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
The laboratory rat is an important, if neglected, actor in the history of sexuality. From the 1920s and 1940s, a series of reports emerged from American psychology laboratories detailing instances of spontaneous "reversals" in sexual behavior within their rat colonies. Frank Beach, then at the American Museum of Natural History, developed a model for the "nature" of sexuality that stressed that all organisms had the neurological capacity to perform behavior of either sex. Beach enrolled his emerging specialty, behavioral endocrinology, in support of Alfred Kinsey's controversial findings. Both scientists highlighted the multitude of potential sexual outlets pursued by organisms and the prevalence of nonprocreative sexual behaviors. This article draws on elements of queer theory to elucidate how the landscape of the comparative psychologist's rat colony with its organisms, apparatus, practices, and rituals served an integral function in the redefinition of sex in the 20th century. Queer theory calls into question easy proclamations about what counts as natural or normal by drawing attention to the presumed binaries that frequently govern the classification of sex. The maintenance of the colony required the careful management of sex with its obstruction devices, hypersexualized indicator animals, segregation cages, and castrated rats injected with hormones. Moreover, Beach's own writings indicate how his own domestic life became entangled with the sex lives of the rats. An irony animates this Rockefeller-funded sexology: Research funded to elucidate the mechanisms underlying heterosexuality came to question its innateness and universality. (PsycINFO Database Record (c) 2012 APA, all rights reserved).
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it