2022
DOI: 10.1186/s12967-022-03228-7
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Ground truth labels challenge the validity of sepsis consensus definitions in critical illness

Abstract: Background Sepsis is the leading cause of death in the intensive care unit (ICU). Expediting its diagnosis, largely determined by clinical assessment, improves survival. Predictive and explanatory modelling of sepsis in the critically ill commonly bases both outcome definition and predictions on clinical criteria for consensus definitions of sepsis, leading to circularity. As a remedy, we collected ground truth labels for sepsis. Methods In the Gro… Show more

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Cited by 8 publications
(6 citation statements)
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“…This facilitated our trend analysis. Although we cannot extrapolate from our results to events beyond the follow-up period, we had previously shown that half of the overall sepsis cases in our ICU occur by day six (8) and in our polytrauma patients in particular by day seven (67). We also consider our conservative assessment of statistical significance by applying the correction for multiple testing and the absolute rather than relative quantitation of blood plasma concentrations as strengths.…”
Section: Limitations and Strengthsmentioning
confidence: 73%
See 2 more Smart Citations
“…This facilitated our trend analysis. Although we cannot extrapolate from our results to events beyond the follow-up period, we had previously shown that half of the overall sepsis cases in our ICU occur by day six (8) and in our polytrauma patients in particular by day seven (67). We also consider our conservative assessment of statistical significance by applying the correction for multiple testing and the absolute rather than relative quantitation of blood plasma concentrations as strengths.…”
Section: Limitations and Strengthsmentioning
confidence: 73%
“…The emulation of this clinical challenge, i.e., the early differential diagnosis of sepsis in this setting, with high fidelity in an observational study is complicated by the strong heterogeneity of the patient population and the presentation of the syndrome. Moreover, we previously determined that 93% of the patient days in our ICU were associated with a SOFA > 2 compared to 68% with SIRS, regardless of infection (8).…”
Section: Study Design and Measurementsmentioning
confidence: 95%
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“…Furthermore, we presented a modified scoring method of the SOFA score for sepsis diagnosis by Sepsis-3 criteria, accounting for SAH-specific induced hypertension. Finally, we proposed alternative criteria to detect a sepsis-associated organ dysfunction as a need for enhancements of the Sepsis-3 criteria has been identified in general [17][18][19]26,44,45] and, specifically, in the context of SAHs [1].…”
Section: Discussionmentioning
confidence: 99%
“…Before study initiation, a pre-analysis was performed to increase the probability of observing a shift from SIRS/sepsis into severe sepsis/septic shock within the foreseen prospective study period of five consecutive days following patient inclusion [ 34 ]. This retrospective pre-analysis included all patients who had been treated in the ICU between May 2016 and December 2016, using the Ground Truth for Sepsis Questionnaire (GTSQ) [ 37 ]. Accordingly, the treating senior intensivists rated every patient admitted to the ICU daily at 2–3 pm by five working diagnoses in accordance with the concept of the sepsis-1/2 consensus definition.…”
Section: Methodsmentioning
confidence: 99%