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
Fitness and fatness and arterial stiffening in people with type 2 diabetes Moderators and mediators of an effective sleep intervention in the Prevention of Overweight in Infancy Family-based treatment of children with severe obesity in a public healthcare setting The Edmonton Obesity Staging System and pregnancy outcomes Weight loss and attendance at an Australian multidisciplinary weight management clinic UK dietitians' a experiences of formula very low-and low-energy diets Desire to lose weight and lifestyle behaviours among post-bariatric surgery patients How safe bariatric surgery is-an update Online group support for metabolic and bariatric surgery patients Weight category change among youth in the COVID-19 pandemic BMI and obesity-related comorbidities as predictors in hospitalized COVID-19 patients A qualitative exploration of weight management during COVID-19 Obesity and the disease burden in COVID-19 Additional programmes prior to bariatric surgery: A systematic review
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.134 | 0.100 |
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