Self-Reported Listening Abilities in Educational Settings of Typically Hearing Children and Those Who Are Deaf/Hard-of-Hearing
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
Children who are deaf or hard-of-hearing (D/HH) learning in inclusive educational settings must be aware of how well they hear and understand spoken language to advocate for themselves. This study explored elementary-age children's self-reported listening abilities using thematic analysis of brief interviews. Participants were 16 D/HH and 16 typically hearing (TH) 7- to 12-year-old monolingual English speakers in Canada. Children were asked about their ability to hear and understand the teacher, other students, and people in different environments. Findings showed surprising similarities across groups in terms of numbers of "no difficulty" responses and awareness of listening barriers related to speaker and environmental characteristics. Unsurprisingly, children who are D/HH were more likely to discuss hearing technologies and to attribute difficulties to their hearing abilities. Findings suggest that children who are D/HH with poor speech discrimination in noise abilities require support in developing awareness of and expressing difficulties with listening abilities.
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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 | 0.001 | 0.000 |
| 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