Care provided to women during and after a pregnancy complicated by hyperglycaemia: the impacts of a multi-component health systems intervention
Bibliographic record
Abstract
Background: Aboriginal and Torres Strait Islander women experience a disproportionate burden of hyperglycaemia in pregnancy. A multi-component health systems intervention aiming to improve antenatal and postpartum care was implemented across Australia's Northern Territory (NT) and Far North Queensland (FNQ) between 2016 and 2019. Components included clinician education, improving recall systems, enhancing policies and guidelines, and embedding Diabetes in Pregnancy (DIP) Clinical Registers in systems of care. This program was evaluated to determine impacts on clinical practice and maternal health. Methods: Data for women with hyperglycaemia in pregnancy from primary care clinical records and the DIP Clinical Registers were analysed to assess changes in: antenatal and postpartum diabetes testing; HbA1c/glucose levels; medication use; weight checks performed, weight and body mass index; and postpartum contraception, smoking and breastfeeding. Findings: Clinical practice in the NT improved, including increased uptake of the recommended first trimester 75 g oral glucose tolerance test among women with hyperglycaemia risk factors (Aboriginal and Torres Strait Islander women 11.7% to 26.5%, p < 0.001; non-Indigenous women 6.2% to 19.3%, p < 0.001). In the NT, postpartum diabetes monitoring (56% to 68%, p = 0.039) and contraceptive use (41% to 60%, p = 0.001) increased among Aboriginal and Torres Strait Islander women. In FNQ, postpartum glucose monitoring increased among women with T2D (26% to 68% Aboriginal and Torres Strait Islander, p = 0.002; 50% to 100% non-Indigenous, p = 0.008), although there were no improvements in antenatal care indicators. Interpretation: Aspects of care for women with hyperglycaemia in pregnancy improved in the NT and FNQ following a multi-component health systems intervention. Funding: This study is funded by the Australian National Health and Medical Research Council (NHMRC) Global Alliance for Chronic Diseases Grant 1092968.
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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 | 0.000 | 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 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".