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To explore associations between histoplasmosis and race and ethnicity, socioeconomic status, and rurality, we conducted an in-depth analysis of social determinants of health and histoplasmosis in 8 US states. Using the Minority Health Social Vulnerability Index (MH SVI), we analyzed county-level histoplasmosis incidence (cases/100,000 population) from the 8 states by applying generalized linear mixed hurdle models. We found that histoplasmosis incidence was higher in counties with limited healthcare infrastructure and access as measured by the MH SVI and in more rural counties. Other social determinants of health measured by the MH SVI tool either were not significantly or were inconsistently associated with histoplasmosis incidence. Increased awareness of histoplasmosis, more accessible diagnostic tests, and investment in rural health services could address histoplasmosis-related health disparities.
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Histoplasmose , População Rural , Humanos , Histoplasmose/epidemiologia , Estados Unidos/epidemiologia , Incidência , Vulnerabilidade Social , Masculino , Feminino , Determinantes Sociais da Saúde , Grupos MinoritáriosRESUMO
BACKGROUND: Many municipalities in rural areas of Korea are facing population decline due to the aging population phenomenon. This study examined the relationship between residing in municipalities facing population decline and satisfaction with nearby healthcare infrastructure in older aged adults. METHODS: The 2021 Korea Community Health Survey (KCHS) data were used. Municipalities were classified as those not facing population decline, those at risk, and those facing population decline based on the Population Decline Index. The association between residing in municipalities facing population decline and satisfaction with nearby healthcare infrastructure was examined cross-sectionally using a multi-level logistic regression analysis. Satisfaction with available public transportation was concomitantly examined as it is related to accessing healthcare services. RESULTS: Of the 58,568 individuals aged 65 years or above analyzed, 27,471 (46.9%) adults were residing in municipalities without population decline, 4,640 (7.9%) adults in municipalities at risk of population decline, and 26,457 (45.2%) in municipalities with population decline. Individuals living in municipalities with population decline were more likely to be dissatisfied with nearby healthcare infrastructure (OR 1.76, 95% CI 1.41-2.20). Similar tendencies were found for public transportation infrastructure (OR 1.67, 95% CI 1.38-2.03). CONCLUSIONS: Individuals residing in municipalities with declining populations are more likely to report dissatisfaction with nearby healthcare infrastructure and public transportation. These findings emphasize the importance of providing adequate medical infrastructure to reduce potential health-related disparities.
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Acessibilidade aos Serviços de Saúde , Humanos , Idoso , Masculino , Feminino , República da Coreia , Estudos Transversais , Idoso de 80 Anos ou mais , Cidades , Dinâmica Populacional , Meios de Transporte/estatística & dados numéricos , População Rural/estatística & dados numéricos , Satisfação Pessoal , Inquéritos Epidemiológicos , Infraestrutura de Saúde PúblicaRESUMO
BACKGROUND: Equitable geographical distribution of health resources, such as hospital beds, is fundamental in ensuring public accessibility to healthcare services. This study examines the distribution of hospital beds across Saudi Arabia's 20 health regions. METHODS: A secondary data analysis was conducted using the 2022 Saudi Ministry of Health Statistical Yearbook. The study focused on calculating the hospital beds-per-1,000-people ratio across Saudi Arabia's 20 health regions. The analysis involved comparing regional bed distributions using the Gini index and Lorenz curve to assess the distribution of hospital beds. RESULTS: The national average beds-per-1,000-people ratio was 2.43, serving a population of approximately 32.2 million. The calculated mean Gini index for bed distribution was 0.15, which indicates a relatively equitable distribution. Further analysis revealed some regional disparities, with health regions like Makkah and Jeddah displaying critically low bed-to-population ratios. In contrast, others like Al-Jouf and the Northern region reported higher ratios. The study also identified the need for an additional 17,062 beds to meet international standards of 2.9 beds per 1,000 people. CONCLUSIONS: The findings revealed a national average beds-per-1,000-people ratio of 2.43, with some regional disparities. The study highlights the critical need for targeted healthcare planning and policy interventions to address the uneven distribution of hospital beds across Saudi Arabia. TRIAL REGISTRATION: Not applicable.
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Número de Leitos em Hospital , Arábia Saudita , Humanos , Número de Leitos em Hospital/estatística & dados numéricos , Acessibilidade aos Serviços de Saúde/estatística & dados numéricos , Ocupação de Leitos/estatística & dados numéricos , Necessidades e Demandas de Serviços de SaúdeRESUMO
Motivated by the varying effectiveness of government intervention policies to contain the COVID-19 pandemic, and the potential positive relationship between ethnolinguistic diversity and social distance, this paper aims to provide empirical evidence on the relationship between ethnolinguistic diversity and the spread of COVID-19. In particular, using global data from 113 developed and developing countries during the early stages of the pandemic (from 31 December 2019 to 8 July 2020), we have found a significant negative effect of ethnolinguistic diversity on the spread of the virus. The result is robust to alternative measures of ethnolinguistic diversity and estimator that addresses endogeneity. Moreover, we also show that the impact of ethnolinguistic diversity on the spread of COVID-19 differs in economies characterized by different levels of democracy, policy stringency on addressing COVID-19 and health expenditure.
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COVID-19 , Doenças Transmissíveis , Governo , Humanos , Pandemias , SARS-CoV-2RESUMO
BACKGROUND/PURPOSE: The present study was designed to evaluate the local cardiology infrastructure and services for heart failure (HF) care in Taiwan hospitals and to compare the HF care with the hospitals in European countries. METHODS: Available data from a total of 98 medical centers and regional hospitals in Taiwan were analyzed. Each facility was given a single copy of the questionnaire between September and December 2019, and service records were extracted from the National Health Insurance Database. European data were adopted from the 2017 European Society of Cardiology Atlas. RESULTS: The number of cardiologists per million populations in Taiwan was 57.4, and it was lower than the European median (72.8). The median percentages of interventional and electrophysiologists among cardiologists were 64% and 15% in Taiwan, which were both higher than the European median values (12% and 5%, respectively). The accessibility rates to implantable cardioverter-defibrillator (ICD) and cardiac resynchronization therapy (CRT) in Taiwan were both higher (3.4 and 3.0 centers per million populations) comparing to those in European countries (median 1.6 and 1.5 centers per million populations). Comparing to 67 hospitals without HF care teams in Taiwan, 31 hospitals (31.6%) with HF teams have significantly more cardiology staff, enhanced procedural capabilities with more alternatives on oral or intravenous HF relevant medications. CONCLUSION: Our analysis clearly demonstrated discrepancies in cardiology subspecialties and CRT/ICD accessibilities between European countries and Taiwan. Variations in HF-focused services and facilities plus HF-directed medications have demonstrated significant differences among Taiwanese hospitals with or without HF care team.
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Cardiologia , Insuficiência Cardíaca , Atenção à Saúde , Europa (Continente) , Insuficiência Cardíaca/terapia , Humanos , TaiwanRESUMO
Rheumatoid arthritis (RA) is one of the most frequent chronic inflammatory rheumatic diseases and when untreated leads to chronic tissue destruction and increased mortality. Due to innovative systemic treatment strategies established over the last 20-25 years, the prognosis has considerably improved in terms of disease and socioeconomic burdens, symptoms, long-term prognosis, ability to work and mortality; however, as a rule a prerequisite is long-term and continuous treatment. A medicinal cure of RA is still not in view. For many patients this means the long-term use of very expensive medications. In addition to hemato-oncology, rheumatology has become the second most expensive discipline in Germany in terms of cost per patient. Convincing data from many studies imply that an early start of treatment within the first few weeks after clinical onset of symptoms improves the prognosis, reduces the necessity for expensive drugs and thereby considerably decreases medical costs. This results in the requirement that every patient with symptoms of arthritis must be seen by a rheumatologist within the first 6 weeks following initial manifestation of the disease. Such an improvement in treatment can only be achieved in Germany if the numbers of rheumatologists and trained healthcare professionals in practices such as clinics are considerably increased. This is not only in the interests of patients but also in the interests of the health insurance companies because the investment in the healthcare infrastructure with internistic rheumatologists will result in substantial economic benefits for the cost bearer. It must be the common task of all players in healthcare policy, cost bearers and internistic rheumatologists to provide optimal conditions in medical as well as economical terms.
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Artrite Reumatoide , Reumatologia , Artrite Reumatoide/terapia , Alemanha , Humanos , Prognóstico , Encaminhamento e Consulta , Reumatologia/tendências , Fatores de TempoRESUMO
BACKGROUND: Cancer incidence and mortality is increasing in the developing world. Inequities between low-, middle-, and high-income countries affect disease burden and the infrastructure needs in response to cancer. We surveyed early-career oncologists attending workshops in clinical research in three countries with emerging economies about their perception of the evolving cancer burden. METHODS: A cross-sectional survey questionnaire was distributed at clinical trial concept development workshops held in Beijing, Lahore, Karachi, and Mumbai at major hospitals to acquire information regarding home-country health conditions and needs. RESULTS: A total of 100 respondents participated in the workshops held at major hospitals in the region (India = 29, China = 25, Pakistan = 42, and other = 4). Expected consensus on many issues (e.g., emergence of cancer as a significant health issue) was balanced with significant variation in priorities, opportunities, and challenges. Chinese respondents prioritized improvements in cancer-specific care and palliative care, Indian respondents favored improved cancer detection and advancing research in cancer care, and Pakistani respondents prioritized awareness of cancer and improvements in disease detection and cancer care research. For all, the most frequently cited opportunity was help in improving professional cancer education and training. CONCLUSION: Predominantly early-career oncologists attending clinical research workshops (in China, India, and Pakistan) identified needs for increasing clinical cancer research, professional education, and public awareness of cancer. Decision makers supporting efforts to reduce the burden of cancer worldwide will need to factor the specific needs and aspirations of health care providers in their country in prioritizing health policies and budgets.
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Pessoal de Saúde , Política de Saúde , Neoplasias/epidemiologia , China , Estudos Transversais , Países em Desenvolvimento , Hospitais , Humanos , Índia , Neoplasias/patologia , Neoplasias/terapia , Paquistão , Cuidados PaliativosRESUMO
OBJECTIVE: Federated Learning (FL) enables collaborative model training while keeping data locally. Currently, most FL studies in radiology are conducted in simulated environments due to numerous hurdles impeding its translation into practice. The few existing real-world FL initiatives rarely communicate specific measures taken to overcome these hurdles. To bridge this significant knowledge gap, we propose a comprehensive guide for real-world FL in radiology. Minding efforts to implement real-world FL, there is a lack of comprehensive assessments comparing FL to less complex alternatives in challenging real-world settings, which we address through extensive benchmarking. MATERIALS AND METHODS: We developed our own FL infrastructure within the German Radiological Cooperative Network (RACOON) and demonstrated its functionality by training FL models on lung pathology segmentation tasks across six university hospitals. Insights gained while establishing our FL initiative and running the extensive benchmark experiments were compiled and categorized into the guide. RESULTS: The proposed guide outlines essential steps, identified hurdles, and implemented solutions for establishing successful FL initiatives conducting real-world experiments. Our experimental results prove the practical relevance of our guide and show that FL outperforms less complex alternatives in all evaluation scenarios. DISCUSSION AND CONCLUSION: Our findings justify the efforts required to translate FL into real-world applications by demonstrating advantageous performance over alternative approaches. Additionally, they emphasize the importance of strategic organization, robust management of distributed data and infrastructure in real-world settings. With the proposed guide, we are aiming to aid future FL researchers in circumventing pitfalls and accelerating translation of FL into radiological applications.
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Objectives: This study aims to elucidate the epidemiological characteristics, spatial distribution, and potential contributing factors associated with the 2022-2023 dengue outbreak in Bangladesh. Methods: We retrospectively analyzed dengue fever cases reported by national health surveillance systems, focusing on incidence, geographical spread, and fatalities. Statistical methods were used to explore correlations between population density, healthcare capacity, and disease prevalence. Results: Our study revealed that in 2023, dengue cases and deaths surged five-fold (from 62,382 to 320,835) and nearly six-fold (from 281 to 1699) compared with 2022. Major cities such as Dhaka and Chittagong emerged as epicenters with significantly higher caseloads and mortality rates. The analysis identified a strong positive correlation between population density and disease prevalence, suggesting urbanization as a contributing factor. In addition, a shift in the peak dengue season from August to September was observed. Furthermore, disparities in health care infrastructure were identified, with densely populated areas experiencing critical shortages of hospital beds, potentially impacting fatality rates. Conclusions: This unprecedented dengue outbreak in Bangladesh highlights the need for a multifaceted approach. Prioritizing vector control, targeted public awareness in identified hotspots, addressing healthcare resource inequities, and further research on environmental and demographic determinants of transmission are crucial for mitigating future outbreaks in Bangladesh.
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Ukraine faced significant fluctuations in COVID-19 morbidity and mortality, alongside an escalating HIV epidemic. This mixed-methods study, conducted between February and August 2022, employed a sequential explanatory design combining a quantitative analysis of national data and qualitative interviews to investigate the pandemic's effects on HIV services in Ukraine. The observed trends confirmed that the pandemic significantly disrupted facility-based HIV testing due to logistical challenges, an increased burden on healthcare workers, and supply shortages. Meanwhile, community-based testing showed resilience, largely attributed to programmatic adjustments rather than the pandemic itself. The initiation of antiretroviral therapy declined, especially during initial lockdowns, reflecting diminished treatment capacities. Despite these challenges, telemedicine and home medication delivery innovations supported antiretroviral therapy adherence. Furthermore, improvements in viral load testing and suppression rates showed healthcare resilience. The study highlights the critical need for adaptable, sustainable healthcare strategies in crises, emphasized during the war with Russia.
How COVID-19 Changed HIV Care in Ukraine: Challenges, Adaptations, and Innovations In recent times, Ukraine, like many other countries, has been dealing with two big health problems: the COVID-19 pandemic and the ongoing HIV epidemic. With over 104 million cases of COVID-19 reported in Europe by early 2022, Ukraine faced the coronavirus as well as an increasing HIV crisis, especially among older adults and through various ways of spreading. This study, done between February and August 2022, aimed to understand how the COVID-19 pandemic affected the HIV services in Ukraine. By using numbers and in-depth interviews with health officials, service providers, and community members, we looked into the state of HIV care during this challenging period. Our findings show that the effects of the pandemic on HIV services were mixed. While HIV testing done in the community managed to adjust and keep going despite the changes, services in healthcare facilities ran into many problems. Lockdowns and restrictions made it hard for people to get to these places, leading to a big drop in HIV testing and the start of antiretroviral therapy, a key treatment for managing HIV. Despite these challenges, there were important changes and new ideas. Services such as telemedicine and delivering medication were started to make sure patients could continue their antiretroviral therapy without any breaks. The testing for viral load, which is important for checking how well HIV treatment is working, slowly went up, showing a system that could adapt to the pressures of the pandemic. The ability to adjust and keep going shown by some HIV services in Ukraine during the COVID-19 pandemic highlights the need for healthcare delivery methods that can change as needed and last over time. This study points out the importance of ongoing efforts to support people living with HIV, especially when facing big challenges, and gives valuable lessons for managing healthcare services during difficult times like the conflict with Russia.
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COVID-19 , Infecções por HIV , Telemedicina , Humanos , Ucrânia/epidemiologia , Infecções por HIV/epidemiologia , Infecções por HIV/tratamento farmacológico , COVID-19/epidemiologia , Telemedicina/estatística & dados numéricos , SARS-CoV-2 , Feminino , Atenção à Saúde , Masculino , Pandemias , Teste de HIV/estatística & dados numéricos , Teste de HIV/métodos , Adesão à Medicação/estatística & dados numéricos , Adulto , Pessoal de Saúde/estatística & dados numéricos , Pesquisa QualitativaRESUMO
This comprehensive analysis examines the multifaceted impacts of population growth on public health in Nigeria. Drawing parallels with Omran's epidemiological transition model (that focuses on the intricate means that patterns of health and illness are changing, as well as the relationships that exist between these patterns and the sociological, demographic, and economic factors that influence them) and referencing experiences from Chile and Ceylon. The study highlights a substantial rise in Nigeria's population causing a double burden of infectious and non-communicable diseases, leading to higher morbidity, and mortality rates, increased healthcare costs, decreased productivity, and health inequalities, posing significant challenges to the country's healthcare system. Furthermore, the correlation between low education levels and health outcomes underscores the importance of addressing systemic deficiencies in Nigeria's educational sector. The article emphasizes the urgent need for strategic interventions to mitigate the adverse effects of population growth on health. Recommendations include revitalizing primary healthcare centers, fostering public-private partnerships to enhance healthcare accessibility, leveraging technological advancements like telemedicine, and promoting initiatives to improve nutrition and environmental sustainability. Moreover, prioritizing education on reproductive health and family planning emerges as a crucial strategy to manage population growth sustainably. In conclusion, the article underscores the imperative for collaborative efforts across sectors to navigate Nigeria's evolving health landscape amidst increasing population growth. By implementing targeted policies and interventions, Nigeria can strive toward achieving universal health coverage, enhancing health outcomes, and ultimately raising the standard of living for its populace.
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BACKGROUND: In Africa, peripheral nerve pathologies are a major source of disability, and the results of surgical therapies differ greatly among countries. The goal of this narrative review is to compile the most recent data on peripheral nerve surgery results in Africa, pinpoint critical variables that affect surgical outcomes, and offer suggestions for enhancing patient care. METHODS: A comprehensive literature review was conducted, focusing on studies published over the past four decades. The sources included peer-reviewed journals, hospital records, and reports from healthcare organizations. The review examined outcomes related to functional recovery, quality of life, and postoperative complications. RESULTS: The outcomes of peripheral nerve surgeries in Africa are influenced by the availability of medical infrastructure, the level of surgeon expertise, and the timeliness of the intervention. Urban centers with better resources tend to report more favorable outcomes, whereas rural areas face significant challenges. Common barriers include limited access to advanced surgical tools, a shortage of specialized surgeons, and inadequate postoperative care and rehabilitation services. Despite these challenges, successful interventions have been reported, particularly in settings where targeted training programs and international collaborations are in place. CONCLUSION: Enhancing surgeon training programs, building comprehensive postoperative care and rehabilitation facilities, and investing in healthcare infrastructure are critical to improving peripheral nerve surgery results in Africa. International and regional collaborations can be extremely helpful in advancing these initiatives by enabling the sharing of knowledge and granting access to cutting-edge methods. Patients with peripheral nerve injuries across the continent may experience improved functional recovery and overall quality of life if these criteria are met.
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Procedimentos Neurocirúrgicos , Nervos Periféricos , Humanos , África , Procedimentos Neurocirúrgicos/métodos , Nervos Periféricos/cirurgia , Resultado do Tratamento , Doenças do Sistema Nervoso Periférico/cirurgia , Qualidade de Vida , Recuperação de Função Fisiológica , Complicações Pós-Operatórias/epidemiologiaRESUMO
â¢Urgent plea for global collaboration as Crimean-Congo Hemorrhagic Fever ravages Pakistan's healthcare system.â¢Crisis deepens with 41 confirmed cases, 15 fatalities, and a call to fortify healthcare infrastructure.â¢Government measures in Balochistan deemed a prelude; urgent actions and long-term strategies imperative.â¢Strategic recommendations unveiled for a holistic approach: from healthcare infrastructure to rapid response teams.
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Stroke is a leading cause of disability and mortality worldwide, and it disproportionately affects low- and middle-income countries (LMICs), which account for 88% of stroke fatalities. Prehospital stroke care delays are a crucial obstacle to successful treatment in these settings, especially given the limited therapeutic window for thrombolytic treatments, which may greatly improve recovery chances when initiated early after stroke onset. These delays are caused by a lack of public understanding of stroke symptoms, sociodemographic and cultural variables, and insufficient healthcare infrastructure. This review discusses these issues in detail, emphasizing the disparities in stroke awareness and reaction times between locations and socioeconomic classes. Innovative options for reducing these delays include the deployment of mobile stroke units and community-based educational campaigns. This review also discusses how technology improvements and personalized educational initiatives might improve stroke awareness and response in LMICs. The primary goal is to give a thorough assessment of the challenges and potential remedies that might serve as the foundation for policy reforms and healthcare improvements in LMICs, eventually improving stroke care and lowering disease-related mortality and disability.
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Young men of color who have sex with men are vulnerable to HIV and experience poor PrEP uptake and retention. We conducted a secondary data analysis and calculated adjusted Prevalence Odds Ratios (aPORs) for PrEP retention along with 95% CIs at 90, 180, and 360 days at an organization running safety net clinics in Texas for gay and bisexual men. We found statistically significant association with age, race, in-clinic versus telehealth appointments, and having healthcare insurance. White clients had an aPOR of 1.29 [1.00, 1.67] as compared to Black clients at 90 days. Age group of 18-24 had a lower aPOR than all other age groups except 55 or older at all three time periods. Clients who met providers in person had an aPOR of 2.6 [2.14, 3.19] at 90, 2.6 [2.2, 3.30] at 180 days and 2.84 [2.27, 3.54] at 360 days. Our findings highlight the need for population-specific targeted interventions.
Lower PrEP retention for black and young MSM in TexasOur study findings suggest that of all clients who start PrEP, Black clients and younger clients had a higher chance of not continuing PrEP as compared to White clients and older clients respectively. This analysis was done for a clinic that pre-dominantly offers services to gay and bisexual men. We also found that those who were attending clinic in person had higher chances of continuing. Further those who are insured also had higher chances of continuing.
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Fármacos Anti-HIV , Negro ou Afro-Americano , Infecções por HIV , Profilaxia Pré-Exposição , Provedores de Redes de Segurança , Minorias Sexuais e de Gênero , Adolescente , Adulto , Humanos , Masculino , Pessoa de Meia-Idade , Adulto Jovem , Fármacos Anti-HIV/uso terapêutico , Bissexualidade , Infecções por HIV/prevenção & controle , Homossexualidade Masculina , Profilaxia Pré-Exposição/estatística & dados numéricos , Provedores de Redes de Segurança/estatística & dados numéricos , Texas , BrancosRESUMO
This study assesses the state of percutaneous coronary intervention (PCI) services in Africa, identifying the challenges and prospects for improvement. The study highlights limited infrastructure, resources, and the healthcare workforce as significant challenges in providing adequate PCI services to the population. However, opportunities for improvement are available through increased investment in healthcare infrastructure, healthcare professional training programs, and telemedicine. Collaboration among governments, healthcare providers, and international organizations is essential to address these challenges and improve access to high-quality PCI services for all Africans. Improving PCI facilities and utilization will not only benefit current and future patients with cardiovascular disease but will also advance healthcare as a whole in Africa.
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Robotic surgery and telemedicine have revolutionized the healthcare industry, offering improved patient outcomes and access to medical knowledge. However, Pakistan lags behind in adopting these cutting-edge technologies due to several challenges, including limited infrastructure, budget constraints, and low awareness among patients and healthcare professionals. This article provides an in-depth analysis of the current state of the healthcare system in Pakistan, highlighting the need for investment and policy reforms to integrate robotic surgery and telemedicine effectively. The potential benefits, including medical tourism, enhanced facilities, and skilled workforce retention, are discussed as incentives for the government to embrace digital medicine and bridge the healthcare gap. Through increased awareness, training programs, and collaborations with other nations, Pakistan can pave the way for a digitally empowered healthcare future.
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BACKGROUND: In areas with high population spread such as Saskatchewan, it can be challenging to provide timely endovascular stroke treatment (EVT) to patients living far away from comprehensive stroke centres (CSC). We assessed the association of geography, stroke timing and weather conditions on EVT workflow times and clinical outcomes in Saskatchewan. METHODS: We included patients who underwent EVT between January 2017 and December 2022 in the province of Saskatchewan, Canada. Univariable and multivariable associations of time from last known well-to-CSC arrival, CSC arrival-to-reperfusion, and 90-day modified Rankin Score (mRS) with driving distance from patient home to CSC, transport mode, outdoor temperature and stroke timing (day & time) were assessed using descriptive statistics and multivariable regression. RESULTS: Three-hundred-three patients in the province of Saskatchewan underwent EVT between January 2017 and December 2022. Distance from patient home to CSC (beta-coefficient per 10â km increase = 0.02, 95% CI: 0.01-0.03) and direct to CSC transport (beta-coefficient = -0.76, 95% CI = -1.01-[-0.51]) were associated with last known well to CSC arrival time. In-hospital stroke (beta-coefficient = 0.37, 95% CI: 0.16-0.58), direct-to-CSC transfer (beta-coefficient = 0.27, 95% CI: 0.13-0.41) and daytime stroke onset (beta-coefficient = -0.15, 95% CI: -0.28-[-0.04]) were associated with time from CSC arrival to reperfusion. No association with 90-day mRS was seen. CONCLUSION: Geographic factors and stroke timing were associated with EVT workflow times. However, no association with clinical outcomes was seen, suggesting that EVT patients living remote areas of Saskatchewan have similar benefit from EVT compared to urban areas. Every effort should be made to offer timely EVT to patients from remote areas.
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People in the life sciences who work with Artificial Intelligence (AI) and Machine Learning (ML) are under increased pressure to develop algorithms faster than ever. The possibility of revealing innovative insights and speeding breakthroughs lies in using large datasets integrated on several levels. However, even if there is more data at our disposal than ever, only a meager portion is being filtered, interpreted, integrated, and analyzed. The subject of this technology is the study of how computers may learn from data and imitate human mental processes. Both an increase in the learning capacity and the provision of a decision support system at a size that is redefining the future of healthcare are enabled by AI and ML. This article offers a survey of the uses of AI and ML in the healthcare industry, with a particular emphasis on clinical, developmental, administrative, and global health implementations to support the healthcare infrastructure as a whole, along with the impact and expectations of each component of healthcare. Additionally, possible future trends and scopes of the utilization of this technology in medical infrastructure have also been discussed.