Combining volunteers and primary care teamwork to support health goals and needs of older adults: a pragmatic randomized controlled trial
Bibliographic record
Abstract
<h3>BACKGROUND:</h3> The Health TAPESTRY (Health Teams Advancing Patient Experience: STRengthening QualitY) intervention was designed to improve primary care teamwork and promote optimal aging. We evaluated the effectiveness of Health TAPESTRY in attaining goals of older adults (e.g., physical activity, productivity, social connection, medical status) and other outcomes. <h3>METHODS:</h3> We conducted a pragmatic randomized controlled trial between January and October 2015 in a primary care practice in Hamilton, Ontario. Older adults were randomized (1:1) to Health TAPESTRY (<i>n</i> = 158) or control (<i>n</i> = 154). Trained community volunteers gathered information on people’s goals, needs and risks in their homes, using electronic forms. Interprofessional primary care teams reviewed summaries and addressed issues. Participants reported goal attainment (primary outcome), self-efficacy, quality of life, optimal aging, social support, empowerment, physical activity, falls, and access to and comprehensiveness of the health system. We determined use of health care resources through chart audit. <h3>RESULTS:</h3> There were no differences between groups in goal attainment or many other patient-reported outcome and experience assessments at 6 months. More primary care visits took place in the intervention versus control group over 6 months (mean ± standard deviation [SD] 4.93 ± 3.86 v. 3.50 ± 3.53; difference of 1.52 [95% confidence interval (CI) 0.84 to 2.19]). The odds of having 1 or more hospital admission were lower for the intervention group (odds ratio [OR] 0.44 [95% CI 0.20 to 0.95]). <h3>INTERPRETATION:</h3> Health TAPESTRY did not improve the primary outcome of goal attainment but showed signals of shifting care from reactive to active preventive care. Further evaluation will help in understanding effective components, costs and consequences of the intervention. <b>Trial registration:</b>ClinicalTrials.gov, no. NCT02283723
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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".