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Record W4391568180 · doi:10.2196/53353

Factors Associated With Perception of Stigma Among Parents of Children With Cleft Lip and Palate: Cross-Sectional Study

2024· article· en· W4391568180 on OpenAlexvenueno aff
Yanan Zhang, Xinwen Zhang, Jinzhuo Jiang, Wanhua Xie, Daoman Xiang

Bibliographic record

VenueJMIR Formative Research · 2024
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicCleft Lip and Palate Research
Canadian institutionsnot available
FundersGuangzhou Municipal Science and Technology Bureau
KeywordsCross-sectional studyStigma (botany)PerceptionPsychologyMedicineDevelopmental psychologyPsychiatry

Abstract

fetched live from OpenAlex

Background Parents of children with cleft lip with or without cleft palate (CL/P) often face stigmatization, which has a significant impact on their quality of life and mental health. However, to date, there is a lack of comprehensive, multicenter empirical research on parents of children with CL/P in China, particularly those with large-scale samples. Objective This study aimed to identify major factors that contribute to the perception of stigma experienced by parents of children with CL/P. Methods A cross-sectional survey was conducted. A total of 104 parents of children diagnosed with CL/P in 2 hospitals were selected by convenience sampling. Demographics and disease information, the Chinese Perception of Stigma Questionnaire, the Center for Epidemiological Studies Depression Scale, and the Social Anxiety Scale were used in this study. Descriptive statistics, t tests, and one-way ANOVA were used to compare the differences between participants’ demographic information and perception of stigma. Multivariable linear regression was performed to assess associations between demographic factors, social anxiety, depression, and perception of stigma. Results The mean scores for the dimensions of perception of stigma, depression, and social anxiety were 22.97 (SD 9.21), 38.34 (SD 8.25), and 22.86 (SD 6.69), respectively. Depression and social anxiety were positively associated with discrimination, while surgery status was a negatively associated variable. Parents with a college education or higher had significantly lower levels of perceived stigma compared to parents with a junior high school education (all P values <.05). These 4 factors explained 40.4% of the total model variance (F8=9.726; P<.001; R2=0.450; adjusted R2=0.404). Conclusions Our findings highlight a concerning trend of diminished quality of life among parents of children with CL/P. Factors such as parents’ education level, surgery status, depression, and social anxiety are shown to influence the level of stigma experienced. Implementing comprehensive nursing care and providing presurgical support are effective strategies for alleviating parents’ social anxiety, reducing perceived stigma, and preventing depression.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.003
Threshold uncertainty score0.347

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
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 head0.049
GPT teacher head0.388
Teacher spread0.339 · 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.

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
Published2024
Admission routes1
Has abstractyes

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