Response to the Letter to the Editor on the Canadian Paediatric Society statement on gender-affirming care
Bibliographic record
Abstract
The Cass Review of Gender Identity Services in England (‘the Review’) is an extensive and in-depth review of gender care in the UK (1). We fully support and embrace the Review’s focus on providing holistic, comprehensive care; providing mental health and community support for youth, parents, and caregivers when warranted; working to ensure that youth are fully informed about the ramifications (pros/cons, short- and long-term impacts) of decisions they make; and the desire to have transgender and gender-diverse youth be treated the same manner as cisgender youth. Indeed, these are the central tenets of the Canadian Paediatric Society’s (CPS’s) position statement, An affirming approach to caring for transgender and gender-diverse youth (2). It is important to recognize, however, that there are significant limitations, biases, and inaccuracies within the Review (3–5). The Review did not follow established methodological standards for the evaluation of evidence quality, limiting the validity of its conclusions (3,4). Many studies were excluded from the systematic reviews commissioned by the Review because they did not meet the ideal methodologic standards—randomized controlled trials, blinded studies, and multi-institutional research. It is true that evidence generated via these methods is strongest, but it is not always ethical or feasible to perform such studies, and the absence of such evidence does not negate evidence generated through other commonly accepted study methodologies. Evidence generated through such methodologies is the foundation of practice across many domains of paediatrics (3), and as is true for all of paediatrics, ongoing ethically conducted, non-coercive research in the field of gender-affirming care will be important to continue to advance and enhance practice.
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 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 | 0.015 | 0.102 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.003 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.007 | 0.003 |
| Research integrity | 0.041 | 0.037 |
| Insufficient payload (model declined to judge) | 0.022 | 0.012 |
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".