ABSTRACT
Even before the COVID-19 pandemic, mental health challenges were the leading cause of disability and poor health outcomes in youth. Challenges are even greater for youth from racially and ethnically minoritized groups in the United States. Racially and ethnically minoritized youth are more vulnerable to mental health problems than White adolescents, yet are less likely to use mental health services. In late 2021, the National Institutes of Health (NIH) sponsored a virtual conference to examine the state of the science around youth mental health disparities (YMHD), focusing on youth from racially and ethnically minoritized populations and the intersection of race and ethnicity with other drivers of mental health disparities. Key findings and feedback gleaned from the conference have informed strategic planning processes related to YMHD, which has included the development of a strategic framework and funding opportunities, designed to reduce YMHD. This commentary briefly describes the collaborative approach used to develop this framework and other strategies implemented across the NIH to address YMHD and serves as an urgent call to action.
Subject(s)
Mental Health , National Institutes of Health (U.S.) , Humans , United States , Adolescent , Health Status Disparities , Healthcare Disparities , COVID-19/prevention & control , Mental Health Services/organization & administration , Mental Disorders/therapy , Mental Disorders/ethnology , ChildABSTRACT
The electronic Medical Records and Genomics (eMERGE) Network assessed the feasibility of deploying portable phenotype rule-based algorithms with natural language processing (NLP) components added to improve performance of existing algorithms using electronic health records (EHRs). Based on scientific merit and predicted difficulty, eMERGE selected six existing phenotypes to enhance with NLP. We assessed performance, portability, and ease of use. We summarized lessons learned by: (1) challenges; (2) best practices to address challenges based on existing evidence and/or eMERGE experience; and (3) opportunities for future research. Adding NLP resulted in improved, or the same, precision and/or recall for all but one algorithm. Portability, phenotyping workflow/process, and technology were major themes. With NLP, development and validation took longer. Besides portability of NLP technology and algorithm replicability, factors to ensure success include privacy protection, technical infrastructure setup, intellectual property agreement, and efficient communication. Workflow improvements can improve communication and reduce implementation time. NLP performance varied mainly due to clinical document heterogeneity; therefore, we suggest using semi-structured notes, comprehensive documentation, and customization options. NLP portability is possible with improved phenotype algorithm performance, but careful planning and architecture of the algorithms is essential to support local customizations.
Subject(s)
Electronic Health Records , Natural Language Processing , Genomics , Algorithms , PhenotypeABSTRACT
BACKGROUND: General patient acuity is increasing in the United States, with more patients having multiple comorbidities and acute-on-chronic conditions. Hospitalizations may also be complicated by serious adverse events, often unrelated to the admitting medical diagnosis. In our facility, the late detection of patient deterioration on general medical units often resulted in increased length of stay (LOS) in the ICU and poor patient outcomes. PURPOSE: The purpose of this project was to improve patient surveillance and better identify early signs of patient deterioration through the use of continuous vital sign monitoring technology. METHODS: To improve detection of patient deterioration, a nurse-led monitoring and response system was developed using a wearable, wireless device for continuous vital sign surveillance. The patient data the device provided was used with early warning scores and sepsis screening protocols for timely goal-directed interventions. RESULTS: Ninety-seven percent of patient deterioration events were recognized and treated as a result of this continuous monitoring and response system. Rapid response team activations decreased by 53% between baseline and the intervention period. LOS among patients transferred to the ICU decreased from 2.82 to 2.19 days. Nurse satisfaction with use of the continuous monitoring device was positive, with 74% of nurses surveyed reporting that information provided by the device enhanced decision-making. CONCLUSIONS: New technology for patient surveillance, in this case a nurse-led monitoring and response system, can be successfully integrated into general care practice. Use of the nurse-led response system helped nurses recognize early signs of deterioration and continue meaningful patient interactions.
Subject(s)
Clinical Alarms , Early Diagnosis , Monitoring, Physiologic/instrumentation , Monitoring, Physiologic/nursing , Monitoring, Physiologic/standards , Practice Guidelines as Topic , Vital Signs/physiology , Adult , Aged , Aged, 80 and over , Attitude of Health Personnel , Female , Humans , Male , Middle Aged , Monitoring, Physiologic/methods , Nursing Staff, Hospital , United StatesABSTRACT
PURPOSE: To describe the difference in auditory function at neonatal intensive care unit (NICU) discharge between high-risk infant cases exposed to hospital construction during NICU stay and those not exposed. BACKGROUND: Noise produced by routine NICU caregiving exceeds recommended intensity. As California hospitals undergo construction to meet seismic safety regulations, vulnerable neonates are potentially exposed to even higher levels of noise. Ramifications are unknown. METHODS: Retrospective data-based descriptive cohort design was used to compare high-risk infant auditory function at NICU discharge between hospital construction exposed and unexposed groups. SAMPLE SIZE: N = 540 infant cases (243 construction exposed and 297 unexposed controls). INCLUSION CRITERIA: Infant cases born and discharged from the study site NICU in the year 2010 (unexposed) and year 2015 (exposed) and received a newborn hearing screening by automated auditory brainstem evoked response (ABER) prior to discharge with results reported. Infant cases excluded: hearing screen results by ABER unavailable, potentially confounding characteristics (congenital infection, major anomalies including cleft lip and/or palate), and transferred into or out of the study site. INSTRUMENTATION: ABER. ANALYSIS: descriptive statistics (SPSS Version 24.0), hypothesis testing, correlation, and logistic regression. RESULTS: The difference in auditory function at NICU discharge between high-risk infant cases exposed to hospital construction noise and those unexposed was statistically insignificant, χ2 = 1.666, df = 4, p = .1968, 95% confidence interval [-0.635, 2.570]. CONCLUSIONS: More research is needed to better understand whether hospital construction exposure during NICU admission negatively affects high-risk infant auditory function. Findings may catalyze theory development, future research, and child health policy.
Subject(s)
Evoked Potentials, Auditory, Brain Stem/physiology , Hospital Design and Construction , Intensive Care Units, Neonatal , Noise/adverse effects , California , Cohort Studies , Environmental Exposure/adverse effects , Female , Humans , Infant, Newborn , Male , Retrospective StudiesABSTRACT
Research supports the importance of family-centered care in the neonatal intensive care unit (NICU). The significance of continuity in family-centered care beyond the NICU has recently gained attention. Parenting Preemies is a unique and easily replicated postdischarge program designed to ease the transition from hospital to home for NICU graduates and their families. The comprehensive program provides an effective means to demonstrate ongoing, family-centered, and cost-effective outreach after discharge. The specific target population includes premature, low birth-weight, and special needs infants, and their parents. A multidisciplinary team utilizes evidenced-based principles to facilitate an education and support group, in conjunction with home visits, as the foundation for promotion of optimal outcomes for preemies and their parents. Participant satisfaction is consistently positive.