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 way society is taught to be socialized is salient and goes unnoticed, therefore it is valid to claim that gender is socially constructed through our everyday practices, whether we are aware of the construction or not. With socialization beginning the instant a child is born, the process is continuous through out adolescence and varies dramatically across the two genders. With guidance from institutions and arenas such as education, sports, music and the mass media gender seems to be coerced, as it comes with a scripted set of behaviors and attitudes. This essay argues that gender is socially constructed on an everyday basis. To further explain this thesis the essay will draw on early childhood socialization of masculinity and femininity, it will then examine the hegemonic male that is demonstrated through dominant music and sport forms. To finalize explanations for this thesis, the essay will conclude with an in depth analysis of constructions of femininity that exist in print media and that permeate the profession of female sports commentators.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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