Research complexity in the remote Australian Indigenous context: a way forward
Bibliographic record
Abstract
In The Lancet Global Health,1Ward J Guy RJ Rumbold AR et al.Strategies to improve control of sexually transmissible infections in remote Australian Aboriginal communities: a stepped wedge cluster randomised trial.Lancet Glob Health. 2019; 7: e1553-e1563Summary Full Text Full Text PDF PubMed Scopus (4) Google Scholar James Ward and colleagues report the findings of a stepped-wedge, cluster-randomised trial undertaken across remote Aboriginal Australia, which aimed to reduce the prevalence of three endemic, fully curable, sexually transmissible infections (STIs): chlamydia, gonorrhoea, and trichomonas. Untreated, these infections can have long-term sequelae, including infertility, or adverse pregnancy outcomes, such as ectopic pregnancy and preterm birth. These last two conditions can result in the potentially preventable death of the mother or baby. Prevalence of STIs across remote Australia have changed little in 20 years,1Ward J Guy RJ Rumbold AR et al.Strategies to improve control of sexually transmissible infections in remote Australian Aboriginal communities: a stepped wedge cluster randomised trial.Lancet Glob Health. 2019; 7: e1553-e1563Summary Full Text Full Text PDF PubMed Scopus (4) Google Scholar with women in these communities also having some of the poorest pregnancy outcomes in Australia.2Li L O'Neil L Mothers and babies 2015: Northern Territory midwives' collection. Department of Health Northern Territory, Darwin, NT2018Google Scholar The study by Ward and colleagues has several strengths. It was led by a prominent Aboriginal researcher who is supported by a team with extensive expertise in Indigenous health and STI research. Aboriginal research leadership is important in ensuring the research approach is informed by Aboriginal ways of knowing, being, and doing. This study should be commended for its large scale (probably the largest randomised controlled trial focusing on improving health of Aboriginal people in remote communities), especially in terms of geographical distance and number of health-care providers who modified their information systems and participated, and for the robustness of the study design. Via a continuous quality improvement programme, Ward and colleagues increased screening rates by 38% overall (26% in females and 62% in males) from baseline; however, no change in STI prevalence was seen. Modelling has shown that screening rates of approximately 60% would be needed to reduce the prevalence of chlamydia and gonorrhoea to below 7% and screening up to 80% of the population is needed to eliminate these infectious conditions.3Hui BB Wilson DP Ward JS et al.The potential impact of new generation molecular point-of-care tests on gonorrhoea and chlamydia in a setting of high endemic prevalence.Sex Health. 2013; 10: 348-356Crossref PubMed Scopus (22) Google Scholar The complex intervention included several strategies to embed STI best practice, including the development of local action plans, training, support from regional coordinators, and incentives paid to the health centres (not individuals).1Ward J Guy RJ Rumbold AR et al.Strategies to improve control of sexually transmissible infections in remote Australian Aboriginal communities: a stepped wedge cluster randomised trial.Lancet Glob Health. 2019; 7: e1553-e1563Summary Full Text Full Text PDF PubMed Scopus (4) Google Scholar Barriers to undertaking STI screening in this environment have also changed little in the past 20 years, highlighting insufficient resourcing to manage the acute care needs in these communities, with primary health care and prevention activities being less of a priority than other more urgent health care needs. A lack of input from Aboriginal communities in health centre and service design is also problematic. Additional research from this study group highlights the importance of culturally safe services informed by cultural kinship, protocols, and knowledge.4Hengel B Guy R Garton L et al.Barriers and facilitators of sexually transmissible infection testing in remote Australian Aboriginal communities: results from the Sexually Transmitted Infections in Remote Communities, Improved and Enhanced Primary Health Care (STRIVE) study.Sex Health. 2015; 12: 4-12Crossref PubMed Scopus (14) Google Scholar Cultural kinship is informed by relationality—ie, how people relate to each other and their roles, responsibilities, and obligations in relation to each other, animals, ceremonial business, and land. Hence, some health-care workers cannot care for some people in the community. These sensitivities are rarely accommodated for in staffing levels or the designs of health-care centres. The sensitive management of positive STI results can also be challenging in small communities.4Hengel B Guy R Garton L et al.Barriers and facilitators of sexually transmissible infection testing in remote Australian Aboriginal communities: results from the Sexually Transmitted Infections in Remote Communities, Improved and Enhanced Primary Health Care (STRIVE) study.Sex Health. 2015; 12: 4-12Crossref PubMed Scopus (14) Google Scholar Focusing on a continuous quality improvement programme to increase screening is clearly important but alone was not enough to reduce the prevalence of STIs in this study. A systematic review of continuous quality improvement studies in Aboriginal and Torres Strait Islander primary health care in Australia found changes to services were variable and effects were not always consistent, with no economic evaluations undertaken.5Sibthorpe B Gardner K Chan M Dowden M Sargent G McAullay D Impacts of continuous quality improvement in Aboriginal and Torres Strait islander primary health care in Australia.J Health Organ Manag. 2018; 32: 545-571Crossref PubMed Scopus (9) Google Scholar Some studies report poor quality of care,5Sibthorpe B Gardner K Chan M Dowden M Sargent G McAullay D Impacts of continuous quality improvement in Aboriginal and Torres Strait islander primary health care in Australia.J Health Organ Manag. 2018; 32: 545-571Crossref PubMed Scopus (9) Google Scholar and none reported intentional community engagement in continuous quality improvement activities,5Sibthorpe B Gardner K Chan M Dowden M Sargent G McAullay D Impacts of continuous quality improvement in Aboriginal and Torres Strait islander primary health care in Australia.J Health Organ Manag. 2018; 32: 545-571Crossref PubMed Scopus (9) Google Scholar which arguably is important. These findings necessitate an understanding of the effect of colonisation in disease presentation, service models, health financing, and community engagement. Elsewhere, high-performing continuous quality improvement programmes have been associated with a stable workforce, teamwork, good leadership, and continuous quality improvement systems.6Larkins S Carlisle K Turner N et al.‘At the grass roots level it's about sitting down and talking’: exploring quality improvement through case studies with high-improving Aboriginal and Torres Strait Islander primary healthcare services.BMJ Open. 2019; 9e027568Crossref PubMed Scopus (7) Google Scholar In settings where continuous quality improvement is everyone's business, communities are active, visible, and engaged in the process.6Larkins S Carlisle K Turner N et al.‘At the grass roots level it's about sitting down and talking’: exploring quality improvement through case studies with high-improving Aboriginal and Torres Strait Islander primary healthcare services.BMJ Open. 2019; 9e027568Crossref PubMed Scopus (7) Google Scholar In the Article by Ward and colleagues, how much community engagement occurred is unclear, although funding for small-scale health promotion activities was available. An opportunity for further improvement with these factors at the forefront might exist. Research in the Canadian context describes community engagement activities that made a difference to maternal and child health outcomes as First Nations community investment (collective understanding and valuing of a programme), ownership (ie, the programme is ours), and activation (high-level community participation).7Smylie J Kirst M McShane K Firestone M Wolfe S O'Campo P Understanding the role of Indigenous community participation in Indigenous prenatal and infant-toddler health promotion programs in Canada: a realist review.Soc Sci Med. 2016; 150: 128-143Crossref PubMed Scopus (38) Google Scholar We have applied this approach to our own research and developed the RISE framework to drive substantial maternal and infant health service reform. The RISE framework comprises redesigning the health service; investing in the workforce, both Indigenous and non-Indigenous; strengthening families' capacity; and embedding Aboriginal community governance and control.8Kildea S Hickey S Barclay L et al.Implementing birthing on country services for Aboriginal and Torres Strait Islander families: RISE framework.Women Birth. 2019; 32: 466-475Summary Full Text Full Text PDF PubMed Scopus (12) Google Scholar Application of the framework has resulted in significantly improved quality of care and reduced preterm birth.9Kildea S Gao Y Hickey S et al.Reducing preterm birth amongst Aboriginal and Torres Strait Islander babies: a prospective cohort study, Brisbane, Australia.EClinicalMedicine. 2019; 12: 43-51Summary Full Text Full Text PDF PubMed Scopus (21) Google Scholar The health services were clearly redesigned for this study and approximately 30% were Aboriginal community-controlled services. Investment in the workforce was also apparent, but how much work occurred to strengthen families' capacity, understanding (health literacy), and involvement in implementing solutions, and how much local community investment, ownership, and activation occurred is less clear. Perhaps what has been learnt in the Canadian setting could be applied and tested in the STI setting. This research has resulted in sustained improvements in continuous quality improvement in sexual health in participating services and a further study, STRIVEplus, to refine and translate the continuous quality improvement activities. New technology, incentivising clients rather than health centres, and other advances might also help address this endemic health issue with point-of-care testing for rapid diagnosis being tested by the team in a large randomised controlled trial.10Guy RJ Natoli L Ward J et al.A randomised trial of point-of-care tests for chlamydia and gonorrhoea infections in remote Aboriginal communities: Test, Treat ANd GO—the “TTANGO” trial protocol.BMC Infect Dis. 2013; 13: 485-494Crossref PubMed Scopus (28) Google Scholar We look forward to future work from this team. YR is an associate investigator on the “Novel interventions to address methamphetamines in Aboriginal communities, including a randomised trial of a web based therapeutic tool used to treat dependence in clinical settings. [2016–2020]” grant funded by the National Health and Medical Research Council; the lead author of the Article, James Ward, is a chief investgator for this project. YR has participated in two investigator meetings and contributed to the drafting of one manuscript from this unrelated project. SK declares no competing interests. Strategies to improve control of sexually transmissible infections in remote Australian Aboriginal communities: a stepped-wedge, cluster-randomised trialOur intervention increased STI testing coverage but did not have an effect on prevalence. Additional interventions that will provide increased access to both testing and treatment are required to reduce persistently high prevalences of STIs in remote communities. Full-Text PDF Open Access
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.364 | 0.407 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.010 | 0.007 |
| Bibliometrics | 0.013 | 0.013 |
| Science and technology studies | 0.009 | 0.046 |
| Scholarly communication | 0.034 | 0.054 |
| Open science | 0.012 | 0.032 |
| Research integrity | 0.031 | 0.034 |
| Insufficient payload (model declined to judge) | 0.018 | 0.003 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".