Resilience in Families With Adolescents Suffering From Traumatic Brain Injuries
Bibliographic record
Abstract
PURPOSE: This study aims to coconstruct the building blocks for an intervention program to support family resilience in conjunction with families with an adolescent suffering from traumatic brain injury and rehabilitation professionals. DESIGN: This is a qualitative and inductive study, supported by a collaborative research approach. METHODS: Based on the complex intervention design and validation model, the investigator follows a three-stage data collection process: (1) identifying the building blocks of the intervention program in the eyes of families and rehabilitation professionals, (2) prioritizing, and (3) validating the building blocks with the same participants. FINDINGS: After analyzing the data, the investigator identifies five encompassing themes as the building blocks of the intervention program. CONCLUSIONS/CLINICAL RELEVANCE: This study offers promising avenues for practitioners and researchers in nursing and other fields with respect to the implementation of concrete strategies to support the resilience process of families facing particularly difficult times in their lives.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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)
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".