Therapy Online: A Web-Based Video Support Group for Family Caregivers of Survivors With Traumatic Brain Injury
Bibliographic record
Abstract
OBJECTIVE: This innovative descriptive study explores the benefits of a traumatic brain injury (TBI) caregiver support group intervention provided using videoconferencing within a password protected Web-based platform. METHODS: Ten caregivers of family members with TBI were registered to a password-protected Web site (Caring for Others) that provided information about caring for a person with TBI and access to a videoconferencing support group intervention program. Where needed, caregivers were provided with computer equipment, Internet access, and training to negotiate the Web site links. Two groups of 5 caregivers of survivors of TBI participated (average age of survivor-20 years, average time since injury-4.6 years) and met online with a trained clinician weekly for 10 sessions. Using directed content analysis, transcripts of each session were coded with NVivo software. RESULTS: The content analysis reported group process themes, therapeutic interventions used, caregiver outcomes, and the challenges for clinicians delivering a therapeutic intervention online. CONCLUSIONS: Traumatic brain injury caregivers shared similar concerns and problem-solving strategies for managing caregiving tasks. Overall, participants found the sessions helpful for managing the emotional impact of caring for a family member with TBI.
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.
How this classification was reachedexpand
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 | 0.003 | 0.002 |
| 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 | 0.000 |
| 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)
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".