Group-Based Lifestyle Sessions for Gestational Weight Gain Management: A Mixed Method Approach
Why this work is in the frame
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Bibliographic record
Abstract
OBJECTIVE: To integrate group-based lifestyle sessions (GBLS) within prenatal care for gestational weight gain (GWG) management. METHODS: In Study 1, participants attended GBLS during prenatal care visits. Participants in Study 2 attended off-site GBLS whereby care providers were asked to discuss the program with patients. Process and outcome evaluation were conducted through a mixed-methods approach. RESULTS: In both pre-experimental feasibility studies, data provide preliminary support for GBLS (eg, positive care provider and patient feedback, weight gain patterns) as well as highlight areas for future research (eg, lack of GWG management discussions, preference for GBLS location). CONCLUSIONS: GBLS represents a promising approach to GWG management. Future research should assess the generalizability, sustainably, and compatibility of GBLS within prenatal care.
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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 | 0.002 | 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) | 0.000 | 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