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
Abstract In the BBC Radio Four panel game Just a Minute (JaM), players must speak fluently for one minute without hesitation, deviation, or repetition. Other players challenge them and take over the remainder of the minute if successful. What impact do the JaM rules have on players’ spoken output? Study 1 compares twelve unchallenged JaM minutes with twelve sample minutes from an interview by the same speaker, Paul Merton. Although lower, his repetition rate in JaM is still >34%. Study 2 asks why so many repeated words go unchallenged. Analysis of 97 JaM rounds (18,500 words) from 12 complete episodes reveals that word class, word frequency, and the distance between mentions all play a role. The parameters of challenges in the game are modeled and there is consideration of why and how repetition occurs in a language and how the wider priorities of JaM as entertainment shape the linguistic patterns.
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 | 0.000 |
| 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) | 0.002 | 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