“People Aren’t Afraid Anymore, But It’s Hard to Find Books": Reading Practices That Inform the Personal and Social Identities of Self-Identified Lesbian and Queer Young Women
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
This presentation is an overview of findings from my dissertation research into the voluntary reading practices of lesbian and queer young women. Three themes emerged from analysis of in-depth interviews: reading as escape, reading for possibilities, and reading for community. The roles of libraries, bookstores and the Internet are discussed.Cette présentation donne un aperçu des résultats de mon mémoire de recherche sur les pratiques volontaires de lecture de lesbiennes et de jeunes femmes allosexuelles. Trois thèmes découlent de cette analyse d’entrevues en profondeur : la lecture comme évasion, la lecture comme potentiel et la lecture pour la collectivité. Le rôle des bibliothèques, des librairies et d’Internet est examiné.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.005 | 0.012 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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