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Record W1981194128 · doi:10.1080/09286580600599457

Blinding Trachoma in the Northern Provinces of Vietnam—A Cross Sectional Survey

2006· article· en· W1981194128 on OpenAlexaff
Rajiv Khandekar, Nguyen Huy Nga, Phuong Mai

Bibliographic record

VenueOphthalmic Epidemiology · 2006
Typearticle
Languageen
FieldImmunology and Microbiology
TopicReproductive tract infections research
Canadian institutionsSt. Paul's HospitalUniversity of British Columbia
FundersInternational Trachoma Initiative
KeywordsTrachomaTrichiasisMedicineBlindingCross-sectional studyDemographyPrevalencePopulationOptometryEnvironmental healthSurgeryRandomized controlled trial

Abstract

fetched live from OpenAlex

INTRODUCTION: A prevalence study was conducted in 2001 as part of the SAFE Trachoma Control initiatives in twelve districts of eight northern provinces of Vietnam. The authors present the magnitude and some risk factors of trachomatous trichiasis (TT), trachomatous scarring (TS) and trachomatous corneal opacity (TCO). METHODS: Ophthalmologists examined 43,677 people of more than 34 years of age, randomly selected. Ophthalmic loupe, torchlight and the trachoma grading card recommended by WHO were used for this examination. RESULTS: The prevalence of TT was 7.31% (95% CI 7.07-7.55) and 382,950 persons with TT were included in the study population. The rate was higher in females (8.92%) than in males (5.35%). The rate was 13.7% in the district of Me Linh in Vinh Phuc province and in the districts of Ha Tay and Khoai Chau in Hung Yen province, while in the districts of Na Ri (Bac Kan province), Cam Xuyen (Ha Tinh province) and Van Yen (Yen Bai province), the prevalence of TT was less than 2%. The TT rate in the plains was 13%, while in mountainous, coastal and delta terrains, the rate fell to 2.4%, 3.5% and 9.4% respectively. The prevalence of TS and TCO was 8.42% (95% CI 8.21-8.61) and 1.1% (95% CI 1.00-1.20) respectively. CONCLUSION: Although the magnitude of TT is high, the problem of TCO seems to be less serious. The goal of eliminating blinding trachoma from the study area by 2010 represents a big challenge. Based on these survey estimates, the national program could plan resources for the 'S' strategy of trachoma control (surgery for those at immediate risk of blindness).

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)0.000
metaresearch head score (Gemma)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.140
Threshold uncertainty score0.279

Distilled classifier scores by category (both heads)

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

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 head0.091
GPT teacher head0.387
Teacher spread0.296 · 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

Citations8
Published2006
Admission routes1
Has abstractyes

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