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Record W4409963618 · doi:10.1093/jdsade/enaf021

Communicative participation of school-aged children with cochlear implants: parental perceptions

2025· article· en· W4409963618 on OpenAlexafffund
Louise Duchesne, Marie-Pier Gingras, Maude Gagnon

Bibliographic record

VenueThe Journal of Deaf Studies and Deaf Education · 2025
Typearticle
Languageen
FieldNeuroscience
TopicHearing Loss and Rehabilitation
Canadian institutionsUniversité du Québec à Trois-Rivières
FundersFonds de Recherche du Québec-Société et Culture
KeywordsThematic analysisInternational Classification of Functioning, Disability and HealthPerceptionPsychologyDevelopmental psychologyPsychological interventionConstruct (python library)Qualitative researchMedicine

Abstract

fetched live from OpenAlex

This qualitative study aimed to explore parents' perceptions regarding the communication of their school-aged child with cochlear implants (CIs) in various social contexts. To this end, the construct of "communicative participation" (World Health Organization (2001), International Classification of Functioning, Disability, and Health, https://www.who.int/standards/classifications/international-classification-of-functioning-disability-and-health) was broadly applied to the population of children with CIs. Nineteen parents participated in semi-structured interviews and described their perceptions and experiences regarding the communication of their child in social contexts. Data were analyzed using a thematic analysis approach. The results showed that overall, despite describing very positive outcomes with CIs, parents reported that their children do experience participation restrictions and activity limitations because of communication difficulties and/or environmental and social barriers. The findings from this study unveiled the communication difficulties of school-aged children with CIs, as experienced by their parents. These difficulties-which may seem subtle-can significantly impact the participation in communication. Language interventions could be improved to better support pupils who are experienced CI users.

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)0.004
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.022

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0020.001
Open science0.0000.002
Research integrity0.0010.001
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 head0.044
GPT teacher head0.383
Teacher spread0.338 · 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 designQualitative
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 routes2
Has abstractyes

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