence, we would hope that the consequences of a false diagnosis of CDGP would not last for decades; instead, the youth would be reclassified by age 18 years. On the other hand, a false CHH diagnosis may have more consequences than suggested by creating psychosocial stress for the youth and family together with unneeded testing. With the consequences of misdiagnoses not known fully, it seems reasonable to us to continue to strive to make the correct diagnosis whenever possible and, therefore, to continue to explore new diagnostic tests that can accurately distinguish CDGP from CHH. The authors report no specific funding/support. The authors have no conflicts of interest to disclose.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.027 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.044 | 0.037 |
| Insufficient payload (model declined to judge) | 0.006 | 0.006 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".