Critical Review: The Impact of Early Hearing Detection and Intervention Programs on language development of children with hearing loss.
Bibliographic record
Abstract
Hearing impairment at any age has a direct impact on communication capabilities. In particular, hearing loss in children can greatly affect language development. Therefore, it would stand to reason that early detection and intervention for children with hearing loss would be greatly beneficial. Early Hearing Detection and Intervention Programs (EHDI) have been implemented worldwide, and have been present in certain Canadian provinces like Ontario since 2002 as the Ontario Infant Hearing Program. However, there continue to be concerns in regards to the cost of these programs versus the benefit provided. This critical review examines the circulating literature in regards to EHDI programs and their influence on language development. Research suggests that EHDI programs are in fact of great importance and can significantly alter the establishment of language in children. More research is needed that provides a direct cost-benefit analysis, not only in terms of language development benefit, but that also includes dollars and cents as the bottom line.
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How this classification was reachedexpand
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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".