Learning health system

PROBLEM: Indigenous populations experience higher odds of poor maternal and infant health outcomes than non-Hispanic White mothers yet have lower odds of receiving adequate prenatal care. BACKGROUND: Many Indigenous communities rely on modern Western medical institutions to provide pregnancy related health care. These systems were not developed with or for Indigenous communities and often fail to meet the needs of Indigenous pregnant patients. Offering culturally congruent models of care may increase prenatal care utilization...

Artificial Intelligence, specifically advanced language models such as ChatGPT, have the potential to revolutionize various aspects of healthcare, medical education, and research. In this narrative review, we evaluate the myriad applications of ChatGPT in diverse healthcare domains. We discuss its potential role in clinical decision-making, exploring how it can assist physicians by providing rapid, data-driven insights for diagnosis and treatment. We review the benefits of ChatGPT in personalized patient care, particularly in geriatric care, medication management, weight loss and nutrition, and physical activity guidance...

INTRODUCTION: As a hallmark feature of amyotrophic lateral sclerosis (ALS), bulbar involvement leads to progressive declines of speech and swallowing functions, significantly impacting social, emotional, and physical health, and quality of life. Standard clinical tools for bulbar assessment focus primarily on clinical symptoms and functional outcomes. However, ALS is known to have a long, clinically silent prodromal stage characterized by complex subclinical changes at various levels of the bulbar motor system...

OBJECTIVE: This qualitative study aimed to examine how states implemented COVID-19 public health emergency-related federal policy flexibilities for opioid use disorder treatment from the perspective of state-level behavioral health policy makers. Recommendations are given for applying lessons learned to improve the long-term impact of these flexibilities on opioid use disorder treatment. METHODS: Eleven semistructured interviews were conducted with 13 stakeholders from six state governments, and transcripts were qualitatively coded...

OBJECTIVE: People with previous incarceration and a mental disorder, a substance use disorder, or both are less likely to obtain employment than are those without these characteristics. Distance learning and education (DLE) systems are increasingly being integrated into clinical care and provide a pathway to disseminate vocational services. DLE systems can help reach people with barriers to accessing services, including people without transportation, experiencing homelessness, living in rural areas, or who are homebound...

BACKGROUND: Persistent Physical Symptoms (PPS) include symptoms such as chronic pain, and syndromes such as chronic fatigue. They are common, but are often inadequately managed, causing distress and higher costs for health care systems. A lack of teaching about PPS has been recognised as a contributing factor to poor management. METHODS: The authors conducted a scoping review of the literature, including all studies published before 31 March 2023. Systematic methods were used to determine what teaching on PPS was taking place for medical undergraduates...

OBJECTIVE: Today's healthcare system requires interprofessional collaborative practice (IPCP) to improve health outcomes. IPCP often begins with interprofessional education (IPE), which should stimulate meaningful idea exchange. This study's purpose was to assess the impact of a photovoice-based IPE experience on the attitudes and beliefs of students in two health professions programs. METHODS: Forty-two Doctor of Physical Therapy students and 13 Radiation Therapy students created photovoice slides representing the most significant "thing" in their professional education...

BACKGROUND: Asynchronous outpatient patient-to-provider communication is expanding in UK health care, requiring evaluation. During the pandemic, Aberdeen Royal Infirmary in Scotland expanded its outpatient asynchronous consultation service from dermatology (deployed in May 2020) to gastroenterology and pain management clinics. OBJECTIVE: We conducted a mixed methods study using staff, patient, and public perspectives and National Health Service (NHS) numerical data to obtain a rounded picture of innovation as it happened...

Maintaining retention in care (RIC) for people living with HIV (PLWH) helps achieve viral suppression and reduce onward transmission. This study aims to identify the best machine learning model that predicts the RIC transition over time. Extracting from the enhanced HIV/AIDS reporting system, this study included 9765 PLWH from 2005 to 2020 in South Carolina. Transition of RIC was defined as the change of RIC status in each two-year time window. We applied seven classifiers, such as Random Forest, Support Vector Machine, eXtreme Gradient Boosting and Long-short-term memory, for each lagged response to predict the subsequent year's RIC transition...

Cardiovascular diseases (CVDs) are responsible for a large proportion of premature deaths in low- and middle-income countries. Early CVD detection and intervention is critical in these populations, yet many existing CVD risk scores require a physical examination or lab measurements, which can be challenging in such health systems due to limited accessibility. We investigated the potential to use photoplethysmography (PPG), a sensing technology available on most smartphones that can potentially enable large-scale screening at low cost, for CVD risk prediction...

BACKGROUND: The impact of COVID-19 and its mitigation measures have exacerbated the global mental health crisis. Digital mental health interventions (DMHIs) may have the potential to address health system gaps and global health inequalities in low- and middle-income countries (LMICs). AIMS: This thesis aims to map the current state of DMHIs in Nigeria and illustrate their progress, limitations, and challenges. METHODS: Twenty interviews were conducted with researchers, healthcare providers, and digital health experts...

BACKGROUND: Lessons learned from the Household Humidifier Disinfectant Tragedy (HHDT) in Korea, which poisoned thousands of citizens over a period of years, necessitated an examination of national poison prevention and surveillance systems. The objectives of this study are to identify essential changes needed in chemical poisoning prevention regulations and surveillance systems for effective poison control by comparing recent trends in international poison control center (PCC) operations, and to delineate the critical elements for establishing a state-of-the-art poison control surveillance system in Korea based on recent advances in PCCs with toxicovigilance...

INTRODUCTION: Childbirth and parenting classes are very important because they potentially help couples to make the right decisions during pregnancy, childbirth, and the postpartum period, which has a direct effect on the health of the mother and neonate. However, in Cyprus, the culture of childbirth and parenting classes has not been previously explored. METHODS: An ethnographic study design was adopted, specifically non-participant observation was undertaken of 19 classes...

Screening newborns is recognized as an important health policy. It is cost-effective and is implemented as a national health program in most developed countries. Though births in developing countries contribute to more than half of the total births globally, newborn screening (NBS) is not yet implemented in most developing countries. If not diagnosed and treated timely, some of these infants will contribute to neonatal mortality. In contrast, others will have long-term sequelae like developmental delay, learning disabilities, behavioral abnormalities, and backward academic performance in the future...

BACKGROUND: Lebanon has been facing a series of crises, significantly increasing health challenges, and straining its healthcare infrastructure. This caused deficiencies in the system's ability to attend to population health needs, and it profoundly impacted vulnerable and refugee communities who face additional challenges accessing healthcare services. In response, the Global Health Institute at the American University of Beirut designed and implemented the Mobile University for Health (MUH), which promotes task-shifting through capacity building complemented by communities of practice (CoP)...

IoT-based Sensors networks play a pivotal role in improving air quality monitoring in the Middle East. They provide real-time data, enabling precise tracking of pollution trends, informed decision-making, and increased public awareness. Air quality and dust pollution in the Middle East region may leads to various health issues, particularly among vulnerable populations. IoT-based Sensors networks help mitigate health risks by offering timely and accurate air quality data. Air pollution affects not only human health but also the region's ecosystems and contributes to climate change...

OBJECTIVE: To address the gap in effective nursing training for quality management, this study aims to implement and assess a nursing training program based on the Holton Learning Transfer System Inventory, utilizing action research to enhance the practicality and effectiveness of training outcomes. METHODS: The study involved the formation of a dedicated training team, with program development informed by an extensive situation analysis and literature review. Key focus areas included motivation to transfer, learning environment, and transfer design...

BACKGROUND: Artificial intelligence (AI) technologies are expected to "revolutionise" healthcare. However, despite their promises, their integration within healthcare organisations and systems remains limited. The objective of this study is to explore and understand the systemic challenges and implications of their integration in a leading Canadian academic hospital. METHODS: Semi-structured interviews were conducted with 29 stakeholders concerned by the integration of a large set of AI technologies within the organisation (e...

BACKGROUND: A growing number of older adults (ages 65+) live with Type 1 diabetes. Simultaneously, technologies such as continuous glucose monitoring (CGM) have become standard of care. There is thus a need to understand better the complex dynamics that promote use of CGM (and other care innovations) over time in this age group. Our aim was to adapt methods from systems thinking, specifically a participatory approach to system dynamics modeling called group model building (GMB), to model the complex experiences that may underlie different trajectories of CGM use among this population...

Health care institutions play an essential role in community resilience. As one of the largest health care systems in the United States, the Veterans Health Administration (VHA) plays a critical role in supporting medically vulnerable Veterans during disasters. Disasters require large-scale outreach to individuals in affected areas, including the capability to identify patients, establish contact, determine needs, and deliver required services. Here we describe the development and implementation of VHA's Vulnerable Patient Care, Access, and Response in Emergencies (VP CARE) program, a data-driven system of outreach to preidentified medically vulnerable patients, which seeks to streamline this process...