Protocol for the provision of amplification within the Ontario Infant hearing program
Bibliographic record
Abstract
This document describes the protocol for the provision of amplification to infants and preschool children registered with the Ontario infant hearing program (OIHP) in Canada. The provision of amplification includes the prescription and dispensing of hearing instruments to infants and preschool children identified with permanent childhood hearing impairment (PCHI) in the province of Ontario. The first section deals with the structure and processes of the program, while the second section specifies the clinical procedures that are applied in providing hearing instruments to infants and young children with hearing impairment.SumarioEste documento describe el protocolo para el suministro de amplificación a niños y preescolares registrados en el programa de audición infantil de Ontario (OIHP) en Canadá. El suministro de amplificación incluye la prescripción y entrega de instrumentos auditivos a niños y a preescolares identificados con discapacidad infantil auditiva permanente (PCHI) en la provincia de Ontario. La primera sección trata sobre la estructura y los procesos del programa, mientras que la segunda sección, especifica los procedimientos clínicos que se aplican para suministrar instrumentos auditivos a bebes y ninos pequeños con discapacidad auditiva.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.017 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.091 | 0.021 |
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 source (direct Gemma or distilled Codex), 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".