Cultural Narratives of Micronesian Islander Parent Leaders: Maternal and Children's Health, the School System, and the Role of Culture
Bibliographic record
Abstract
Background: In Oregon in the United States’ Pacific Northwest, Native Hawaiians/ Pacific Islanders including Micronesian Islanders (MI) substantially grew by 68%; however, research is sparse. This is often due to data aggregation as Asian and Pacific Islanders and community members’ reluctance and wariness to participate in research due to a history of unethical research in the Pacific. The MI community experienced miscarriages, stillbirths, and mental intellectual and developmental disabilities. Organizational MI community leaders expressed a need to explore the voices of MI parent leaders. The purpose of the qualitative descriptive pilot study was to explore the perceptions and experiences of Micronesian Islander parent leaders (MIPL) with maternal and children’s health, the school system, and the influence of culture. Methods: A trained MI community health worker recruited eight MIPL from an urban area of the Pacific northwest in the U.S. A group level assessment included illustrative storytelling and is a participant-driven qualitative method that guided data collection and analysis in real-time with MIPL. The discussions lasted for 90 minutes. MIPL shared stories by writing and drawing pictures onto the flip chart papers, transcribed main points, and analyzed the data with researchers. Researchers recorded field notes of the interactions. Researchers debriefed with MIPL to assure trustworthiness and credibility of the findings. Findings: MIPL are Compact of Free Association citizens. Their age ranged from 26 to 42 years, have lived in the U.S. an average of 12.63 years, and most reported having less than $15,000 total household income before taxes. Four main themes were identified: MI cultural identity, English language and MI culture disharmony, zero or delayed prenatal care, and uncertainty for the future of MI children who have disabilities or developmentally delayed as they progress through the school system. Conclusion: Health care providers including nurses and school officials need to have a culturally specific understanding of the MI community and must consider their needs, culture, and language barriers.
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".