MétaCan
Menu
Back to cohort
Record W1978594381 · doi:10.1080/07434610601116517

Research priorities in augmentative and alternative communication as identified by people who use AAC and their facilitators

2007· article· en· W1978594381 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueAugmentative and Alternative Communication · 2007
Typearticle
Languageen
FieldHealth Professions
TopicAssistive Technology in Communication and Mobility
Canadian institutionsWest Park Healthcare CentreUniversity of Toronto
Fundersnot available
KeywordsAugmentative and alternative communicationFocus groupMedical educationPsychologyLikert scaleMedicineApplied psychologyDevelopmental psychology

Abstract

fetched live from OpenAlex

Two focus groups comprised of adults who used AAC and two focus groups comprised of adult AAC facilitators in Ontario, Canada were asked to identify their own AAC research priorities and to state their levels of agreement with previously identified research priorities in AAC. Members of the focus group who used AAC had physical disabilities since birth except one participant who became disabled at age 2 years. Using focus group methodology and analysis, the participants were asked to generate their own AAC research priorities. A questionnaire and Likert-type scale was used to determine their levels of agreement with six research priorities set a decade earlier by a group of AAC researchers sponsored by the United States-based National Institute of Deafness and other Communication Disorders (NIDCD). Focus group members stressed the importance of (a) preparing people who use AAC to succeed in situations such as maintaining friendships, dating, and finding jobs; (b) improving service delivery of their AAC devices; (c) improving technology in high tech and low tech devices; (d) increasing public awareness of people who use AAC; (e) improving methods of teaching reading skills to people who use AAC; and (f) improving AAC communications training for all healthcare professionals.

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 imitation

Not 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.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.040
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0000.001
Open science0.0010.002
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.148
GPT teacher head0.505
Teacher spread0.358 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it