Maasai Community Perception of Oral Thrush: A Qualitative Study
Bibliographic record
Abstract
Aim: To determine perception and understanding of oral thrush among Maasai women of reproductive age (WRA), Traditional Birth Attendants (TBAs), village leaders and health care workers in the Ngorongoro Conservation Area (NCA). Study Design: Cross sectional, qualitative research. Place and Duration: Three villages namely; Olbalbal, Misigiyo and Alelilai in the Ngorongoro Conservation Area, between March 2013 and September 2014. Methodology: We included women of reproductive age (210), village leaders (5), Traditional Birth Attendants (TBA) ( Data was collected using focus group discussions among Traditional Birth Attendants and village leaders, interview for women of reproductive age and health care providers. Results: The community recognizes that oral thrush is a problem among pregnant and lactating
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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 | 0.024 | 0.001 |
| 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 | 0.000 |
| 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".