Obesity, Where Is It Driving Us?
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
Obesity is recognized as an important issue that has an impact on several areas of our daily lives, such as driving. In the literature there exists an association between obesity and motor vehicle crashes. The goal of this article is to promote insightful reflection and discussion around this emerging topic. Searches were conducted on Pubmed. Search terms were “obesity” and “driving.” The literature was sorted into a summary of the general ideas and is presented for discussion. Relevant issues discussed include anthromechanical issues and car design, seat belt usage, and obesity-related health complications (ocular pathologies, diabetic complications, and obstructive sleep apnoea/hypopnea). Finally, though limited prevention strategies exist for these issues in the literature, some strategies are presented for consideration. With such a complex issue, there is no simple solution. Education is the first step, and with a comprehensive understanding of the risks, actions can be taken to prevent these issues.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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