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
At the age of thirty-seven, She realized she'd never ride Through Paris in a sports car, With the warm wind in her hair.Marianne Faithfull, "The Ballad of Lucy Jordan"Women, Pleasure and the Gambling Experience, my first monograph, published in 2008, has gained a reputation over the years as being one of the primary studies of women's "everyday" domestic experiences of gambling.It explores the entanglements of class and gender among a group of working-class women as they used gambling as part of their attempt to navigate their way through a hostile and precarious society.In this commentary piece, I will reflect on the book and describe what it meant to me as a young woman early career scholar writing about gambling in the mid-2000s.I will explain something of the wider political and scholarly landscape that underpinned the book's conception, my experiences of its publication, and how the book fares within the contemporary field of gambling studies.Publication of the book coincided almost exactly with the birth of my first son.I arrived home from hospital with my baby, aching, leaking, exhausted, and tearful on the very same day that a box containing copies of my book arrived from the publishers.My dad excitedly held up a copy.Sadly, I couldn't have been less interested.Birthing a baby is often used as a metaphor
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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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