Bibliographic record
Abstract
Winner, 2019 PROSE Award for Anthropology, Criminology and Anthropology, presented by the Association of American Publishers A groundbreaking look at the lives of transgender children and their families Some “boys” will only wear dresses; some “girls” refuse to wear dresses; in both cases, as Ann Travers shows in this fascinating account of the lives of transgender kids, these are often more than just wardrobe choices. Travers shows that from very early ages, some at two and three years old, these kids find themselves to be different from the sex category that was assigned to them at birth. How they make their voices heard—to their parents and friends, in schools, in public spaces, and through the courts—is the focus of this remarkable and groundbreaking book. Based on interviews with transgender kids, ranging in age from 4 to 20, and their parents, and over five years of research in the US and Canada, The Trans Generation offers a rare look into what it is like to grow up as a trans child. From daycare to birthday parties and from the playground to the school bathroom, Travers takes the reader inside the day-to-day realities of trans kids who regularly experience crisis as a result of the restrictive ways in which sex categories regulate their lives and put pressure on them to deny their internal sense of who they are in gendered terms. As a transgender activist and as an advocate for trans kids, Travers is able to document from first-hand experience the difficulties of growing up trans and the challenges that parents can face. The book shows the incredible time, energy, and love that these parents give to their children, even in the face of, at times, unsupportive communities, schools, courts, health systems, and government laws. Keeping in mind that all trans kids are among the most vulnerable to bullying, violent attacks, self-harm, and suicide, and that those who struggle with poverty, racism, lack of parental support, learning differences, etc, are extremely at risk, Travers offers ways to support all trans kids through policy recommendations and activist interventions. Ultimately, the book is meant to open up options for kids’ own gender self-determination, to question the need for the sex binary, and to highlight ways that cultural and material resources can be redistributed more equitably. The Trans Generation offers an essential and important new understanding of childhood.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.091 | 0.032 |
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".