Teachers’ Perceptions of the Inclusion of Children With Hearing Loss in General Education Settings
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
A questionnaire was used to document the attitudes of 63 classroom teachers in Ottawa, Canada, toward inclusive education for students with hearing loss. The objective was to determine whether teachers had the attitudes, knowledge, and teaching skills proposed to underlie the effective inclusion of these students in regular classrooms. It was found that the teachers had favorable attitudes toward inclusion for students with hearing loss, felt confident in their ability to teach them, and were knowledgeable about the effects of hearing loss on language and learning. They also clearly indicated that their teacher education programs had insufficiently prepared them to teach these students effectively. The results highlight the need for increased emphasis on the unique educational requirements of students with hearing loss in teacher education programs, and for the provision of appropriate supports for both teachers and students to promote successful inclusion.
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.
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 | 0.000 |
| 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 | 0.000 | 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