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
<JATS1:p>People born with one gender's sexual organs who are drawn physically, psychologically, and spiritually to life as a member of the opposite gender, are more common than is generally realized. In this unprecedented book, Heath introduces the transsexual mindset, explaining how identity discord develops and what the most recent research shows about a potential biological basis. She details the history of transsexuality, the psychological, social, and family issues transsexuals face, and the associated legal and human rights issues. Diagrams depicting the major elements in Gender Reassignment Surgery are included, as are explanations of the physiological and psychological effects of hormone therapy and associated procedures for transsexuals, their outcomes, and potential complications. Appendices offer lists of support groups and other resources for transsexual men, women, and family members, a link to a list of surgeons worldwide performing GRS, and a glossary of terms.</JATS1:p> <JATS1:p>When the movieTransamerica—about a pre-operative man in the week before he became a woman—won two Golden Globe Awards and was nominated for an Academy Award in early 2006, cheers went up around the world from the real and growing transsexual community. In fact, people born with one gender's sexual organs who are drawn physically, psychologically, and spiritually to life as a member of the opposite gender, are more common than is generally realized. Gender reassignment surgery is being performed worldwide, from Beverly Hills to New York, and from Canada to England, Switzerland, Australia, Thailand and Hong Kong. In this unprecedented book, Professor Heath introduces the transsexual mindset, explaining how identity discord develops and what the most recent research shows about a potential biological basis. She details the history of transsexuality, the psychological, social, and family issues transsexuals face, and the associated legal and human rights issues. Diagrams depicting the major elements in Gender Reassignment Surgery are included, as are explanations of the physiological and psychological effects of hormone therapy and associated procedures for transsexuals, their outcomes, and potential complications. The book covers pioneers in gender reassignment such as sexologist Harry Benjamin, M.D., and famous transsexed people including Christine Jorgenson, who made headlines worldwide in 1952 and 1953. Appendices offer lists of support groups and other resources for transsexual men, women, and family members, a link to a list of surgeons worldwide performing GRS, a glossary of transsexed terms, and a summary of the Harry Benjamin Gender Dysphoria Association, the largest international organization focused on transsexuality.</JATS1:p>
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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