Educational Intervention Reduces Complications and Rehospitalizations After Heart Surgery
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The effectiveness of in-hospital self-care patient education, delivered to patients following heart surgery, is questionable, as evidence indicates individuals are not able to absorb and/or retain information at this time. In the absence of adequate instruction, individuals will not have the relevant information to engage in specific self-care behaviors, resulting in the onset of complications and/or hospital readmissions. The purpose of this pilot study was to collect preliminary evidence to demonstrate the impact of an individualized education intervention given above and beyond usual care, delivered, at two points in time, following hospital discharge. A randomized controlled trial was used in which 34 patients were randomly assigned to one of two groups. Chi-square analyses to examine differences between groups on complications and hospital readmission rates were conducted. Findings point to the impact of the intervention in reducing the number of hospital readmissions and complications at 3 months following hospital discharge.
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.
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 | 0.001 | 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 it