Outcomes of <i>Clostridioides difficile</i> Infection in Patients With Liver Cirrhosis: A Nationwide Study
Bibliographic record
Abstract
BACKGROUND: infection (CDI) is a major health problem that has been on the rise for the last couple of decades. It has significant mortality and morbidity in hospitalized patients. We looked at the outcomes of CDI in patients with liver cirrhosis compared to those without liver cirrhosis. METHODS: We conducted a retrospective study from a large inpatient database. The National Inpatient Sample (NIS) was queried for CDI admissions between January 2012 and September 2015. Patients admitted with CDI were identified using the International Classification of Diseases, Ninth Revision, Clinical Modification codes. The outcomes included overall mortality, length of hospitalization, and healthcare expenditure related to hospitalization. RESULTS: Out of all patients, 53,765 (3.97%) had concurrent CDI and liver cirrhosis. Diabetes mellitus, alcohol abuse, and acquired immunodeficiency were observed more in patients with liver cirrhosis. Overall mortality (adjusted odds ratio (aOR) 1.65, 95% confidence interval (CI) 1.53 - 1.77, P < 0.001), cost of hospitalization and length of hospital stay (11.0 vs. 10.4 days, P < 0.001) were significantly higher in patients with cirrhosis. CONCLUSIONS: Patients with CDI and liver cirrhosis have significantly higher mortality, prolonged hospitalization and healthcare expenditure. Further studies are recommended to look at reversible risk factors for CDI in patients with liver cirrhosis to guide quality measures that would ultimately improve outcomes.
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How this classification was reachedexpand
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 | 0.001 | 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".