INCOG Recommendations for Management of Cognition Following Traumatic Brain Injury, Part V
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
- none
- 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
- 0.933
- Threshold uncertainty score
- 0.536
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.002 |
| 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 | 0.000 |
| 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)
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
- 0.326 · 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. Impairments in memory are among the most common sequelae resulting in significant functional problems. An international team of researchers and clinicians (known as INCOG) was formed to develop recommendations for the management of impairments in memory. METHODS: The experts met to select appropriate recommendations and then reviewed available literature to ensure recommendations were current. Decision algorithms incorporating the recommendations based on inclusion and exclusion criteria of published trials were developed. The team then prioritized recommendations for implementation and developed audit criteria to evaluate adherence to the best practice recommendations. RESULTS: The recommendations for rehabilitation of memory impairments support the integration of internal and external compensatory strategies implemented using appropriate instructional techniques that consider functional relevance and important patient characteristics. Restorative strategies have regained significant popularity, given broader access to computer technology; however, evidence for efficacy of these techniques remains weak and the choice in using these should be guided by special considerations. CONCLUSION: There is good evidence for the integration of internal and external compensatory memory strategies that are implemented using instructional procedures for rehabilitation for memory impairments. The evidence for the efficacy of restorative strategies currently remains weak.
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
- Hamilton Health SciencesMcMaster UniversityParkwood InstituteOntario Neurotrauma FoundationToronto Rehabilitation InstituteLawson Health Research Institute
- Funders
- not available
- Keywords
- CognitionRehabilitationAuditPopularityCognitive rehabilitation therapyInclusion (mineral)PsychologyAcquired brain injuryTraumatic brain injuryEvidence-based practicePhysical medicine and rehabilitationMedicinePsychiatryAlternative medicineSocial psychologyNeuroscience
- Has abstract in OpenAlex
- yes