A Conceptual Framework of Social Communication: Clinical Applications to Pediatric Traumatic Brain Injury
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.
Bibliographic record
Abstract
Social communication impairments are common following pediatric traumatic brain injury (TBI) and can lead to social isolation, and poor social outcomes. Social communication has been documented as a persistent area of need in terms of proper assessment and intervention; however, this is not consistently addressed in clinical practice. While there is a body of evidence regarding social communication impairments and pediatric TBI, this area is not yet fully understood and remains underrecognized. To meet this gap, we provide a conceptual framework of social communication from a neurodevelopmental perspective, which can be applied to better understand the social communication impairments associated with pediatric TBI. We propose a general model of social communication with component constructs and consideration of internal factors such as sex and gender. These can inform considerations, clinical applications, and future research in assessment and evidence-based interventions within the domain of social communication.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it