Understanding health workers’ views on addressing the ongoing unmet need for family planning in Guadalcanal, Solomon Islands
Bibliographic record
Abstract
Introduction: It is estimated that in the Pacific region the unmet need for family planning is among the highest in the world. This study supports access to family planning based on evidence that impacts of contraceptive use range from improved health to socioeconomic benefits and sustainable development. This study hears from health workers providing essential family planning care to women and their families in Guadalcanal, Solomon Islands. This region was chosen for this study as it has a subnational disparity of highest unmet need for family planning in the Solomon Islands. The aim was to understand health workers’ perspectives on barriers to contraception in this region, and to hear their proposed solutions. Methods: This mixed methods study was based on an exploratory descriptive research approach using a survey, which was distributed to health workers at rural and urban health centres in Guadalcanal, Solomon Islands. Fifty-six surveys comprised of 32 questions, both open and closed-ended, were completed and analysed. This included three demographic questions. Findings: Health workers identified multiple structural, social, and service-driven barriers to meeting the contraceptive needs of women in their communities. Structural barriers include gender inequity and religious influence. Social and service barriers that may be more amenable to influence include misinformation and fear about contraceptive side effects; contraceptive stigma; and access to contraceptive training and education for health workers. Health workers expressed eagerness to address the unmet need for contraception in their communities and are a resource that should be prioritised in programmes seeking to expand access to contraception in the Solomon Islands. Health workers are embedded in their communities and insightful about health service complexities in their settings. They identified solutions including increased access to education and training for Long-Acting Reversible Contraception; increased efforts in raising community awareness and ways of encouraging contraceptive acceptance; and a continued investment in enabling environments both for health workers, and women. Conclusions: This study affirms health workers as a key resource in addressing the unmet need for contraception in Guadalcanal, Solomon Islands, and calls for programme and policy solutions informed by their perspectives. The two main priorities they emphasised to help tackle the persistent problem of unmet need for contraception are an increase in their capability to provide contraceptive implants, and an increase in community education to boost acceptance of family planning care from women and their families.
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.005 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".