MétaCan
Menu
Back to cohort
Record W4410345203 · doi:10.1186/s12889-025-22809-x

The effect of an audio-recorded intervention program on the knowledge and self-reported practices of menstruation and hygiene among visually impaired young girls in Rwanda: a mixed method study

2025· article· en· W4410345203 on OpenAlexaff
Justine Bagirisano, Marie Laetitia Ishimwe Bazakare, Aimable Nkurunziza, Jean Bosco Henri Hitayezu, Yvonne Delphine Nsaba Uwera, Juliet Mukankusi, David Ntirushwa, Godfrey Katende, Donatilla Mukamana, Michael Habtu

Bibliographic record

VenueBMC Public Health · 2025
Typearticle
Languageen
FieldMedicine
TopicMenstrual Health and Disorders
Canadian institutionsNipissing UniversityWestern University
FundersUniversity of Michigan
KeywordsBiostatisticsMedicineHygienePublic healthMenstruationIntervention (counseling)EpidemiologyEnvironmental healthFamily medicineNursingInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Menstrual hygiene practices among visually impaired young girls are a significant public health concern in Rwanda. Limited knowledge about menstruation leads to inadequate hygiene practices, increasing the risk of cervical cancer, urinary tract infections, and reduced quality of life. The menstrual hygiene needs of visually impaired girls who depend on daily assistance for personal hygiene have not been adequately addressed in previous studies. OBJECTIVES: To assess the effect of an audio-recorded program on the knowledge and self-reported practices of menstruation hygiene among visually impaired young girls in Rwanda. METHODOLOGY: A pre-post mixed intervention study was conducted involving 93 visually impaired young girls from four specialized educational institutions. After obtaining consent and assent, baseline data were collected following an audio-recorded intervention. A pretested tool was used to measure participants' knowledge and practices about menstruation and menstrual hygiene. Post-interventional data was collected, and paired t-tests were used to analyze changes in knowledge and practice scores. Qualitatively, focus group discussions were used to evaluate the perceived effect of the audio-recorded program. Qualitative data were organized by Dodoose software and analyzed using thematic analysis. RESULTS: The majority of participants (67.7%) were enrolled in secondary education level and lived in rural areas (76.3%), with the largest proportion (43%) being between the ages of 16 and 20 years. There was a significant increase in the knowledge of young visually impaired girls (p < 0.001) after the audio-recorded intervention program. There was a significant increase in the overall menstrual hygiene practice after the implementation of the audio-recorded program (p < 0.001). Qualitatively, four themes emerged from the study, including improved knowledge and abilities, boosted confidence, the convenience of audio, and the perceived need to increase audio effectiveness. CONCLUSION: The study revealed a significant association between the audio-recorded interventions and improved menstrual hygiene knowledge and practices among visually impaired young girls. However, since the study utilized a pretest-posttest design, a randomized controlled trial is recommended for robust evidence.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.045
GPT teacher head0.451
Teacher spread0.406 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueBMC Public HealthSame topicMenstrual Health and DisordersFrench-language works237,207