The ongoing effect of diabetes during pregnancy and the impact on infants
Bibliographic record
Abstract
In this issue of The Lancet Regional Health-Western Pacific, Hare and colleagues have reported on over three decades of data on hyperglycaemia (defined as pre-existing and gestational diabetes) during pregnancy and birthweight trends in a cohort of Aboriginal and non-Aboriginal women from the Northern Territory, Australia. [[1]Hare MJL Federica B Boyle JA et al.Diabetes during pregnancy and birthweight trends among aboriginal and non-aboriginal people in the northern territory of Australia over 30 years.Lancet Reg Health – West. Pac. 2020; https://doi.org/10.1016/j.lanwpc.2020.100005Summary Full Text Full Text PDF Scopus (4) Google Scholar] The authors report on the increase in rates over time in gestational diabetes (3.4% in 1987 to 13% in 2016) and pre-existing diabetes (0.6% in 1987 to 5.7% in 2016) in pregnant Aboriginal women. A similar increasing trend for gestational diabetes was also reported for non-Aboriginal women (1.9% in 1987 to 11% in 2016), with no change in pre-existing diabetes (≤0.7% throughout). Along with the increase in hyperglycaemia over time there was also a decrease in small-for-gestational-age for both Aboriginal and non-Aboriginal mothers. Despite this important decrease, there was a significant concurrent increase over time for large-for-gestational-age and high birthweight (>4000g) infants for both Aboriginal and non-Aboriginal mothers with the average increase for Aboriginal mothers greater than non-Aboriginal mothers. Importantly when investigating the contribution of hyperglycaemia during pregnancy on large for gestational age infants, the authors found that there was a strong association over time. High quality antenatal care plays an important role in the health and wellbeing of mothers and their infants. We agree with the authors that improved rates in small-for-gestational age infants is likely the result of improved timing of early first antenatal visits and a reduction in teenage mothers. Current clinical practice guidelines advise on several discussion points for women with diabetes during pregnancy. [[2]Department of HealthClinical practice guidelines: pregnancy care. Australian Government Department of Health, Canberra2019Google Scholar] These include but are not limited to the role of diet, physical activity and weight gain during pregnancy and the importance of monitoring and controlling blood glucose during the perinatal period. In addition to these, advising women of the risk to their infants including developing obesity, heart disease and diabetes in the future are included. In practice, these messages are important but as rightly pointed out by the authors difficult to implement in practice when Aboriginal families are faced with the challenges associated with the social determinants of health. The ongoing issue of food security including availability and cost, particularly for remote Australian Aboriginal communities, has and is an ongoing concern. Currently, there is a national inquiry into food security and cost in remote Aboriginal communities, however, we may not see any immediate change as a result of this inquiry. [[3]Australian Parliament HouseInquiry into food pricing and food security in remote indigenous communities.2020https://www.aph.gov.au/Parliamentary_Business/Committees/House/Indigenous_Affairs/FoodpricingGoogle Scholar] There have been many public health approaches that have been identified to improve hyperglycaemia during pregnancy such as providing outreach programmes and diabetes prevention programmes whilst ensuring that culturally safe care is provided. [[4]Maple-Brown LJ Hampton D. Indigenous cultures in countries with similar colonisation histories share the challenge of intergenerational diabetes.Lancet Glob Health. 2020; 8: e619-ee20Summary Full Text Full Text PDF PubMed Scopus (5) Google Scholar] In addition to these, we also believe the delivery of family-centred care programs where the focus is on the child and stresses the importance of immediate and extended family, as well as the home environment, is important to delivering public health messages. [[5]McCalman J Heyeres M Campbell S et al.Family-centred interventions by primary healthcare services for Indigenous early childhood wellbeing in Australia, Canada, New Zealand and the United States: a systematic scoping review.BMC Pregnancy Childb. 2017; 17: 71Crossref PubMed Scopus (23) Google Scholar] Ideally family-centred care programs also consider other points of care delivery including antenatal care, early childhood programs, family support and early intervention, domestic violence programs which are all aimed at creating a safe and supportive family unit. Aboriginal Community Controlled Health Organisations and First Nation health services are well placed to deliver this program of care to their families. [[6]Tomayko EJ Prince RJ Cronin KA Kim K Parker T Adams AK The Healthy Children, Strong Families 2 (HCSF2) randomized controlled trial improved healthy behaviors in american indian families with young children.Curr Dev Nutr. 2019; 3: 53-62Crossref PubMed Scopus (13) Google Scholar,[7]Campbell S McCalman J Redman-MacLaren M et al.Implementing the Baby One Program: a qualitative evaluation of family-centred child health promotion in remote Australian Aboriginal communities.BMC Pregnancy Childb. 2018; 18: 73Crossref PubMed Scopus (7) Google Scholar With the advances in technology, big data and a better understanding of diseases and in particular the heterogeneity of diabetes, First Nation's peoples must have the same access to advances in healthcare. This includes precision medicine, which is an emerging approach to disease prevention and treatment that is based on individual variability in genes, environment and lifestyle. Although this has yet to be translated into clinical practice, the time to consider how communities are part of the conversation and have access to these treatments is paramount to ensuring equitable access to these services. [[8]Merino J Florez JC. Precision medicine in diabetes: an opportunity for clinical translation.Ann N Y Acad Sci. 2018; 1411: 140-152Crossref PubMed Scopus (20) Google Scholar] Already researchers have successfully worked with Aboriginal communities for the collection of genomic data in chronic disease an important precursor to delivering precision medicine. [[9]Tong SY D'Antoine H McKinnon M et al.Lessons learned in genetic research with Indigenous Australian participants.Med J Aust. 2020; 212: 200-202.e1Crossref PubMed Scopus (6) Google Scholar] Although not in the scope of the current study we notice a downward trend in gestational diabetes for Aboriginal women from just before 2015. We believe this would be good to explore and perhaps provide some insight into promising public health messages or programs that are currently being trialled. We are interested in seeing if this downward trend continues. The authors have provided compelling evidence of the ongoing and increasing issue of diabetes in pregnancy, its impact on the infant and the implications of these to the broader community. The relationship the authors have with this important cohort and their ability to analyse data with an understanding of the issues and nuances, reinforces the outcomes presented in this study. This evidence supports further research on the impact of high birth weight and the long term effects it will have on the health and well-being of these children as they grow and get older. NAS and DM contributed to the overall concept of the work, NAS drafted the first version and DM revised for interpretation and intellectual content. We declare no conflict of interests. We did not receive any financial support for this research. Diabetes during pregnancy and birthweight trends among Aboriginal and non-Aboriginal people in the Northern Territory of Australia over 30 yearsThe burden of hyperglycaemia in pregnancy has grown substantially in the NT over three decades and is impacting birthweight trends. The prevalence of pre-gestational diabetes in Aboriginal women is among the highest in the world. Full-Text PDF Open Access
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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 | 0.001 | 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".