Evolving Understandings of Bingo in Four Decades of Literature: From Eyes Down to New Vistas
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
Bingo is a distinct, enduring but understudied form of gambling. It provides comfort and pleasure to many of its players while also causing harm to some. While traditionally seen as low harm, it is being reshaped by technological and regulatory change. Despite this, there is no recent overview of the literature on bingo. This narrative review seeks to fill this gap by exploring the development of literature on bingo since the 1980s, first providing a chronological overview of writing on bingo and then a brief account of major themes in the literature. The literature reviewed was primarily identified through searches of academic databases using search terms such as betting, bingo, electronic and gambling. We find that bingo research makes a number of important contributions: it allows better understanding of groups of overlooked gamblers, corrects biases in gambling literature, highlights the importance of social and structural factors in understanding gambling and employs methodological approaches that are congruent with the people and practices being studied. Additionally, it provides new perspectives on gambling in terms of skill, affect, harm and control and offers a distinct viewpoint to analyse gambling and other phenomena.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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