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Record W4415314265 · doi:10.1101/2025.10.14.25338024

Collective Health Decision-Making: Exploring Examples from Chinese Families in Australia

2025· preprint· W4415314265 on OpenAlexaff
Bingyi Han, Shanton Chang, Dana McKay, Carlene Wilson, Joyce Jiang, Jennifer McIntosh, Mark A. Jenkins

Bibliographic record

VenuemedRxiv · 2025
Typepreprint
Language
FieldHealth Professions
TopicCommunity Health and Development
Canadian institutionsCentre for Global Health Research
Fundersnot available
KeywordsCollectivismNegotiationImmigrationThematic analysisReflexivityHealth careMandarin ChineseAutonomyCultural diversity

Abstract

fetched live from OpenAlex

Abstract Australia’s patient-centred healthcare system emphasises individual autonomy, but this approach may not align with families that have culturally collectivist values. One example is Chinese culture, where collectivist values are rooted in Confucian principles of responsibility. Chinese people are the largest non-English-speaking migrant group in Australia, so understanding how Chinese families make health decisions is important for improving communication, access, and participation in preventive care. This study examined how Chinese immigrant families in Australia make health-related decisions, focusing on vaccination and bowel cancer screening, and how cultural and intergenerational factors shape these processes. We conducted semi-structured interviews with 13 Chinese multigenerational families living in Victoria in 2023, each including at least two generations living under one roof. Interviews were conducted in Mandarin for each family with one older parent, one adult child, and both together, and were analysed using reflexive thematic analysis. Four themes were identified: (1) language and cultural alignment, with families relying on Chinese-speaking doctors and culturally familiar information sources; (2) collective effort and interdependence, with adult children often leading or supporting decisions due to English proficiency and familiarity with the healthcare system; (3) intergenerational conflict, particularly when older parents withheld health concerns to avoid burdening their children; and (4) negotiation and implementation strategies by adult children, including using doctors’ authority and arranging appointments. Decision-making patterns ranged from full delegation (to adult child) to shared deliberation, with respect for parental autonomy remaining important. These findings highlight the interplay between cultural norms, family roles, and systemic barriers to accessing healthcare. We demonstrate that strict adherence to Western privacy norms limits access to care for collectivist families. Instead, healthcare services should provide accessible language support, culturally tailored health education, and options for both family-based and independent patient engagement to improve health outcomes in culturally and linguistically diverse populations.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Research integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.187
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.008
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0030.000
Bibliometrics0.0030.003
Science and technology studies0.0030.000
Scholarly communication0.0000.000
Open science0.0020.006
Research integrity0.0010.010
Insufficient payload (model declined to judge)0.0030.001

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 head0.237
GPT teacher head0.473
Teacher spread0.236 · 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; both teacher heads agree on what is shown here.

Study designObservational
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

Citations1
Published2025
Admission routes1
Has abstractyes

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