Feasibility of modifying the hospital environment to reduce the length of amnesia after traumatic brain injury: a pilot randomized controlled trial
Bibliographic record
Abstract
BACKGROUND: Reorientation programmes have been an important component of neurotrauma rehabilitation for adults who suffer from post-traumatic amnesia (PTA) after traumatic brain injury (TBI); however, research testing the efficacy of acute programmes is limited. OBJECTIVE: This study aimed to determine if it is feasible to provide a standardized environmental reorientation programme to adults suffering from PTA after TBI in an acute care hospital setting, and whether it is likely to be beneficial. METHODS: We conducted a randomized controlled trial with concealed allocation and intention-to-treat analysis. A total of 40 participants suffering from PTA after TBI were included. The control group received usual care; the experimental group received usual care plus a standardized orientation programme inclusive of environmental cues. The primary outcome measure was time to emergence from PTA measured by the Westmead PTA Scale, assessed daily from hospital admission or on regaining consciousness. RESULTS: Adherence to the orientation programme was high, and there were no study-related adverse responses to the environmental orientation programme. Although there were no statistically significant between-group differences in time to emergence, the median time to emergence was shorter for those who received the standardized reorientation programme (9.0 (6.4-11.6) versus 13.0 (4.5-21.5) days). Multivariate analysis showed that the Glasgow Coma Scale (GCS) at scene (P = 0.041) and GCS at arrival at hospital (P = 0.0001) were significant factors contributing to the longer length of PTA. CONCLUSION: Providing an orientation programme in acute care is feasible for adults suffering from PTA after TBI. A future efficacy trial would require 216 participants to detect a between-group difference of 5 days with an alpha of 0.05 and a power of 80%.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".