Promoting Independent Mobility-related Physical ACTivity (IMPACT) in an inpatient stroke rehabilitation unit: a proof-of-concept evaluation of self-management intervention
Bibliographic record
Abstract
Purpose: To establish proof-of-concept of a novel rehabilitation self-management program that aims to optimize walking recovery after stroke through engaging patients in independent walking-related practice outside of supervised physiotherapy sessions.Materials and Methods: The Independent Mobility-related Physical ACTivity (IMPACT) Program is a coach-supported intervention that uses self-management strategies to empower patients to engage in additional autonomous walking-related activities after stroke during and after inpatient rehabilitation. The aim of this study was to assess whether implementation of this intervention would be associated with targeted patient behaviors; goal setting, negotiation and completion of a walking-related practice plan outside of formal therapy sessions. Using a pre-intervention/post-intervention design, the Independent Mobility-related Physical Activity program was implemented with a convenience sample of 10 adults (mean age 62.3; SD 11.7 years) within an inpatient stroke rehabilitation unit (mean stroke onset 25.3 [SD 10.5] days).Results: All participants were able to set a personal goal, negotiate an autonomous walking-related activity practice plan, and partially or completely adhere to that plan. Patients completed an average of 36 min/day of practice outside of supervised physiotherapy, practicing on weekdays and weekend days. All patients indicated that the Independent Mobility-related Physical Activity program helped them increase their activity, and indicated they would continue to practice walking-related activities beyond the coaching period.Implications for rehabilitationThe IMPACT program is a feasible self-management strategy to facilitate walking-related practice outside of supervised therapy time during inpatient stroke rehabilitation.Patients were able to engage in goal-setting and practice plan development with support of a therapist-coach.Patients who are able to stand and walk with minimal assist were able to practice walking-related activities outside of formal therapy sessions.Therapists may benefit from specific training and support to adopt self-management strategies into practice.
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 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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".