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Record W4414985890 · doi:10.1186/s12889-025-24587-y

Health-related quality of life and its associated factors among high school students with myopia in China

2025· article· en· W4414985890 on OpenAlexaff
Xiaoyan Yang, Shitong Xie, Jing Wang, Chang Luo, Mengdi Li, Tianqi Hong, Qi Wei, Lihua Li, Jing Wu

Bibliographic record

VenueBMC Public Health · 2025
Typearticle
Languageen
FieldMedicine
TopicOphthalmology and Visual Impairment Studies
Canadian institutionsMcMaster University
FundersNatural Science Foundation of Tianjin CityNankai UniversityNational Natural Science Foundation of China
KeywordsBiostatisticsChinaPublic healthEpidemiologyQuality of life (healthcare)SittingCross-sectional studySocioeconomic status

Abstract

fetched live from OpenAlex

PURPOSE: To evaluate the health-related quality of life (HRQoL) of Chinese high school students with myopia and to investigate its potential associate factors. METHODS: This cross-sectional study was conducted in seven high schools across three representative regions in China. Students were invited to participate in an eye examination and complete an online survey. The HRQoL was measured by using the Child Health Utility Nine-Dimension (CHU-9D) and 25-items National Eye Institute Visual Functioning Questionnaire (NEI-VFQ-25). Sociodemographic characteristics and vision-related characteristics were also collected. Descriptive statistics were performed on respondents' characteristics and one-way analysis of variance was used to compare HRQoL among subgroups. Multivariable linear regression analyses were performed to identify contributing factors to HRQoL. RESULTS: A total of 2,198 students with myopia (53.1% male, age was 16.7 ± 0.8 years) were included in this study. The utility value of CHU-9D was 0.851 ± 0.160 (mean ± SD), the score of NEI-VFQ-25 was 91.112 ± 9.619. Higher NEI-VFQ-25 scores correspond with higher CHU-9D utility values. Regression analyses showed that the CHU-9D utility values were higher in younger students, males, those who adopted normal sitting position, those who spent more than 10 h outdoor-activities per week, and those who wore frame glasses. The NEI-VFQ-25 scores were higher in older students, females, those who adopted normal sitting position, and those who did not wear glasses. CONCLUSIONS: Myopia has a non-negligible impact on the HRQoL among Chinese high school students. Age, sex, sitting posture, time of outdoor-activities, and glasses type were deemed as the associated factors of HRQoL.

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)0.001
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 score0.026
Threshold uncertainty score0.051

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
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 head0.070
GPT teacher head0.417
Teacher spread0.347 · 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

Citations2
Published2025
Admission routes1
Has abstractyes

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