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Record W4303622037 · doi:10.31219/osf.io/7eazy

REMOVED DUE TO POLICY VIOLATIONS

2022· preprint· en· W4303622037 on OpenAlexaff
Fariha Haseen, Sadia Akter Sony, Dilip Kumar Basak, Monirul Islam, Sharlin Akther, Syed Shariful Islam

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldMedicine
TopicCervical Cancer and HPV Research
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsMedicineCervical cancerSlumFamily medicineService providerQualitative researchVaccinationCross-sectional studyService (business)NursingEnvironmental healthCancerPopulation

Abstract

fetched live from OpenAlex

Background: The study aimed to explore the perception of mothers of adolescent girls and health service providers in urban slums toward HPV vaccination.Methodology: A cross-sectional mixed-method study in the slums of Rayer Bazaar, Kamlapur and Mohakhali was conducted.The quantitative part included a household survey of mothers (n=150) and service providers (n=30) through a semi-structured pre-tested questionnaire and qualitative interviews included in-depth interviews (IDI) with mothers (n=10) and key-informant interviews (KII) with service providers (n=10).Results: Around 96% of mothers had never heard of HPV, and 98% were unaware that the virus's transmission could be halted.Only 3.3% of mothers were aware that HPV can cause cervical cancer, although, during IDI, it was seen that the majority of mothers said that cervical cancer is a communicable disease.Nearly 98% of mothers wanted their daughters to get vaccinated.Service providers had a good understanding of HPV, HPV vaccine, and cervical cancer.All service providers during KII agreed that if they had received adequate training on HPV vaccination and cervical cancer, they could have treated their patients better.Conclusion: The findings of this study have important implications for the design and advocacy of HPV immunization programs in Bangladesh.

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)0.017
metaresearch head score (Gemma)0.093
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.697
Threshold uncertainty score0.994

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0170.093
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.004
Science and technology studies0.0060.002
Scholarly communication0.0080.004
Open science0.0030.006
Research integrity0.0080.009
Insufficient payload (model declined to judge)0.3030.120

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 head0.067
GPT teacher head0.434
Teacher spread0.367 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2022
Admission routes1
Has abstractyes

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