Prognostic Significance of Elevated Cardiac Troponin in Acute Gastrointestinal Bleeding
Bibliographic record
Abstract
BACKGROUND: Acute gastrointestinal bleeding (AGIB) is responsible for over 140,000 hospitalizations annually. Cardiovascular-related deaths account for 30% of the patients surviving the initial episode of AGIB. The purpose of this study was to identify the impact of elevated troponin on short-term mortality and length of stay (LOS) of these patients. METHODS: From July 2013 to July 2016, 290 patients admitted with a diagnosis of AGIB and who had cardiac troponin I measured within 24 h of presentation were retrospectively reviewed. Clinical variables including 30-day mortality, 30-day readmission and LOS were then compared between the groups of troponin elevation and no troponin elevation. RESULTS: The overall 30-day mortality among patients with AGIB was 6.5% (19/290). Cardiac troponin was elevated in 10% of patients (29/290). Among patients with normal troponin, 5% (13/261) died within 30 days. In patients with troponin elevation, 21% died in the same period (6/29, P = 0.001). The LOS was also higher in patients with troponin elevation (6 vs. 5 days, P = 0.02). There was no difference in 30-day readmission among the two groups. Past history of coronary artery disease, congestive heart failure, hypertension, aspirin use and elevated creatinine was more common in patients with troponin elevation. On multivariate analysis, troponin elevation on presentation is associated with increased mortality (odds: 5.50, CI: 1.73 - 17.47, P = 0.004). CONCLUSION: In patients admitted to the inpatient service with AGIB, elevated troponin I on presentation is associated with high short-term mortality and longer hospital stay.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 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 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".