INCOG Guidelines for Cognitive Rehabilitation Following Traumatic Brain Injury
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- Metaresearch
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Other designConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.880
- Threshold uncertainty score
- 0.969
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.078 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.341 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
INTRODUCTION: Traumatic brain injury results in complex cognitive sequelae. However, clinicians have difficulty implementing the available evidence. An international group of researchers and clinicians (known as INCOG) convened to develop clinical practice guidelines for cognitive rehabilitation posttraumatic brain injury. METHODS: The Guidelines Adaptation and Development cycle was used to derive the recommendations. Previously published cognitive rehabilitation recommendations were identified and tabulated. An expert panel met to select appropriate recommendations. Afterward, the team enhanced the recommendations by reviewing available literature. To address shortfalls of previous guidelines, the team developed decision algorithms incorporating the recommendations based on inclusion and exclusion criteria of published trials and expert opinion. The team then prioritized the recommendations for implementation and developed audit criteria to evaluate adherence to best practice. RESULTS: The team recommends that individuals have detailed assessments of cognition after resolution of posttraumatic amnesia. Cognitive assessment and rehabilitation should be tailored to the patient's neuropsychological profile, premorbid cognitive characteristics, and goals for life activities and participation. Clinical algorithms and audit tools to evaluate current practice are provided. CONCLUSION: Cognitive rehabilitation should be offered to select individuals with traumatic brain injury. These guidelines provide assistance to clinicians who want to provide evidence-based care.
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.
The record
- Venue
- Journal of Head Trauma Rehabilitation
- Topic
- Traumatic Brain Injury Research
- Field
- Medicine
- Canadian institutions
- Toronto Rehabilitation Institute
- Funders
- not available
- Keywords
- RehabilitationCognitionCognitive rehabilitation therapyTraumatic brain injuryNeuropsychologyAuditMedicineBest practiceAcquired brain injuryPsychologyNeuropsychological assessmentPhysical medicine and rehabilitationPhysical therapyPsychiatry
- Has abstract in OpenAlex
- yes