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Record W4387789704 · doi:10.1525/agh.2023.1911325

Menstrual health during COVID-19: How water, sanitation, and hygiene strategies can improve menstrual health and hygiene and foster gender equality

2023· article· en· W4387789704 on OpenAlexaff
Rachel Fisher Ingraham, Karen Joe

Bibliographic record

VenueAdvances in Global Health · 2023
Typearticle
Languageen
FieldMedicine
TopicMenstrual Health and Disorders
Canadian institutionsAlberta Health Services
Fundersnot available
KeywordsSanitationHygieneTabooPandemicEnvironmental healthPublic healthPsychologyMedicineBusinessPolitical scienceCoronavirus disease 2019 (COVID-19)NursingDisease

Abstract

fetched live from OpenAlex

Despite the fact that over 800 million women, girls, transgender, and gender nonbinary persons menstruate, menstrual health and hygiene (MHH) remains a taboo and under-resourced public health subject. Water, sanitation, and hygiene (WASH) insecurity, an issue made worse by the COVID-19 pandemic, plays a significant role in menstruators’ abilities to safely manage their periods. COVID-19 has further revealed how a continued lack of access to WASH resources hinders an individuals’ means to address their menstrual health with dignity. The impacts of COVID-19 have laid bare the many challenges associated with menstruation, intensifying existing inequalities for women, girls, and other menstruators. Mobility limitations and quarantining have created complex obstacles for menstruators while lockdown protocols, border closures, and panic buying have impacted the sanitary pad supply chain. Community and school closures have removed many of the routine ways in which menstruators access sanitary products. Our article seeks to understand how the pandemic and existing WASH systems exacerbated the ongoing challenges associated with MHH, highlighting opportunities for future crisis planning to advance MHH infrastructure, resources, and stigma reduction. A landscape analysis was used to understand how the pandemic affected those who menstruate. Academic, peer-reviewed literature as well as gray literature informed the authors’ understanding of the dynamic nature of COVID-19 and WASH infrastructure on menstruators. From these insights, the authors were able to identify emerging themes and trends that they have highlighted in this article. Water and sanitation programs have the power to improve gender equality and equity, health, and education by investing in menstrual hygiene infrastructure, awareness creation, and stigma reduction. The diversion of resources, and in particular WASH resources, toward pandemic-related hygiene supplies and mobility restrictions, however, have exposed menstruators to sexual exploitation and physical and mental strain. It is critical to understand and address the pandemic’s impacts on menstruators, drawing lessons from and creating opportunities to systematically advance MHH, thereby elevating gender equality.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.577
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.038
GPT teacher head0.404
Teacher spread0.366 · 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 teacher head, not a consensus.

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

Citations0
Published2023
Admission routes1
Has abstractyes

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