The impact of nuance DAX ambient listening AI documentation: a cohort study.

OBJECTIVE: To assess the impact of the use of an ambient listening/digital scribing solution (Nuance Dragon Ambient eXperience (DAX)) on caregiver engagement, time spent on Electronic Health Record (EHR) including time after hours, productivity, attributed panel size for value-based care providers, documentation timeliness, and Current Procedural Terminology (CPT) submissions. MATERIALS AND METHODS: We performed a peer-matched controlled cohort study from March to September 2022 to evaluate the impact of DAX in outpatient clinics in an integrated healthcare system. Primary outcome measurements included provider engagement survey results, reported patient safety events related to DAX use, patients' Likelihood to Recommend score, number of patients opting out of ambient listening, change in work relative values units, attributed value-based primary care panel size, documentation completion and CPT code submission deficiency rates, and note turnaround time. RESULTS: A total of 99 providers representing 12 specialties enrolled in the study; 76 matched control group providers were included for analysis. Median utilization of DAX was 47% among active participants. We found positive trends in provider engagement, while non-participants saw worsening engagement and no practical change in productivity. There was a statistically significant worsening of after-hours EHR. There was no quantifiable effect on patient safety. DISCUSSION: Nuance DAX use showed positive trends in provider engagement at no risk to patient safety, experience, or clinical documentation. There were no significant benefits to patient experience, documentation, or measures of provider productivity. CONCLUSION: Our results highlight the potential of ambient dictation as a tool for improving the provider experience. Head-to-head comparisons of EHR documentation efficiency training are needed.

Biomarker derived risk scores predict venous thromboembolism and major bleeding among patients with COVID-19.

Background: Venous thromboembolism (VTE) risk is increased in patients with COVID-19 infection. Understanding which patients are likely to develop VTE may inform pharmacologic VTE prophylaxis decision making. The hospital-associated venous thromboembolism-Intermountain Risk Score (HA-VTE IMRS) and the hospital-associated major bleeding-Intermountain Risk Score (HA-MB IMRS) are risk scores predictive of VTE and bleeding that were derived from only patient age and data found in the complete blood count (CBC) and basic metabolic panel (BMP). Objectives: We assessed the HA-VTE IMRS and HA-MB IMRS for predictiveness of 90-day VTE and major bleeding, respectively, among patients diagnosed with COVID-19, and further investigated if adding D-dimer improved these predictions. We also reported 30-day outcomes. Patients/Methods: We identified 5047 sequential patients with a laboratory confirmed diagnosis of COVID-19 and a CBC and BMP between 2 days before and 7 days following the diagnosis of COVID-19 from March 12, 2020, to February 28, 2021. We calculated the HA-VTE IMRS and the HA-MB IMRS for all patients. We assessed the added predictiveness of D-dimer obtained within 48 hours of the COVID test. Results: The HA-VTE IMRS yielded a c-statistic of 0.70 for predicting 90-day VTE and adding D-dimer improved the c-statistic to 0.764 with the corollary sensitivity/specificity/positive/negative predictive values of 49.4%/75.7%/6.7%/97.7% and 58.8%/76.2%/10.9%/97.4%, respectively. Among hospitalized and ambulatory patients separately, the HA-VTE IMRS performed similarly. The HA-MB IMRS predictiveness for 90-day major bleeding yielded a c-statistic of 0.64. Conclusion: The HA-VTE IMRS and HA-MB IMRS predict 90- and 30-day VTE and major bleeding among COVID-19 patients. Adding D-dimer improved the predictiveness of the HA-VTE IMRS for VTE.

Synoptic reporting accuracy for computed tomography pulmonary arteriography among patients suspected of pulmonary embolism.

Background: Structured reporting is an efficient and replicable method of presenting diagnostic results that eliminates variability inherent in narrative descriptive reporting and may improve clinical decisions. Synoptic element reporting can generate discrete coded data that then may inform clinical decision support and trigger downstream actions in computerized electronic health records. Objective: Limited evidence exists for use of synoptic reporting for computed tomography pulmonary arteriography (CTPA) among patients suspected of pulmonary embolism. We reported the accuracy of synoptic reporting for the outcome of pulmonary embolism among patients who presented to an integrated health care system with CTPA performed for suspected pulmonary embolism. Methods: Structured radiology reports with embedded synoptic elements were implemented for all CTPA examinations on March 1, 2018. Four hundred CTPA reports between January 4, 2019 and July 30, 2020 (200 reports each for which synoptic reporting recorded the presence or absence of pulmonary embolism [PE]) were selected at random. One non-diagnostic study was excluded from analysis. We then assessed the accuracy of synoptic reporting compared with the gold standard of manual chart review. Results: Synoptic reporting and manual review agreed in 99.2% of patients undergoing CTPA for suspected PE, agreed on the presence of PE in 196 of 199 (98.5%) cases, the absence of PE in 200 of 200 (100%) cases with a sensitivity of 87.6% (76.1-96.1) a specificity of 99.9% (99.7%-100%), a positive predictive value of 99.5% (98.1-100), and a negative predictive value of 98% (95.7%-99.5%). Conclusion: The overall rate of agreement was 99.2%, but we observed an unacceptable false-negative rate for clinical reliance on synoptic element reporting in isolation from dictated reports.

Improved clinical outcomes with utilization of a community-acquired pneumonia guideline.

BACKGROUND: We previously reported decreased mortality following implementation of a community-acquired pneumonia guideline derived from specialty society recommendations. However, patients with respiratory failure and sepsis from pneumonia were not included, adjustment for comorbidities was limited, and no guideline compliance data were available. We also questioned whether decreased mortality continued after 1997. METHODS: We utilized Utah data from the Centers for Medicare and Medicaid from 1993 to 2003 to determine if pneumonia guideline implementation was associated with 30-day all-cause mortality, length of hospital stay, and readmission rate. We adjusted outcomes by age, gender, Deyo comorbidity score, prior hospitalizations, and race. Guideline compliance was measured by initial default guideline antibiotic administration. We included patients > or = 66 years old with primary International Classification of Diseases, Ninth Revision, Clinical Modification codes 480.0-483.9, 485.0-486.9, 487.0, 507.0 or 518.81, and 038.x with secondary code pneumonia. We excluded patients with prior hospitalization within 10 days, patients with HIV infection or transplant recipients, and patients not treated by physicians closely affiliated with study hospitals. RESULTS: Mean (+/- SD) age of 17,728 pneumonia patients admitted to the hospital was 72.3 +/- 12.0 years, 55.2% were female, and 96.0% were white. Within Intermountain Healthcare hospitals, a 1-SD increase (10%) in guideline compliance (range, 61 to 100%) was associated with mortality odds ratio (OR) of 0.92 (95% confidence interval[CI], 0.87 to 0.98; p = 0.007). Mortality OR at 16 Intermountain Healthcare hospitals was 0.89 (95% CI, 0.82 to 0.97; p = 0.007) compared with 19 other Utah hospitals. This mortality difference corresponds to approximately 20 lives saved yearly. The readmission rate was also lower. CONCLUSION: Improved clinical outcomes were associated with pneumonia guideline utilization.

Mixed cellular and antibody-mediated rejection in heart transplantation: In-depth pathologic and clinical observations.

BACKGROUND: Little is known about mixed cellular and antibody-mediated rejection (MR) in heart transplantation. It remains unclear whether cardiac MR has distinctive pathologic and clinical features beyond those of simultaneous cellular rejection (CR) and antibody-mediated rejection (AMR). In this study we systematically explore the pathologic and clinical characteristics of MR in heart transplantation. METHODS: The UTAH Cardiac Transplant Program database was queried for transplant recipients who survived long enough to have at least one endomyocardial biopsy (EMB) between 1985 and 2014. Only EMBs with both CR and AMR scores documented were included. In addition to detailed pathologic analyses, we also examined the incidence and prevalence of MR, the likelihood to transition from and to MR, and mortality associated with MR. RESULTS: Patients (n = 1,207) with a total of 28,484 EMBs met the study inclusion criteria. The overall prevalence of MR was 7.8% and it was nearly twice as frequent within the first year post-transplant. Mild MR was by far the most common occurrence and was typically preceded by an immune active state. When CR increased in severity, AMR tended to follow, but the reverse was not true. On pathology, individual features of CR and AMR were more easily separated in cases of mild MR, whereas they substantially overlapped in more severe cases. MR was associated with a significant cardiovascular death risk that was incremental with severity. CONCLUSIONS: MR is not common, usually occurs early after transplant, and is associated with worse outcomes. MR reflects a complex interplay between cellular and humoral processes, which varies with rejection severity.