Trained Interveners Provide Access for People Who Are Deafblind
Bibliographic record
Abstract
Abstract Deafblindness is a disability of access, but with the support of a trained intervener, a person who is deafblind is more connected to the world around them. Interveners are people who have specialized training that enables them to provide individualized support and foster independence across a variety of settings. With little guidance from empirical studies available, interveners are currently trained in higher education programs, via on-line modules, and through workshops provided by schools or agencies. Organizations such as the Canadian Deafblind Association (CDBA) in Canada and the Council for Exceptional Children (CEC) in the United States have identified knowledge and skill competencies that help to ensure consistency in training and the provision of services. This chapter will discuss the history of intervention, the role of the intervener, and the provision of appropriate training for people who aspire to be interveners.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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".