Mild matters: parental insights into the conundrums of managing mild congenital hearing loss
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
OBJECTIVE: To explore and describe parental experiences related to the management of mild bilateral congenital hearing loss in children. DESIGN: Using qualitative methods, we conducted semi-structured interviews with parents/caregivers until saturation of themes was achieved. We analysed transcripts using inductive content analysis. STUDY SAMPLE: Caregivers of children under 3-years-old with mild bilateral sensorineural hearing loss. RESULTS: We interviewed 12 parents. Parental perception of advice regarding hearing aid fitting was varied; almost all children were offered hearing aids. Perceived positives related to hearing aids: feeling empowered that action has been taken; improvements in the child's hearing perception and; facilitation of behavioural management. Perceived negatives of hearing aid use: difficulties with compliance resulting in parental frustration and guilt, damage/loss of equipment, discomfort, parental discord, altered quality of natural sound and potential bullying/stigma. Some parents were ambivalent about the effect of the hearing aids. Where hearing aids were offered and not fitted, there was significant ongoing uncertainty, and the family carried the burden of their decision. CONCLUSIONS: There was a wide variation in perceived advice regarding early hearing aid fitting in children with mild bilateral hearing loss. We identified parental perceptions of positive/negative impacts of hearing aid fitting and potential perceived harms from not fitting.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it