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 Mindfulness, which features focused awareness training, is increasing in popularity among mental health professionals. Mindfulness training emphasizes focused attention to internal and external experiences in the present moment of time, without judgment. While mindfulness interventions have been used in treatments for stress, chronic pain, anxiety, depression, borderline personality disorder, eating disorders, and addiction, researchers suggest that this type of training also can be beneficial in everyday life. Most research and writing on mindfulness training has been about adults. In this paper, the authors argue for adapting mindfulness techniques for work with children. The authors propose that training in mindfulness has the potential to enhance children's attention and focus, and improve memory, self-acceptance, self-management skills, and self-understanding. Specific exercises to teach children to be mindful are presented in progression, beginning with awareness of the external environment, then awareness of the self in the environment, awareness of the body, and finally, mindfulness meditation exercises that feature attending to cognitive processes. Suggestions are made for incorporating mindfulness into school curricula.
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) | 0.031 | 0.005 |
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