Family-Centered Early Intervention Deaf/Hard of Hearing (FCEI-DHH): Cultural & Global Implications
Bibliographic record
Abstract
This article is the third in a series of eight articles that comprise this special issue on family-centered early intervention for children who are deaf or hard of hearing and their families (FCEI-DHH). It highlights the origins of FCEI-DHH in Western contexts and well-resourced locations and emphasizes the role of culture(s) in shaping FCEI-DHH. This article also cautions against the direct application of the 10 FCEI-DHH Principles presented in this issue across the globe without consideration of cultural implications. Cultural perceptions of decision-making processes and persons who can be decision-makers in FCEI-DHH are explored. Deaf culture(s) and the benefits of exposure to DHH adults with diverse backgrounds are introduced. Structural inequities that impact families' access to FCEI-DHH programs/services and systems, within and among nations and regions, are noted. The need to consider the cultural influences on families is emphasized; this applies to all levels of FCEI, including the development of systems through implementation of supports.
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 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".