Putting Humpty Dumpty Together Again
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
- Meta-epidemiology (narrow)
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Other designConsensus signal: none
- Genre
- Candidate signal: ReviewConsensus signal: Review
- Teacher disagreement score
- 0.975
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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
- 0.313 · 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
Acquired brain injury commonly results in both cognitive and emotional sequela, and it is increasingly recognized that these domains of functioning interact. Consequently, interventions directed at only or primarily one domain may be confounded by this interaction. To maximize treatment potential, we believe cognitive rehabilitation must integrate both cognitive and emotional interventions, and attend to belief systems about, and affective responses to, cognitive challenges. We review the scant literature addressing the impact of combined interventions for clients with acquired brain injury. Integrated with these reviews are 2 case studies that appear to break treatment "myths." Specifically, we address the notion that emotion-focused treatments are appropriate only for clients with awareness or insight and the notion that cognitive interventions are ineffective, and potentially even contraindicated, for clients whose profile suggests emotional distress and functional, as opposed to neurological, impairments. In each of these cases, we demonstrate that combining cognitive and emotional interventions was not only effective but also even more valuable than previous treatment approaches aimed exclusively at one domain. We conclude by emphasizing the importance of understanding emotional response to, and beliefs about, cognitive difficulties in developing effective interventions.
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
- University of Victoria
- Funders
- not available
- Keywords
- Psychological interventionCognitionPsychologyDistressEmotional distressPsychotherapistAcquired brain injuryCognitive psychologyRehabilitationPsychiatryAnxietyNeuroscience
- Has abstract in OpenAlex
- yes