A systematic review and meta‐ethnography of the qualitative literature: experiences of the menarche
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
AIM: This article is a report of a systematic review and meta-ethnography of women's experience of menarche. BACKGROUND: Adolescents may experience menarche at different ages, but menarche remains an important milestone in the female maturation process, representing the transition from childhood to womanhood. DESIGN: Systematic review and meta-ethnography. METHODS: Electronic databases were systematically searched and supplemented with reference lists searching. Qualitative studies of women's experience of menarche were purposely selected and questions proposed by the critical appraisal skills programme was adapted and used to assess papers prior to synthesis. Key themes and concepts were extracted and synthesised using meta-ethnography. RESULTS: Fourteen studies on menarche experience were identified. The majority of studies were descriptive. Five key concepts were identified from all 14 papers as being descriptive of women's experience of menarche. These included: menarche preparation, significant others' response to menarche, physical experience of menarche, psychological experience of menarche and social-cultural perspective of menarche. CONCLUSIONS: Menarche experience had a major impact on women. Women went through physical, psychological and social-culture changes when their first menstrual flow came. Menarche preparation has been shown to have a beneficial impact on the menarcheal woman. School nurses have accurate knowledge about sexual health; they can and should provide appropriate menstrual education. RELEVANCE TO CLINICAL PRACTICE: The findings can be used by school nurses working with adolescents as the basis for a framework of intervention strategies directed towards helping adolescents to better accept their menarche and transition into womanhood.
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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 | 0.011 | 0.019 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.009 | 0.005 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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