Effect of patient‐centered transitional care services on patient‐reported outcomes in heart failure: sex‐specific analysis of the <scp>PACT‐HF</scp> randomized controlled trial
Bibliographic record
Abstract
AIMS: We assessed the effect of transitional care on patient-reported outcomes (PROs) in women and men hospitalized for heart failure. METHODS AND RESULTS: In this sex-specific analysis of a stepped wedge cluster randomized trial in Canada, the effect of a patient-centered transitional care model was tested on pre-specified PROs of discharge preparedness (B-PREPARED score, range 0-22), quality of transition [Care Transitions Measure-3 (CTM-3) score, range 0-100], and health-related quality of life (HRQOL) (EQ-5D-5L, range 0-1). Among 986 patients (47.4% women), B-PREPARED at 6 weeks was greater with the intervention than usual care [mean difference (MD) 4.01 (95% confidence interval-CI 2.90-5.12); P < 0.001], with no sex differences (P sex-interaction = 0.24). CTM-3 at 6 weeks was greater with the intervention than usual care [MD 10.52 (95% CI 6.00-15.04); P < 0.001], with no sex differences (P sex-interaction = 0.69). EQ-5D-5L was greater with intervention than usual care at discharge [MD 0.17 (95% CI 0.12-0.22); P < 0.001], 6 weeks [MD 0.06 (95% CI 0.01-0.12); P = 0.02], and 6 months [MD 0.05 (95% CI -0.01 to 0.12); P = 0.09], although the 6-month difference was not statistically significant. At discharge, women reported lower EQ-5D-5L but experienced significantly greater treatment benefit than men (P sex-interaction = 0.02). Treatment effect on EQ-5D-5L was numerically greater in women than men at 6 weeks and 6 months, but there were no significant sex differences (P sex-interaction 0.18 and 0.19, respectively). CONCLUSION: A patient-centered transitional care model improved discharge preparedness, transition quality, and HRQOL in the weeks following heart failure hospitalization, with effects largely consistent in women and men. However, women reported lower HRQOL and experienced greater treatment benefit in this endpoint than men at hospital discharge. CLINICAL TRIAL REGISTRATION: ClinicalTrials.gov NCT02112227.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.005 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".