Access to cervical cancer screening among First Nations women and other vulnerable populations in Vancouver's Downtown Eastside
Bibliographic record
Abstract
Existing research demonstrates that participation of First Nations women in provincial cervical cancer screening programs is both less regular and less frequent than that of other women. In conducting a study among First Nations and other vulnerable populations in Vancouver's Downtown Eastside, this paper examines why First Nations women access cervical cancer screening programs less frequently than other women. A mixed methods approach, combining a qualitative survey, a focus group and elite interviews, is employed to identify factors that facilitate and inhibit screening. The results guide a series of recommended strategies for health care practitioners to improve participation among unscreened and under-screened groups. Implementing Pappalooza events maximizes outcomes for the population studied, however, other policy options examined offer effective alternatives for practitioners with different population characteristics. The study's findings are relevant to individual practitioners, health service organizations, the British Columbia Cervical Cancer Screening Program as well as to health professionals outside of the province.
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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 | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".