Association Between Arterial Catheter Use and Hospital Mortality in Intensive Care Units
Bibliographic record
Abstract
IMPORTANCE: Arterial catheters are used frequently in intensive care units (ICUs). Clinical effectiveness and adverse events associated with the use of the catheters have not been formally evaluated in clinical studies. OBJECTIVE: To determine whether an association exists between arterial catheter use and hospital mortality in ICU patients. DESIGN, SETTING, AND PARTICIPANTS: Propensity-matched cohort analysis of data in the Project IMPACT database, from 2001 to 2008. A total of 139 ICUs in the United States were included. Participants were ICU patients 18 years or older. EXPOSURE: Arterial catheter use. MAIN OUTCOMES AND MEASURES: Our main outcome was hospital mortality. We assessed a primary cohort of medical patients requiring mechanical ventilation and 9 secondary cohorts. We used propensity score-matched pairs as the primary analytic strategy. Sensitivity analyses included 4 alternative methods of comparison in the primary cohort: multivariate modeling without propensity adjustment, mixed-effects multivariate logistic regression without propensity adjustment, multivariate modeling with propensity adjustment, and stratification based on propensity quintiles. RESULTS: Our primary cohort consisted of 60 975 patients; 24 126 of these patients (39.6%) had an arterial catheter in place during their ICU stay, and analyses were based on 13 603 propensity score-matched pairs. We found no association between arterial catheter use and hospital mortality in medical patients requiring mechanical ventilation in the primary analysis (odds ratio [OR], 0.98; 95% CI, 0.93-1.03; P = .40) or the 4 sensitivity analyses (P ≥ .58 for all). In 8 of 9 secondary cohorts we were unable to detect an association between arterial catheter use and hospital mortality. In the cohort of patients receiving vasopressors, arterial catheter use was associated with an increased odds of death (OR, 1.08; 95% CI, 1.02-1.14; P = .008). CONCLUSIONS AND RELEVANCE: In this propensity-matched cohort analysis, arterial catheters were not associated with improvements in hospital mortality in medical ICU patients requiring mechanical ventilation. Given the costs and potential harms associated with invasive catheters, randomized clinical trials are needed to further evaluate the usefulness of these frequently used devices.
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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 | 0.003 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".