Transition from hospital to home after elective colorectal surgery performed in an enhanced recovery program: An integrative review
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
AIM: This study aimed to investigate the transition from hospital to home after elective colorectal surgery performed in an Enhanced Recovery After Surgery (ERAS) programme. DESIGN: An integrative review. METHODS: A search of ten electronic databases was conducted. Data extraction and quality assessment were performed independently by two authors. Data analysis and synthesis were based on Meleis' Transitions Theory (2010). RESULTS: Forty-two articles were included, and most (N = 27) were of good or very good quality. The researchers identified five categories to document the nature of transition postsurgery, three conditions affecting such transition, eleven indicators informing about the quality of the transition and several nursing interventions. Overall, this review revealed that the transition from hospital to home after ERAS colorectal surgery is complex. A holistic understanding of this phenomenon may help nurses to recognize what they need to do to optimize the in-home recovery of this clientele.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.006 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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