Breast Cancer: Knowledge, Attitudes, and Practices of Female Schoolteachers in Lagos, Nigeria
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article examines the knowledge, attitudes, and practices of female schoolteachers concerning breast cancer. A cross-sectional survey was conducted among 200 schoolteachers randomly selected from 12 schools in Lagos, Nigeria. A self-administered questionnaire was used to investigate their knowledge about the symptoms of breast cancer, methods of diagnosis, risk factors, and breast self-examination. A response rate of 94% (188 respondents) was achieved. Eighty-five percent knew breast cancer was a serious disease, but only 53.2% knew that a breast lump was the most commonly recognized sign. Other symptoms were even less well known. Only 13.8% knew the methods of diagnosis, and knowledge of risk factors was also poor. Breast self-examination was practiced by 62% of respondents; 11% practiced it on a monthly basis, but only 25% were deemed to possess sufficient knowledge about the procedure. One-quarter of participants were categorized as possessing a satisfactory knowledge of breast cancer. The level of awareness on breast cancer is very low among this group of female schoolteachers.
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.
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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it