Variation in Quality of Care after Emergency General Surgery Procedures in the Elderly
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
BACKGROUND: The elderly (age ≥65 years) comprise an increasing proportion of patients undergoing emergency general surgery (EGS) procedures and have distinct needs compared with the young. We postulated that the needs of the elderly require different processes of care than those required for the young to assure optimal outcomes. To explore this hypothesis, we evaluated 30-day outcomes following EGS procedures in the young and the elderly and determined whether hospital performance was consistent across these 2 age strata. STUDY DESIGN: With data from the American College of Surgeons National Surgical Quality Improvement Program (2005 to 2008), regression models were constructed for serious morbidity and mortality for all patients undergoing EGS procedures and separately for young and elderly patients. These models allowed for estimation of the risk of adverse outcomes associated with advanced age and the generation of hospital-level observed to expected (O/E) ratios. We evaluated the correlation between hospital O/E ratios for the young and the elderly and the concordance of outlier status (hospitals with CIs of O/E ratios excluding 1) with weighted κ across these 2 age groups. RESULTS: Among 68,003 procedures at 186 hospitals, elderly patients had a higher crude and adjusted risk for serious morbidity (27.9% versus 9.7%, p < 0.0001; odds ratio 1.17, 95% CI 1.10 to 1.24) and mortality (15.2% versus 2.5%, p < 0.0001; odds ratio 2.29, 95% CI 2.09 to 2.51). When outcomes for elderly versus younger patients were compared, there was fair to moderate agreement on hospital performance for serious morbidity (r = 0.43; κ = 0.30) but not for mortality (r = 0.10; κ = 0.17). CONCLUSIONS: Elderly patients are at substantially greater risk for adverse events following EGS procedures. Hospitals had only slight agreement in mortality outcomes in the elderly compared with those in young patients. Processes of care that may account for this disparity should be further investigated.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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