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Record W6982324463

“I am the expert” : The Process of Adolescent Transition in the Self-Management of Hearing Healthcare. A Constructivist Grounded Theory Study

2021· article· en· W6982324463 on OpenAlexaff

Bibliographic record

VenueScholarship@Western (Western University) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicCaribbean history, culture, and politics
Canadian institutionsWestern University
Fundersnot available
KeywordsGrounded theoryConstructivist grounded theoryTransition (genetics)Resource (disambiguation)Process (computing)Constructivist teaching methodsHearing loss
DOInot available

Abstract

fetched live from OpenAlex

Adolescence is a time when adult behaviours become established and adolescents are more able to manage aspects of their healthcare. Research has examined adolescent transitions to self-manage their personal healthcare needs associated with chronic diseases. Providing children and adolescents with information about their health is an ongoing process and, as they mature, they should be allowed to take on more responsibility for their healthcare management. The purpose of this study was to explore the transition for adolescents who are deaf and hard of hearing toward the self-management of their hearing healthcare. A constructivist grounded theory approach was used to develop a model for the transition process. Participants included adolescents with congenital or early-identified hearing loss who communicate via the aural/oral modality, parent(s)/guardian(s) with the role of primary caregiver for a child with hearing loss, hearing resource teachers working within a school board to support students with hearing loss, and audiologists working clinically with adolescents. All participants took part in one-on-one interviews and adolescent participants were asked to complete a take-home journal. Findings from this study informed the development of the constructivist grounded theory model “I am the expert” that describes the transition for adolescents in the self-management of hearing healthcare. This model identifies the key themes of developing ownership, managing identity, developing advocacy, and doing it myself. Results from this study highlight the support role of parents, audiologists, and itinerant teachers in the transition to self-manage hearing healthcare. Implications for audiology practice and education are provided.

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)0.019
metaresearch head score (Gemma)0.016
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 score0.019
Threshold uncertainty score0.102

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.016
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.001
Science and technology studies0.0050.008
Scholarly communication0.0060.006
Open science0.0010.004
Research integrity0.0010.005
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 head0.083
GPT teacher head0.348
Teacher spread0.265 · 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

Citations0
Published2021
Admission routes1
Has abstractyes

Explore more

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