Puberty blockers for gender dysphoria in youth: A systematic review and meta-analysis
Bibliographic record
Abstract
AIM: Gender dysphoria (GD) refers to the psychological distress associated with the incongruence between one's sex and one's gender identity. To manage GD, individuals may delay the development of primary and secondary sex characteristics with the use of puberty blockers. In this systematic review, we assess and summarise the certainty of the evidence about the effects of puberty blockers in individuals experiencing GD. METHODS: We searched Medline, Embase, PsychINFO, Social Sciences Abstracts, LGBTQ+ Source and Sociological Abstracts from inception to September 2023. We included observational studies comparing puberty blockers with no puberty blockers in individuals aged <26 years experiencing GD, as well as before-after and case series studies. Outcomes of interest included psychological and physical outcomes. Pairs of reviewers independently screened articles, abstracted data and assessed risk of bias. We performed a meta-analysis and assessed the certainty of a non-zero effect using the grading of recommendations assessment, development and evaluation (GRADE) approach. RESULTS: We included 10 studies. Comparative observational studies (n=3), comparing puberty blockers versus no puberty blockers, provided very low certainty of evidence on the outcomes of global function and depression. Before-after studies (n=7) provided very low certainty of evidence addressing gender dysphoria, global function, depression, and bone mineral density. CONCLUSIONS: There remains considerable uncertainty regarding the effects of puberty blockers in individuals experiencing GD. Methodologically rigorous prospective studies are needed to understand the effects of this intervention. TRIAL REGISTRATION NUMBER: PROSPERO CRD42023452171.
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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 | 0.009 | 0.025 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.016 | 0.025 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".