Physical activity and maternal obesity: cardiovascular adaptations, exercise recommendations, and pregnancy outcomes
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
Although a healthy lifestyle approach is intuitive for obese pregnant women, no guidelines currently exist to manage these women throughout pregnancy. Women who are medically prescreened for contraindications can engage in a walking program three to four times per week, starting at 25 min per session and adding 2 min per week until reaching 40 min, with sessions continuing until delivery. A target heart rate of 102-124 beats per minute should be promoted for women 20-29 years of age and a rate of 101-120 beats per minute for women 30-39 years of age. A pedometer step count of 10,000 steps per day is suggested as a goal, as this level of activity provides important health benefits. Combining healthy eating with a walking plan prevents excessive weight gain during pregnancy and promotes a healthy fetal environment.
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) | 0.002 | 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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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