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Record W4414853581 · doi:10.1186/s12913-025-13258-8

The Marurra-U Partnership: providing a hybrid, multidisciplinary, wraparound model of care for Aboriginal children living with complex needs in the remote Fitzroy Valley, Australia

2025· article· en· W4414853581 on OpenAlexaff
Thomas Stubbs, Anita Pickard, Emily Carter, Sue Thomas, Jadnah Davies, Rosemary Evans, Dagney Hopp, Kim Casburn, Tuguy Esgin, Blake Angell, Elizabeth Elliott, Alexandra Martiniuk

Bibliographic record

VenueBMC Health Services Research · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsPublic Health OntarioUniversity of Toronto
FundersNational Health and Medical Research CouncilMedical Research Council
KeywordsParticipatory action researchNursing researchMultidisciplinary approachGeneral partnershipPhotovoiceReflexivityThematic analysisHealth services researchHealth administrationIntegrated care

Abstract

fetched live from OpenAlex

INTRODUCTION: Aboriginal and Torres Strait Islander peoples have knowledge and strengths to promote health and wellbeing in their communities. There is a need to understand how multidisciplinary models of care and partnerships between Aboriginal Community-Controlled Organisations and health service providers can improve outcomes for children with complex needs. The aim of this study is to describe the development, characteristics, and implementation of the Marurra-U Partnership, which is a hybrid (telecare and in-person), multidisciplinary, wraparound model of care for children with complex neurodevelopmental needs and their families in the Fitzroy Valley, Kimberley Region, Western Australia. METHODS: This study is part of a broader research program that used an Aboriginal Participatory Action Research approach. In-depth interviews were conducted with eleven staff involved in designing and implementing the Marurra-U Partnership. Data were analysed using reflexive thematic analysis. RESULTS: Five themes were constructed relevant to the aim of the study: 1) responding to the need for multidisciplinary, wraparound services for Aboriginal children with complex needs in the Kimberley; 2) strengths, resilience, and future directions of the partnership; 3) principles and characteristics of the model of care; 4) climate change, environmental factors and geographic remoteness as consistent challenges to implementation of the model of care; and 5) shared recognition of the importance of genuine community partnership and leadership to implement models of care like Marurra-U. DISCUSSION: The Marurra-U Partnership, between an Aboriginal Community-Controlled Organisation and a non-government organisation that provide neurodevelopmental services, has developed a model of care for delivering wraparound, trauma-informed, multi-disciplinary developmental health and capacity-building services. It offers insights for supporting Aboriginal children with complex neurodevelopmental needs and their families in remote Australia.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.056
Threshold uncertainty score0.112

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0080.003
Scholarly communication0.0030.002
Open science0.0020.011
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.093
GPT teacher head0.471
Teacher spread0.378 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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