Socio-cultural Aspects of Self-Management in Gestational Diabetes
Bibliographic record
Abstract
Extensive research has been conducted into diabetes self-management; however, there is a significant knowledge gap relating to the socio-cultural factors that may affect self-management of women with gestational diabetes (GD). Such understanding may inform culturally sensitive interventions and educational programmes to improve self-management. The purpose of this secondary qualitative analysis, therefore, was to gain an understanding of the socio-cultural factors pertaining to pregnant women’s experience of diabetes self-management. The findings reveal that socio-cultural and family factors, family unity, social expectations, and knowledge and understanding about GD were important elements of diabetes self-management practices for pregnant Canadian women. Focusing attention on socio-cultural aspects in self-management in diabetes educational programmes may well be central to improving the health of women with GD. Further research is needed to consider how best to eliminate the subject of social stigma associated with GD.
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How this classification was reachedexpand
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 | 0.001 | 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".