The Cognitive-Communication Checklist for Acquired Brain Injury: A Means of Identifying, Recording, and Tracking Communication Impairments
Bibliographic record
Abstract
Purpose The communication service needs of individuals with acquired brain injuries (ABIs) are frequently overlooked, leading to delays, denials, or premature discharge from communication interventions. This is particularly true for those with subtle cognitive-communication deficits, which may not be apparent until sufficiently challenged at work, in school, or in the community. The purpose of this study was to evaluate a referral tool that could promote understanding of the broad range of communication impairments that occur following ABI and lead to improved identification and referral. Method This study evaluated the Cognitive-Communication Checklist for Acquired Brain Injury (CCCABI) through a survey. The CCCABI is a referral tool that summarizes 45 communication difficulties in 10 areas of cognitive-communication functioning. One hundred sixteen speech-language pathologists, 34 multidisciplinary referral sources, and 41 individuals with lived experience of brain injury were surveyed to evaluate the utility of this referral tool. Results The need for such a referral tool was endorsed by 96% of speech-language pathology respondents, 91% of multidisciplinary respondents, and 100% of respondents with lived experience of brain injury. Responses supported the CCCABI as a clear, comprehensive, and accessible tool for education and identification of the communication impairments that can occur after ABI. Conclusion The CCCABI is a means of increasing understanding of communication service needs following ABI in a manner that is accessible to individuals, families, program designers, funding sources, administrators, and multidisciplinary referral sources.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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".