MétaCan
Menu
Back to cohort
Record W3205039698 · doi:10.18295/squmj.10.2021.141

Parents’ Awareness of and Perspectives on Childhood Refractive Error and Spectacle Wear in Saudi Arabia

2021· article· en· W3205039698 on OpenAlexaboutno aff
Saif Hassan Alrasheed, Waleed Alghamdi

Bibliographic record

VenueSultan Qaboos University medical journal · 2021
Typearticle
Languageen
FieldMedicine
TopicOphthalmology and Visual Impairment Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineRefractive errorOptometryEye carePerceptionSpectaclePerspective (graphical)Affect (linguistics)Quarter (Canadian coin)OphthalmologyVisual acuityPsychology

Abstract

fetched live from OpenAlex

Objectives: This study aimed to assess parents’ awareness of and perspectives on childhood refractive errors in Saudi Arabia. Methods: This cross-sectional study was conducted between October and November 2020 in public schools across different regions of Saudi Arabia. Data were collected using an online questionnaire that assessed parents’ knowledge and perceptions of childhood refractive errors and spectacle wear. Results: A total of 358 parents from different regions of Saudi Arabia completed the questionnaire and were obtained in this study (response rate: 85%). Approximately one third (38.3%) of the parents reported that they had never heard of refractive errors and one-third (33.8%) mentioned that uncorrected refractive errors did not lead to visual impairment. The majority (74.0%) cited using eyeglasses as an effective way to manage childhood refractive errors. Two-thirds (63.7%) stated that they did not receive any information about paediatric eye care. Better knowledge was associated with a higher educational level, female gender and older age (P <0.001, P = 0.008 and P = 0.024, respectively). Regarding parents’ perspective on spectacle wear, 13.7% felt that using eyeglasses affected their children’s chances of learning. However, 82.7% supposed that eyeglasses did not affect their children’s employment opportunities. Almost a quarter of the sample (22.1%) thought that using eyeglasses would decrease the eye’s power, resulting in childhood visual impairment. Conclusion: The level of awareness and perceptions regarding childhood refractive errors and spectacle wear was low among parents. Therefore, a policy is needed to improve the awareness and perception of the key stakeholders in this issue, including parents and teachers.

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)0.003
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 score0.018
Threshold uncertainty score0.036

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.029
GPT teacher head0.317
Teacher spread0.289 · 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

Citations12
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueSultan Qaboos University medical journalSame topicOphthalmology and Visual Impairment StudiesFrench-language works237,207