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
PURPOSE OF REVIEW: This review examines the applicability of a framework of frontal lobe functioning to understand the sequelae of traumatic brain injury (TBI). RECENT FINDINGS: TBI research illustrates the need for improved phenotyping of TBI outcome. The functions of the frontal lobes are divisible into four distinct anatomically discrete categories: executive functions, speed of processing, personality changes, and problems with empathy and social cognition. Research on the outcome after TBI demonstrates several different types of impairment that map onto this framework. SUMMARY: TBI predominantly causes damage to the frontal/temporal regions, regardless of the pathophysiology. Limiting the spotlight to the frontal lobes, a model is presented describing four separate general categories of functions within the frontal lobes, with specific types of processes within each category. A selective review of TBI literature supports the importance of evaluating TBI patients with this framework in mind. In addition, there is growing evidence that rehabilitation of TBI patients must consider this broader approach to direct rehabilitation efforts and improve outcome.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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