Large Healthcare System Research Articles

A Suicide Prevention Digital Technology for Individuals Experiencing an Acute Suicide Crisis in Emergency Departments: Naturalistic Observational Study of Real-World Acceptability, Feasibility, and Safety.

Emergency departments (EDs) are the front line in providing suicide care. Expert consensus recommends the delivery of several suicide prevention evidence-based interventions for individuals with acute suicidal ideation in the ED. ED personnel demands and staff shortages compromise delivery and contribute to long wait times and unnecessary hospitalization. Digital technologies can play an important role in helping EDs deliver suicide care without placing further demands on the care team if their use is safe to patients in a routine care context. This study evaluates the safety and effectiveness of an evidence-based digital technology (Jaspr Health) designed for persons with acute suicidal ideation seeking psychiatric crisis ED services when used as part of routine ED-based suicide care. This study deployed Jaspr Health for real-world use in 2 large health care systems in the United States and aimed to evaluate (1) how and whether Jaspr Health could be safely and effectively used outside the context of a researcher-facilitated clinical trial, and (2) that Jaspr's use would be associated with improved patient agitation and distress. Under the auspices of a nonsignificant risk device study, ED patients with acute suicidal ideation (N=962) from 2 health care systems representing 10 EDs received access to Jaspr Health as part of their routine suicide care. Primary outcome measures included how many eligible patients were assigned Jaspr Health, which modules were assigned and completed, and finally, the number of adverse events reported by patients or by medical staff. Secondary outcome measures were patient agitation, distress, and satisfaction. The most frequent modules assigned were Comfort and Skills (98% of users; n=942) and lethal means assessment (90% of patient users; n=870). Patient task completion rates for all modules ranged from 51% to 79%. No adverse events were reported, suggesting that digital technologies can be safely used for people seeking ED-based psychiatric services. Statistically significant (P<.001) reductions in agitation and distress were reported after using the app. Average patient satisfaction ratings by site were 7.81 (SD 2.22) and 7.10 (SD 2.65), with 88.8% (n=325) and 84% (n=90) of patients recommending the app to others. Digital technologies such as Jaspr Health may be safely and effectively integrated into existing workflows to help deliver evidence-based suicide care in EDs. These findings hold promise for the use of digital technologies in delivering evidence-based care to other vulnerable populations in complex environments.

Prevalence of methicillin-resistant Staphylococcus aureus (MRSA) harboring mupirocin and biocide resistance genes in a large health care system

We aimed to determine the prevalence of genes associated with high-level mupirocin and biocide resistance in methicillin-resistant Staphylococcus aureus (MRSA) isolates among hospitalized patients and to characterize their genomic and epidemiologic features. Study conducted on an integrated health system. Clinical cultures with MRSA from hospitalized patients collected between March 1, 2023, and January 20, 2024 underwent prospective whole-genome sequencing (WGS), including assessment for the presence of markers of resistance against mupirocin (mupA) and biocides (qac). Demographic and clinical characteristics were reviewed. We analyzed 463 MRSA isolates. The overall prevalence of mupA(+), qacA(+), and qacC(+) genes was 22.0%, 2.4%, and 19.0%, respectively. Most mupA(+) isolates belonged to ST8, but ST8732 (a novel variant of ST8) had the highest prevalence of mupA(+) isolates at 95%. Patients mupA(+) were older, and none of the isolates from pediatric patients harbored this gene. Through prospective WGS of MRSA isolates we detected a prevalence of genes conferring mupirocin resistance considerably higher than previously reported, particularly among MRSA ST8 variants. Our findings highlight the need for monitoring resistance to agents used for the prevention of Staphylococcus aureus infections, as these trends have implications for infection prevention programs and public health at large.

Association Between Neighborhood Context and Psychotropic Polypharmacy Use Among High-Need Children.

The authors explored whether neighborhood context is associated with psychotropic polypharmacy and psychotherapy among a cohort of children with high needs for psychiatric and general medical care. Electronic health record data from a large health care system were used in a cross-sectional design to examine psychotropic polypharmacy and psychotherapy in 2015-2019 among children ages 2-17 years (N=4,017) with geocoded addresses. Inclusion criteria were a diagnosis of a mental health condition, an intellectual and developmental disability, or a complex medical condition and one or more clinical encounters annually over the study period. Polypharmacy was defined as two or more psychotropic drug class prescriptions concurrently for ≥60 days. Psychotherapy was defined as receipt of any psychotherapy or adaptive behavior treatment. Neighborhood context (health, environment, education, and wealth) was measured with the Child Opportunity Index. Multilevel generalized linear mixed models with random intercept for census tracts were used to assess the associations between individual and neighborhood characteristics and psychotropic polypharmacy and psychotherapy. Moderate (vs. low) child opportunity was associated with higher odds of polypharmacy (adjusted OR [AOR]=1.79, 95% CI=1.19-2.67). High (vs. low) child opportunity was associated with higher odds of psychotherapy (AOR=2.15, 95% CI=1.43-3.21). Black (vs. White) race (AOR=0.51, 95% CI=0.37-0.71) and Hispanic ethnicity (AOR=0.44, 95% CI=0.26-0.73) were associated with lower odds of polypharmacy. Among high-need children, neighborhood Child Opportunity Index, race, and ethnicity were significantly associated with treatment outcomes in analyses adjusted for clinical factors. The findings underscore concerns about structural disparities and systemic racism and raise questions about access.

Clinician actions in response to Adverse Childhood Experience (ACE) screening

Background and ObjectiveAdverse Childhood Experiences(ACEs) have a powerful influence on mental health, physical health, and life expectancy. Screening for ACEs and the clinician response to ACEs are critical to addressing the health and well-being of children; however, little is known about the actions clinicians take in response to ACE screening. Therefore, we aimed to examine clinician responses to ACE screening at five California pediatric clinics in a large public health care system. MethodsPatient demographics, indicators of social and behavioral determinants of health (e.g., housing insecurity), the number of ACEs endorsed on a screening instrument, and the actions clinicians took in response to each ACE screen were collected. Data was collected from May to October 2021. These data were used to examine the association between number of ACEs reported and clinician response, controlling for patient demographics and their social and behavioral determinants of health using multiple logistic regression. ResultsFive participating pediatric clinics conducted 2,652 ACE screens in six-months. Clinicians documented an action twice as often when ACEs were present, after controlling for patient demographics and their social and behavioral determinants of health (odds ratio(OR) = 2.2, 95 % confidence interval(CI): 1.5–3.3, p-value < 0.0001). Clinicians were three times more likely to record referrals to mental health clinicians, social workers, and community organizations relative to anticipatory guidance when the number of ACEs increased from one to three to four or more (OR=3.2, 95 %CI: 1.6–6.5, p < 0.0001). ConclusionFindings provide early information that ACE screening results are associated with patient care.

Headache diagnosis and treatment: A pilot knowledge and needs assessment among physical therapists.

The objective of this pilot study was to assess physical therapists' (PTs) knowledge and needs regarding headache diagnosis and management. While there is significant research on physical therapy and cervicogenic headache, studies suggest that migraine is often under-recognized, misdiagnosed, and inadequately treated across society despite its high prevalence and burden. Because migraine commonly includes concurrent neck pain and/or vestibular symptoms, patients with migraine may present to PTs for treatment. Very little is known about PTs' headache and migraine education, knowledge, and clinical practices. A team of headache specialists and PTs adapted a previously used headache knowledge and needs assessment survey to help ascertain PTs' knowledge and needs regarding headache treatment. The cross-sectional survey was distributed online via Research Electronic Data Capture (REDCap) to PTs within a large healthcare system in Connecticut. An estimated 50.5% (101/200) of PTs invited to complete the survey did so. Only 37.6% (38/101) of respondents reported receiving any formal headache or migraine education in their professional training, leading to knowledge gaps in differentiating and responding to headache subtypes. Only 45.5% (46/101) were able to identify that migraine is characterized by greater pain intensity than tension-type headache, and 22.8% (23/101) reported not knowing the duration of untreated migraine. When asked about the aspects of care they believe their patients with headache would like to see improved, PTs reported education around prevention and appropriate medication use (61/100 [61.0%]), provider awareness of the degree of disability associated with migraine (51/100 [51.0%]), and diagnostics (47/100 [47.0%]). This sample of PTs from one healthcare system demonstrates knowledge gaps and variations in clinical practice for managing their patients with headache. Future research on integrating additional opportunities for headache education for physical therapists, including evidence-based behavioral therapies, is needed to ascertain whether it is likely to improve patient care.

An examination of the ohio scales, short form, hopefulness domain, youth- and caregiver-report versions in a community care setting

The current study examined the utility of the Ohio Scales, Hopefulness Scale (OS Hopefulness Scale; Ogles et al., 2004), a free multi-informant four-item measure of hopefulness used within a large statewide public mental health care system. Collectively, the six aims of this study (done for both youth- and caregiver-report versions) examined (a) the measure’s factor structure and (b) internal consistency, (c) the relationship between youth- and caregiver-reported hopefulness, (d) the measure’s relationships with numerous domains of psychopathology (e.g., depression, anxiety, delinquency) and (e) functioning, and (f) sensitivity to change. Using a sample of 986 participants, who were ethnically diverse (30.5 % multiethnic, n = 301), 61.0 % male (n = 601), with an average age of 12.74 (SD=3.46), the study found good factor structure, acceptable internal consistency, and a significant positive association between youth-reported and caregiver-hopefulness. Additionally, significant inverse relationships were found between caregiver-reported hopefulness with youth mental health problems and youth functioning; while youth-reported hopefulness was found to be significantly inversely related to youth mental health problems but not youth functioning. Finally, significant positive changes in hopefulness and significant inverse relationships with youth functioning were also evident at three-month follow up for both youth- and caregiver-reported hopefulness. The constellation of our findings demonstrates potential for this four-item measure of hopefulness to be a useful, efficient, and cost-effective tool with ethnically diverse samples, which are substantially different from samples included in previous studies of hopefulness. Implications and suggestions for future research are discussed.

Drivers of Variation in Opioid Prescribing after Common Surgical Procedures in a Large Multihospital Healthcare System.

Misuse of prescription opioids is a well-established contributor to the US opioid epidemic. The primary objective of this study was to identify which level of care delivery (ie patient, prescriber, or hospital) produced the most unwarranted variation in opioid prescribing after common surgical procedures. Electronic health record data from a large multihospital healthcare system were used in conjunction with random-effect models to examine variation in opioid prescribing practices after similar inpatient and outpatient surgical procedures between October 2019 and September 2021. Unwarranted variation was conceptualized as variation resulting from prescriber behavior unsupported by evidence. Covariates identified as drivers of warranted variation included characteristics known to influence pain levels or patient safety. All other model variables, including prescriber specialty and patient race, ethnicity, and insurance status were characterized as potential drivers of unwarranted variation. Among 25,188 procedures with an opioid prescription at hospital discharge, 53.5% exceeded guideline recommendations, corresponding to 13,228 patients receiving the equivalent of >140,000 excess 5 mg oxycodone tablets after surgical procedures. Prescribing variation was primarily driven by prescriber-level factors, with approximately half of the total variation in morphine milligram equivalents prescribed observed at the prescriber level and not explained by any measured variables. Unwarranted covariates associated with higher prescribed opioid quantity included non-Hispanic Black race, Medicare insurance, smoking history, later hospital discharge times, and prescription by a surgeon rather than a hospitalist or primary care provider. Given the large proportion of unexplained variation observed at the provider level, targeting prescribers through education and training may be an effective strategy for reducing postoperative opioid prescribing.

Abstract P337: Impact of a population health approach using smartphone-enabled home albuminuria testing to improve screening in patients with hypertension or diabetes

Background: Screening for albuminuria with urine albumin/creatinine ratio (ACR) testing among at risk patients is critical as guideline-based therapies can be used to decrease the risk of cardiovascular and kidney disease. However, adherence to testing remains very low, especially for hypertension. Here, we report the results from a prospective pilot study involving a smartphone-enabled home albuminuria testing quality improvement. Methods: We randomly selected 4000 adult individuals (50% with hypertension but no diabetes and 50% with diabetes +/- hypertension) receiving primary care at a large healthcare system in Central and Northeastern Pennsylvania who had not undergone ACR testing in the past 12 months to receive Minuteful Kidney, an FDA-cleared, smartphone-enabled home urine albuminuria screening kit using the vendor’s (Healthy.io) standard workflow. The home testing group was matched 1:1 to 4000 controls who received usual care using propensity score matching addressing imbalances in sociodemographics and comorbidities. The primary outcome was completion of ACR test (either laboratory based ACR or Minuteful Kidney) within 100 days of the index date. Results shown are as of May 1, 2024 (86 days after the index date). Results: Overall, completion of any ACR test was higher in the home testing group than matched controls (50.2% vs. 19.1%; p&lt;0.001). The impact on ACR testing was higher for the hypertension subgroup (50.4% vs. 11.2%; p&lt;0.001) than the diabetes subgroup (49.9% vs. 26.9%; p&lt;0.001). Among the home testing group, 1542/4000 (38.7%) completed the smartphone ACR test, with a higher proportion of completions in non-diabetic hypertension (848/2000 [42.4%] than the diabetes subgroup (663/2000 [33.2%]). Adherence rates were similar across age groups and geographic location. Satisfaction was high among individuals in the home testing group (53+ Net Promoter Score; 94% rated the test as easy or very easy to complete; 88% stated preference for at home testing). Home-based albuminuria screening detected mild to moderate albuminuria (30-300 mg/g) in 33.2% and severe albuminuria (&gt;300 mg/g) in 8.1%. Abnormal results were fairly similar for the diabetes subgroup (33.8% 30-300 mg/g, 10.8% &gt;300 mg/g) and the hypertension subgroup (32.6% 30-300 mg/g, 5.9% &gt;300 mg/g). Conclusions: A population health approach using smartphone-enabled home albuminuria testing is effective in increasing albuminuria screening among individuals with hypertension or diabetes.

93: Remote ECMO Cannulation is a Safe and Effective Approach When Implemented in a Large Healthcare System

93: Remote ECMO Cannulation is a Safe and Effective Approach When Implemented in a Large Healthcare System

O26 SUSTAINED BLOOD PRESSURE CONTROL FOLLOWING A HOME BLOOD PRESSURE TELEMONITORING PROGRAM

Background and Objective: Home blood pressure telemonitoring (HBPT) facilitates HBP monitoring and reduces office BP. Evidence whether BP control can be sustained via HBPT is lacking. We examined the effects of a HBPT program on sustained BP control. Methods: We included patients enrolled in a HBPT program at a large integrated US healthcare system from November 2019-June 2022. Patients with uncontrolled hypertension were enrolled by a clinician, given a BP device and provided consent through an app. Patients were asked to measure their BP three mornings and three evenings each week before taking antihypertensive medication. BP readings were synced to the app, and non-physician providers titrated medications. Patients were successfully discharged from the program after achieving control (at least two 1-week average BPs and last BP in one month &lt;135/85 mmHg). We examined mean clinic BP reduction before and after enrollment to HBPT and sustained BP control (last clinic BP &lt;140/90 mmHg in the 12 months following discharge). Multivariable robust Poisson regression was used to identify factors associated with sustained BP control at 12 months. Results: A total of 3574 patients were enrolled and 2123 (59%) consented; of these, 63 (3%) did not submit &gt;1 BP, 780 (37%) were actively enrolled, 644 (30%) disenrolled without meeting BP control and 636 (30%) achieved control and were discharged after a mean of 4 months. Among the 636 successfully discharged, 527 (83%) had clinic BP during follow-up. Compared with the last clinic BP prior to HBPT enrollment, mean (SD) clinic SBP and DBP was reduced by 16.3 (22.6) mmHg and 10.0 (12.3) mmHg, respectively (p&lt;.0001 for both) and 75% of patients sustained BP control at 12 months. Younger patients and patients with high SBP prior to HBPT were less likely to sustain BP control at 12 months (Figure). Conclusions: While the HBPT program in this healthcare system shows promise for sustained BP control, strategies to enroll/consent patients and spread the program are warranted.

Evaluating Receipt of Optimal Medical Therapy Among Structurally Disadvantaged Groups Undergoing Amputation

Optimal medical therapy (OMT) for peripheral artery disease (PAD) is associated with decreased major amputation and mortality. OMT has several components, including antiplatelet and high-intensity statin therapy, blood pressure control, etc. While there are disparities in receipt of OMT among PAD patients, it is unknown if patients from disadvantaged neighborhoods, measured by the area deprivation index (ADI), are less likely to be on OMT. We performed a retrospective review of patients that underwent major lower extremity amputation between 2015 and 2019 at two large academic healthcare systems. Primary exposure was high ADI, defined as ADI ≥60th percentile, and secondary exposure was non-Hispanic Black (NHB) race. For each analysis, the primary outcome of interest was receipt of OMT, defined here as at least one antiplatelet agent and a high-intensity statin. The exposure outcome relationship was assessed using multivariable logistic regression. Among 354 patients with median age of 66 (interquartile range [IQR] 58-74), 267 (75.4%) were male, 219 (61.9%) identified as NHB and 116 (32.8%) as non-Hispanic White. Overall, 91 (25.7%) patients were on OMT at time of amputation despite 57.3% of the cohort being established with a vascular surgeon. Compared to those with low ADI, the category high ADI had a higher proportion of NHB patients (48.1% vs 70.3%, p= 0.001) and patients were more often hospitalized at the University-affiliated facilities (47.4% vs 63.0%, p= 0.004). High ADI was not associated with receipt of OMT prior to major amputation (adjusted odds ratio [aOR] 0.72, 95% confidence interval [CI] 0.42-1.24). In secondary analysis, NHB race was not associated with receipt of OMT. Stratification by facility type (Veterans Affairs and University-affiliated facilities) also showed no association between high ADI or race and receipt of OMT. Neighborhood economic well-being is not associated with receipt of OMT prior to major amputation. While the absence of socioeconomic disparities is notable, the proportion of patients on OMT is suboptimal. Care processes should be critically evaluated and quality measures potentially created to improve the rate of receipt of OMT among patients at risk for amputation.

Beyond the Basics: Partnerships and Innovations for Empowerment to Address Workplace Violence, a Call to Action.

Workplace violence (WPV) has become a crisis for health care workers, with a significant increase in violent events taking place in health care settings across the nation. Health care organizations should develop a comprehensive WPV program that includes recognition, management, and reporting of all types of WPV. A large health care system developed strategies and a program to address WPV. The health care system believes that a safe and respectful work environment is foundational to the goal of zero preventable harm. The "Safety in the Workplace" initiative was designed to raise awareness of concerning behaviors and to offer tools and resources for identifying, responding to, and reporting incidents of violence, aggression, or disruptive behaviors of WPV. During a 6-month pilot of a WPV bundle, there was a 44% reduction in physical violence reports and a 44% reduction in reported incidents of WPV. From June 2020 to June 2021, there was a 10% decrease in WPV overall.

Development of a Systems Safety Program for a Large Healthcare System

Development of a Systems Safety Program for a Large Healthcare System

Five-Year Outcomes of Measured and Predicted Prosthesis-Patient Mismatch following Transcatheter Aortic Valve Implantation

BackgroundData on the long-term outcomes of prosthesis-patient mismatch (PPM) after transcatheter aortic valve implantation (TAVI) remain controversial. ObjectivesThe aim of this study was to investigate the incidence and clinical outcomes of measured PPM (PPMM) and predicted PPM (PPMP) in patients undergoing TAVI. MethodsThis is a retrospective analysis of 3,016 patients who underwent TAVI at a large Healthcare System between 2012 and 2021. Effective orifice area indexed to body surface area (EOAi) was measured at discharge using the continuity equation. EOAi was predicted according to the published predictive tables for each model and size of the valve. Primary endpoint was 5-year survival rate. ResultsMean age was 80 years and 55.6% were male. The mean STS risk score was 4.66%. 74.9% of patients received a BEV and 25.1% received a SEV. The incidence of severe PPM was markedly lower when defined by predicted vs. measured EOAi (0.8% vs. 6.3%, P < 0.001) and when assessed in SEV vs. BEV (5.3% vs. 6.6%, p= 0.02). Neither severe PPMp nor severe PPMM was associated with 5-year mortality (HR=1.26, 95% CI= 0.96-1.66, p=0.095; HR=1.03, 95% CI= 0.42-2.49, p=0.954, respectively), irrespective of the presence of high residual pressure gradient. Neither BEV nor SEV was associated with an increased 5-year mortality, irrespective of PPM definition or severity. ConclusionsIn this large healthcare system analysis, neither severe PPMP nor severe PPMM was associated with five-year all-cause mortality. There was no difference between BEV and SEV in terms of mortality, irrespective of the definition or severity of PPM.

Factors Associated with Completeness of Sex and Gender Fields in Electronic Health Records.

Purpose: Our purpose was to understand the completeness of sex and gender fields in electronic health record (EHR) data and patient-level factors associated with completeness of those fields. In doing so, we aimed to inform approaches to EHR sex and gender data collection. Methods: This was a retrospective observational study using 2016-2021 deidentified EHR data from a large health care system. Our sample included adults who had an encounter at any of three hospitals within the health care system or were enrolled in the health care system's Accountable Care Organization. The sex and gender fields of interest were gender identity, sex assigned at birth (SAB), and legal sex. Patient characteristics included demographics, clinical features, and health care utilization. Results: In the final study sample (N = 3,473,123), gender identity, SAB, and legal sex (required for system registration) were missing for 75.4%, 75.8%, and 0.1% of individuals, respectively. Several demographic and clinical factors were associated with having complete gender identity and SAB. Notably, the odds of having complete gender identity and SAB were greater among individuals with an activated patient portal (odds ratio [OR] = 2.68; 95% confidence interval [CI] = 2.66-2.70) and with more outpatient visits (OR = 4.34; 95% CI = 4.29-4.38 for 5+ visits); odds of completeness were lower among those with any urgent care visits (OR = 0.80; 95% CI = 0.78-0.82). Conclusions: Missingness of sex and gender data in the EHR was high and associated with a range of patient factors. Key features associated with completeness highlight multiple opportunities for intervention with a focus on patient portal use, primary care provider reporting, and urgent care settings.

Cross-Site Evaluation of Alcohol Screening and Brief Intervention Implementation Programs in Healthcare Systems Serving Individuals of Reproductive Age.

With US Centers for Disease Control and Prevention funding, from 2018 to 2022, 4 large healthcare systems (n = 53 health centers across 7 states) serving people of reproductive age trained staff and provided implementation support for alcohol screening and brief intervention (SBI). This cross-site evaluation explores each healthcare system's implementation approach to implement SBI, reduce excessive alcohol use, and prevent prenatal alcohol exposure (PAE) and fetal alcohol spectrum disorders. The SBIRT (Screening, Brief Intervention, and Referral to Treatment) Program Matrix framed the multilevel strategies to implement alcohol SBI programs from 2018 to 2022. Qualitative and quantitative data sources examined outcomes, guided by one logic model, through systems-level process data and provider-level performance metrics. Data analyses utilized frequencies and means for quantitative data and themes for qualitative data according to an established framework. Successful approaches within systems included using electronic health records, flexible implementation and workflow protocols, customized training and technical assistance programs, quality assurance feedback loops, and stakeholder buy-in. Centralized management structures were efficient in standardizing implementation across health centers. Decentralized management structures used tailored approaches, enhancing provider/staff SBI acceptance. Across systems, 1259 staff (eg, clinicians, medical assistants) were trained to provide alcohol SBI services and reported pre-post training increases in self-efficacy in performing brief intervention; skills in PAE counseling; and confidence in screening. Fifty-three (48 providing data) health centers implemented alcohol SBI, screening 106 826 patients over the study period with most of the 10 087 patients who screened positive for excessive alcohol use receiving a BI. Maximizing the use of technology, employing flexibility in program delivery, and institutionalizing processes and protocols improved workflow, efficiency, and program reach. Ongoing partnership and stakeholder communication identify areas for ongoing improvement, engagement, and best practices for sustainability around substance use screening, which are essential with increases in substance use since the pandemic.

A mobile application for STEMI care optimization: Pilot implementation project report

BackgroundClinical outcomes of patients presenting with STEMI are significantly improved by reducing time from vessel occlusion to coronary blood flow restoration. In an effort to improve outcomes, we developed a secure mobile application, STEMIcathAID, and designed a pilot project implementing the app into the workflow for STEMI patients transfer. The aim of the study is to assess the impact of the app on key metrics for STEMI transfer before (historic) and after app launch. MethodsThe pilot project included physicians, nurses and technicians from the Emergency Medicine and Nursing Departments at the referring center, the catheterization laboratory and transfer center. From July 2021 to February 2023, the referring center activated STEMIcathAID alarms in parallel with the previously established STEMI activation with traditional phone call to transfer center. ResultsOne hundred eleven suspected STEMI calls were activated through the app with 66 accepted and 45 rejected cases; thirty-one STEMI cases with available device time were compared with 42 STEMIs activated through the traditional pathway before the app implementation. Median door-to-device time for STEMIcathAID-assisted transfer decreased from 106 to 86 min (p < 0.001). The significant improvement, 20 min (19%), of the key metric for interhospital transfer resulted in all STEMI cases meeting the AHA goal of door-to-device time ≤ 120 min. In addition, median door-in-door-out time at the referral hospital decreased from 56 to 50 min (p = 0.01). ConclusionsImplementation of a mobile app into STEMI workflow of a large urban healthcare system significantly improved the quality of care for transfer of STEMI patients. Trial registrationAHA Get With The Guidelines-Coronary Artery Disease® (GWTG-CAD) registry is a national quality improvement program and is not subject to the institutional review board approval.

Epidemiological, Phylogenetic, and Resistance Heterogeneity Among Acinetobacter baumannii in a Large U.S. Deep South Healthcare system.

Acinetobacter baumannii (Ab) disease in the United States is commonly attributed to outbreaks of 1 or 2 monophyletic carbapenem resistance (CR) Ab lineages that vary by region. However, there is limited knowledge regarding CRAb epidemiology and population structures in the U.S. Deep South, and few studies compare contemporary CR and carbapenem-susceptible (Cs) Ab, despite relative prevalence of the latter. We performed a multiyear analysis of 2462 Ab cases in a large healthcare system in Birmingham, AL, and 89 post-2021 Ab isolates were sequenced and phenotyped by antibiotic susceptibility tests. Although the cumulative CR rate was 17.7% in our cohort, rates regularly increased in winter months as result of seasonal changes in case incidence of CsAb, specifically. Genotyped CRAb belonged to clonal group (CG) 1, CG2, CG108, CG250, or CG499, with local clones of CG108, CG250, and CG499 persisting over multiple months. There was no clonal expansion of any CsAb lineage. Among CRAb isolates, levels of β-lactam antibiotic resistance and the repertoire of related genetic resistance determinants, which included the novel CR-conferring FtsI A515V polymorphism, differed according to CG. CG108 and CG499 isolates displayed specific heteroresistance to sulbactam and trimethoprim/sulfamethoxazole, respectively, which resulted in discrepant susceptibility results in microbroth versus agar-based antibiotic susceptibility tests modalities. We report an unusually high degree of CRAb phylogenetic diversity principally driven by emergent U.S. lineages harboring novel resistance elements that must be incorporated into diagnostic, surveillance, and preclinical research efforts.

A foundation model for clinician-centered drug repurposing.

Drug repurposing - identifying new therapeutic uses for approved drugs - is often serendipitous and opportunistic, expanding the use of drugs for new diseases. The clinical utility of drug repurposing AI models remains limited because the models focus narrowly on diseases for which some drugs already exist. Here, we introduce TXGNN, a graph foundation model for zero-shot drug repurposing, identifying therapeutic candidates even for diseases with limited treatment options or no existing drugs. Trained on a medical knowledge graph, TXGNN utilizes a graph neural network and metric-learning module to rank drugs as potential indications and contraindications across 17,080 diseases. When benchmarked against eight methods, TXGNN improves prediction accuracy for indications by 49.2% and contraindications by 35.1% under stringent zero-shot evaluation. To facilitate model interpretation, TXGNN's Explainer module offers transparent insights into multi-hop medical knowledge paths that form TXGNN's predictive rationales. Human evaluation of TXGNN's Explainer showed that TXGNN's predictions and explanations perform encouragingly on multiple axes of performance beyond accuracy. Many of TxGNN's novel predictions align with off-label prescriptions clinicians make in a large healthcare system. TXGNN's drug repurposing predictions are accurate, consistent with off-label drug use, and can be investigated by human experts through multi-hop interpretable rationales.

CT Pulmonary Angiogram Clinical Pretest Probability Tool: Impact on Emergency Department Utilization

ObjectiveCurrently, computed tomographic pulmonary angiogram (CTPA) for evaluating acute pulmonary embolism (PE) in Emergency Departments (EDs) is overused and with low yields. The goal of this study is to assess the impact of an evidence-based clinical decision support (CDS) tool, aimed at optimizing appropriate use of CTPA for evaluating PE. MethodsThe study was performed at EDs in a large healthcare system and included 9 academic and community hospitals. The primary outcome was the percent difference in utilization (number of CTPA performed/number of ED visits) and secondary outcome was yield (percentage of CTPA positive for acute PE), comparing 12 months before (6/1/2021-5/31/2022) vs. 12 months after (6/1/2022-5/31/2023) a system-wide implementation of the CDS. Univariate and multivariable analyses using logistic regression were performed to assess factors associated with diagnosis of acute PE. Statistical process control (SPC) charts were used to assess monthly trends in utilization and yield. ResultsAmong 931,677 visits to Emergency Departments, 28,101 CTPAs were performed on 24,675 patients. 14,825 CTPAs were performed among 455,038 visits (3.26%) pre-intervention; 13,276 among 476,639 visits (2.79%) post-intervention, a 14.51% relative decrease in CTPA utilization (chi-square, p<0.001). CTPA yield remained unchanged (1371/14825=9.25% pre- vs. 1184/13276=8.92% post-intervention; chi-square, p=0.34). Patients with COVID diagnosis prior to CTPA had higher probability of acute PE. SPC charts demonstrated seasonal variation in utilization (Friedman test, p=0.047). DiscussionImplementing a CDS based on validated decision rules was associated with a significant reduction in CTPA utilization. The change was immediate and sustained for 12 months post-intervention.