BACKGROUND: The use of technologies has had a significant impact on patient safety and the quality of care and has increased globally. In the literature, it has been reported that people die annually due to adverse events (AEs), and various methods exist for investigating and measuring AEs. However, some methods have a limited scope, data extraction, and the need for data standardization. In Brazil, there are few studies on the application of trigger tools, and this study is the first to create automated triggers in ambulatory care.
OBJECTIVE: This study aims to develop a machine learning (ML)-based automated trigger for outpatient health care settings in Brazil.
METHODS: A mixed methods research will be conducted within a design thinking framework and the principles will be applied in creating the automated triggers, following the stages of (1) empathize and define the problem, involving observations and inquiries to comprehend both the user and the challenge at hand; (2) ideation, where various solutions to the problem are generated; (3) prototyping, involving the construction of a minimal representation of the best solutions; (4) testing, where user feedback is obtained to refine the solution; and (5) implementation, where the refined solution is tested, changes are assessed, and scaling is considered. Furthermore, ML methods will be adopted to develop automated triggers, tailored to the local context in collaboration with an expert in the field.
RESULTS: This protocol describes a research study in its preliminary stages, prior to any data gathering and analysis. The study was approved by the members of the organizations within the institution in January 2024 and by the ethics board of the University of São Paulo and the institution where the study will take place. in May 2024. As of June 2024, stage 1 commenced with data gathering for qualitative research. A separate paper focused on explaining the method of ML will be considered after the outcomes of stages 1 and 2 in this study.
CONCLUSIONS: After the development of automated triggers in the outpatient setting, it will be possible to prevent and identify potential risks of AEs more promptly, providing valuable information. This technological innovation not only promotes advances in clinical practice but also contributes to the dissemination of techniques and knowledge related to patient safety. Additionally, health care professionals can adopt evidence-based preventive measures, reducing costs associated with AEs and hospital readmissions, enhancing productivity in outpatient care, and contributing to the safety, quality, and effectiveness of care provided. Additionally, in the future, if the outcome is successful, there is the potential to apply it in all units, as planned by the institutional organization.
UNASSIGNED: PRR1-10.2196/55466.

UNASSIGNED: Maternal mortality remains a persistent public health concern despite significant strides in reduction over the past few decades, with a global maternal mortality ratio (MMR) of 223 deaths per 100,000 live births in 2020, indicating a 34.3% decline over 20 years, with Low income countries (LICs) and Lower Middle-Income Countries (LMICs) bearing the major burden. Effective implementation of facility-based near-miss case reviews (NMCR), endorsed by the World Health Organization (WHO), faces challenges hindering progress, making exploring implementation strategies through a scoping review essential. This scoping review aims to identify and characterize implementation strategies employed in Low and Lower Middle- Income Countries to facilitate the implementation of facility-based NMCR.
UNASSIGNED: The scoping review will follow Arksey and O\'Malley\'s methodological framework, involving five stages: identifying the research question, selecting relevant studies, selecting data, charting, and summarizing the results. Electronic databases like PubMed, Embase, Web of Science, EBSCOhost - CINAHL Ultimate, and Ovid MEDLINE will be searched, supplemented by citation tracking. Rayyan will be used to screen and remove duplicates, with data charting conducted using Google Sheets. Two independent reviewers will conduct blinded screening, eligibility assessment, and inclusion phases. Reviewers will conduct Systematic data extraction independently using piloted forms, with discrepancies resolved through team discussion and consensus.
UNASSIGNED: The review will identify and characterize implementation strategies employed to facilitate the implementation of facility-based near-miss case reviews in LICs and LMICs.
UNASSIGNED: The findings of this review will contribute to the understanding of implementing strategies for facility-based NMCR in LICs and LMICs. The review can help in designing interventions/programs to reduce maternal mortality and knowledge products.

UNASSIGNED: Improved treatments for children with congenital heart disease (CHD) have led to a growing interest in long-term functional outcomes such as health-related quality of life (HRQOL). Studies on HRQOL in children with CHD have yielded contradictory results. In this study, we aimed to perform a systematic review and meta-analysis to analyze the effect of surgery on HRQOL outcomes in children with CHD in low-income and middle-income countries.
UNASSIGNED: A comprehensive search for articles was performed using the Medline (PubMed), Scopus, and Embase databases from their inception to September 5, 2023. Studies reporting QOL outcomes in children <18 years and published in English were included.
UNASSIGNED: Of the 1239 records screened, 10 studies, including 1721 participants, were included in the study. The overall QOL was significantly better in the control group than in the children who underwent surgery for CHD (P=0.04, standard mean difference of -0.62, 95% CI: -1.2 to -0.04), and the overall QOL was significantly better in the children with CHD after surgery than before surgery (P=0.05, standard mean difference of -0.56, 95% CI: -1.11 to -0.01).
UNASSIGNED: The QOL of children from low-income and middle-income countries who undergo surgery for CHD is significantly poorer than that of controls in all dimensions except the emotional domain. Meanwhile, surgery has the greatest impact on improving the physical domain in children with CHD after surgery. Strategies to improve HRQOL in this subgroup of patients should be further investigated.

OBJECTIVE: Breakfast consumption could have a synchronizer role in chronobiological functions. Across observational studies, the assessment of breakfast frequency consumption is heterogeneous, therefore consensus on the relation between of weekly frequency of breakfast consumption and the risk of diabetes is unclear. We examined the relation between weekly breakfast frequency consumption and the incidence of diabetes in middle-age women.
RESULTS: Since baseline (2006-2008) we prospectively followed 71,373 women from the Mexican Teachers\' Cohort. Participants were classified according to breakfast consumption frequency of 0, 1-3, 4-6, or 7 days/week. Diabetes was identified by self-report and clinical-administrative databases. We used Cox proportional hazards multivariable models to estimate hazard ratios (HR) and 95% confidence intervals (CI) for breakfast frequency and diabetes adjusting for covariates. Stratified analyses were performed for age, birth weight, ethnicity, and physical activity. We identified 3613 new diabetes cases between baseline and 2014. The prevalence of daily breakfast consumers was 25%. The median follow-up was 2.2 years, interquartile range 1.8-3.8 years. Relative to women who skipped breakfast, those who consumed breakfast every day had a 12% lower risk of diabetes (multivariable HR = 0.88; 95% CI 0.78, 0.99; p-trend = 0.0018). One additional day per week of breakfast was associated with a lower risk of diabetes (HR = 0.98; 95% CI 0.97, 0.99). In stratified analysis, the observed inverse relation appeared to be stronger in women aged ≥40 years and in indigenous women.
CONCLUSIONS: Breakfast frequency was inversely associated with the incidence of diabetes independently of lifestyle factors. Regular breakfast consumption may be a potential component of diabetes prevention.

The term \"urban-rural divide\" encompasses several dimensions and has remained an important concern for any country. The economic disparity; lack of infrastructure; dearth of medical specialists; limited opportunities to education, training, and health care; lower level of sanitation; and isolating effect of geographical location deepens this gap, especially in low-income and middle-income countries (LMICs). This article gives an overview of the rural-urban differences in terms of facilities related to neurocritical care (NCC) in LMICs. Issues related to common clinical conditions such as stroke, traumatic brain injury, myasthenia gravis, epilepsy, tubercular meningitis, and tracheostomy are also discussed. To facilitate delivery of NCC in resource-limited settings, proposed strategies include strengthening preventive measures, focusing on basics, having a multidisciplinary approach, promoting training and education, and conducting cost-effective research and collaborative efforts. The rural areas of LMICs bear the maximum impact because of their limited access to preventive health services, high incidence of acquired brain injury, inability to have timely management of neurological emergencies, and scarcity of specialist services in a resource-deprived health center. An increase in the health budget allocation for rural areas, NCC education and training of the workforce, and provision of telemedicine services for rapid diagnosis, management, and neurorehabilitation are some of the steps that can be quite helpful.

OBJECTIVE: Do patterns of the menstrual cycle, menstrual pain and the use of medication for menstrual pain differ between young women from high-income countries (HIC) and middle-income countries (MIC)?
METHODS: A multinational, multicentre, cross-sectional study using pen-and-paper questionnaires was conducted between 2016 and 2021 to assess patterns of the menstrual cycle, menstrual pain and the use of medication for menstrual pain. Various parameters were evaluated to identify high-risk factors for severe menstrual pain in women from two HIC (n = 1550) and nine MIC (n = 7139).
RESULTS: From a total of 9114 young women, 4920 medical students (HIC n = 696, MIC n = 4224) and 3769 nursing students (HIC n = 854, MIC n = 2915) were included in this study. Compared with those from HIC, a significantly higher proportion of medical and nursing students from MIC reported cyclic pain (83.9% and 86.8%, respectively) and acyclic pain (33.8% and 31.9%, respectively) (both P < 0.001). Multivariate regression analysis revealed that low body mass index and early onset of menarche were independent risk factors for severe cyclic/acyclic pain among women from HIC, and a family history of menstrual pain was a risk factor for severe cyclic/acyclic pain among women from HIC and MIC.
CONCLUSIONS: Differential patterns of the menstrual cycle, menstrual pain and use of medication for menstrual pain were found between young women from HIC and MIC. A proper educational programme may be necessary for these women and healthcare providers to understand the consequences of intractable cyclic/acyclic pain, in order to facilitate early detection and timely management of menstrual pain and its negative consequences, such as endometriosis.

OBJECTIVE: This study aimed to determine long-term cost-effectiveness of continuous glucose monitoring (CGM) technology versus self-monitoring of blood glucose (SMBG) in adults with type 1 diabetes (T1D) using multiple daily injections in Iran.
METHODS: According to available data, the long-term costs and clinical outcomes of CGM and SMBG were estimated using the Sheffield Type 1 Diabetes Model, with a lifetime horizon from a payer\'s perspective. The primary outcome was the cost per quality-adjusted life year (QALY) gained.
RESULTS: The lifetime cost-effectiveness analysis demonstrated that on average, the use of CGM increased life expectancy by 1.32 years and QALYs by 1.63, compared with SMBG. The CGM group had an average discounted total cost of $40 093 US dollars, whereas the SMBG group had an average discounted total cost of $13 366. This resulted in an incremental cost-effectiveness ratio (ICER) of $16 386 per QALY gained, which is less than the threshold of 3 times the gross domestic product (GDP) per capita of Iran ($24 561).
CONCLUSIONS: Considering 3 times the GDP per capita as the threshold, CGM is likely to be cost-effective in Iran. However, for CGM to be very cost-effective (ie, have an ICER less than 1 times the GDP per capita) and presumably more accessible, the price of CGM should decrease to $40 per sensor, each with a lifespan of 14 days.

Health policy frameworks for the prevention and control of non-communicable diseases have largely been developed for application in high-income countries. Limited attention has been given to the policy exigencies in lower- and middle-income countries where the impacts of these conditions have been most severe, and further clarification of the policy requirements for effective prevention is needed. This paper presents a policy approach to prevention that, although relevant to high-income countries, recognizes the peculiar situation of low-and middle-income countries. Rather than a narrow emphasis on the implementation of piecemeal interventions, this paper encourages policymakers to utilize a framework of four embedded policy levels, namely health services, risk factors, environmental, and global policies. For a better understanding of the non-communicable disease challenge from a policy standpoint, it is proposed that a policy framework that recognizes responsible health services, addresses key risk factors, tackles underlying health determinants, and implements global non-communicable disease conventions, offers the best leverage for prevention.

BACKGROUND: Existing data on female sex and excess cardiovascular mortality after myocardial infarction (MI) mostly come from high-income countries (HICs). This study aimed to investigate how sex disparities in treatments and outcomes vary across countries with different income levels.
METHODS: Data from the ISACS-Archives registry included 22 087 MI patients from 6 HICs and 6 middle-income countries (MICs). MI data were disaggregated by clinical presentation: ST-segment elevation myocardial infarction (STEMI) and non-ST-segment elevation myocardial infarction (NSTEMI). The primary outcome was 30-day mortality.
RESULTS: Among STEMI patients, women in MICs had nearly double the 30-day mortality rate of men (12.4% versus 5.8%; adjusted risk ratio [RR] 2.30, 95% CI 1.98-2.68). This difference was less pronounced in HICs (6.8% versus 5.1%; RR 1.36, 95% CI 1.05-1.75). Despite more frequent treatments and timely revascularization in MICs, sex-based mortality differences persisted even after revascularization (8.0% versus 4.1%; RR 2.05, 95% CI, 1.68-2.50 in MICs and 5.6% versus 2.6%; RR 2.17, 95% CI 1.48-3.18) in HICs. Additionally, women from MICs had higher diabetes rates compared to HICs (31.8% versus 25.1%, standardized difference = 0.15). NSTEMI outcomes were relatively similar between sexes and income groups.
CONCLUSIONS: Sex disparities in mortality rates following STEMI are more pronounced in MICs compared to HICs. These disparities cannot be solely attributed to sex-related inequities in revascularization. Variations in mortality may also be influenced by sex differences in socioeconomic factors and baseline comorbidities.

Sustainable development through technical progress for middle-income countries (MICs) is overlooked in growth allied studies. Despite their crucial role in alleviating poverty and resource shortages, MICs encounter challenges in global economic competition, driving persistent efforts to find practical solutions. Therefore, this study explores the integrated impact of R&D expenditure and remittances on economic growth in MICs. Using data from 25 MICs between 1996 and 2021, this study employs the \"2nd generation unit root\" and \"panel autoregressive distributed lag (ARDL)\" methods. The \"feasible generalized least square (FGLS)\" techniques and the \"Dumitrescu-Hurlin (D-H)\" causality test are employed to verify the robustness of the panel ARDL estimation. The Westerlund cointegration tests confirm a long-term cointegration between variables. The findings of the panel ARDL approach show that R&D expenditure and remittances positively and significantly influence economic growth. The robustness of the panel ARDL results is confirmed by the FGLS estimation, which produces similar outcomes. The outcomes from the FGLS and the ARDL methods are additionally validated by the D-H causality check. Therefore, encouraging R&D and remittances is crucial to accelerate middle-income nations\' economic growth. The study reveals a novel mechanism of R&D expenditures, remittances, and economic growth in MICs, shaping their mutual influence on this economic landscape. The study supports middle-income countries\' policymakers in creating effective policies for their financial institutions regarding R&D expenditure and remittances.