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
Imagery plays important cognitive and motivational roles in many areas of life, including sport (Paivio, 1985) and exercise (Hausenblas, Hall, Rodgers, & Munroe, 1999). The purpose of the present paper was to examine how the cognitive and motivational roles of exercise imagery vary with gender, frequency of exercise, and activity type. Participants ( n = 577) completed the Exercise Imagery Questionnaire (Hausenblas et al„ 1999) which measures appearance, energy, and technique imagery. Participants, regardless of gender, frequency of exercise, or activity type, used appearance imagery most frequently, followed by technique and energy, respectively. Men used significantly more technique imagery than women did, while women used significantly more appearance imagery than men did. In addition, high frequency exercisers (3 or more times per week) used all types of imagery more frequently than low frequency exercisers (2 or fewer times per week). Finally, imagery differences existed based on type of activity.
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 | 0.000 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.121 | 0.007 |
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