The Intersection of 'Community' within the Reading Experience: Lesbian Women's Reflections on the Book as Text and Object
Bibliographic record
Abstract
Using the qualitative methods of interviewing and narrative gathering, this research examines ideas of socially interconnected reading practices and focuses on meanings of community in the lives of adult lesbian women who read for pleasure. It is argued that reading is a useful means to understanding ‘information’ and the everyday lives of readers.En utilisant les méthodes qualitatives de l’entrevue et de la collecte narrative, cette recherche examine les idées des pratiques de lecture socialement interconnectées et converge sur la signification de la communauté dans la vie des femmes lesbiennes adultes qui lisent pour leur loisir. On soutient que la lecture est un moyen utile pour comprendre « l’information » et la vie quotidienne des lecteurs. ***Student to CAIS/ACSI Award Winner***
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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 | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.016 | 0.017 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".