Educator Evaluation of Academic and Social Competence in Students with Acquired Brain Injury (ABI) Relative to Assessed Performance and Sense of Belonging
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
Acquired brain injury (ABI) is the leading cause of death and disability amongst children \nand adolescents andpresents itself with challenges associated in cognitive, social, \nemotional, and behavioural domains. These changes may interfere with academic \nperformance and social inclusion, influencing self-esteem and personal success. The \ncurrent study examined a subset of data to capture the sense of academic and social \nbelonging for students with ABI as a function of the classroom teachers’ subjective \nperception of ability, their ABI knowledge, and student identification. Overall, a \ndiscrepancy was found between educators’ subjective ratings of student performance and \nstudents’ neurocognitive capacity. Educator knowledge and identification of ABI \ninfluenced student success in academic and social domains independent of teaching \napproach. This research has implications for the identification of ABI in the classroom \nand related challenges students experience. Educators are underprepared for the \nreintegration of students returning to school and lack appropriate knowledge and \nstrategies to accommodate individual needs.
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 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it