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1.
J Surg Res ; 302: 200-207, 2024 Aug 03.
Article in English | MEDLINE | ID: mdl-39098118

ABSTRACT

INTRODUCTION: Presenting health information at a sixth-grade reading level is advised to accommodate the general public's abilities. Breast cancer (BC) is the second-most common malignancy in women, but the readability of online BC information in English and Spanish, the two most commonly spoken languages in the United States, is uncertain. METHODS: Three search engines were queried using: "how to do a breast examination," "when do I need a mammogram," and "what are the treatment options for breast cancer" in English and Spanish. Sixty websites in each language were studied and classified by source type and origin. Three readability frameworks in each language were applied: Flesch Kincaid Reading Ease, Flesch Kincaid Grade Level, and Simple Measure of Gobbledygook (SMOG) for English, and Fernández-Huerta, Spaulding, and Spanish adaptation of SMOG for Spanish. Median readability scores were calculated, and corresponding grade level determined. The percentage of websites requiring reading abilities >sixth grade level was calculated. RESULTS: English-language websites were predominantly hospital-affiliated (43.3%), while Spanish websites predominantly originated from foundation/advocacy sources (43.3%). Reading difficulty varied across languages: English websites ranged from 5th-12th grade (Flesch Kincaid Grade Level/Flesch Kincaid Reading Ease: 78.3%/98.3% above sixth grade), while Spanish websites spanned 4th-10th grade (Spaulding/Fernández-Huerta: 95%/100% above sixth grade). SMOG/Spanish adaptation of SMOG scores showed lower reading difficulty for Spanish, with few websites exceeding sixth grade (1.7% and 0% for English and Spanish, respectively). CONCLUSIONS: Online BC resources have reading difficulty levels that exceed the recommended sixth grade, although these results vary depending on readability framework. Efforts should be made to establish readability standards that can be translated into Spanish to enhance accessibility for this patient population.

2.
J Athl Train ; 2024 Aug 05.
Article in English | MEDLINE | ID: mdl-39099552

ABSTRACT

CONTEXT: Immediate athletic trainer (AT) availability for acute injuries is essential as worse long-term outcomes are associated with delays in receiving medical care. Several factors have been found to influence AT availability between secondary schools, but few studies have evaluated how medical coverage varies between athlete groups. OBJECTIVE: The purpose of this project was to identify factors that impact the time to AT evaluation following acute sport-related injury in secondary school setting. DESIGN: Cross-Sectional Study. SETTING: Retrospective analysis of de-identified patient records via the Athletic Training Practice-Based Research Network. PATIENTS: High school athletes diagnosed with an acute sport related injury during in-season play from 2010-2023. MAIN OUTCOME MEASURE: Time to AT evaluation was measured as the number of days between injury onset, reported by the patient, to AT evaluation. RESULTS: This report consists of 17,354 patient cases representing 20 different sports. Overall, 46.9% (n=8,138) of patients who sustained an injury during in-season play were evaluated by an AT the same day (range=0-14days). Significant group differences were reported for sex (p <. 001), setting (p <. 001), and sport level (p < .01), with females and in-game injuries associated with longer times to AT evaluation. Freshmen were evaluated sooner than JV (p < .01) and varsity (p < .001) athletes. No difference was observed between JV and varsity athletes (p=0.34). CONCLUSIONS: Almost half of patients received medical care within 24 hours following an acute injury during in-season play, highlighting how qualified health care is accessible for many student athletes through ATs in the secondary school setting. Differences in time to AT evaluation may be attributable to sex discrepancies in immediate medical coverage between sports and injury reporting patterns among athletes.

3.
Genome Biol ; 25(1): 202, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-39090688

ABSTRACT

BACKGROUND: A number of deep learning models have been developed to predict epigenetic features such as chromatin accessibility from DNA sequence. Model evaluations commonly report performance genome-wide; however, cis regulatory elements (CREs), which play critical roles in gene regulation, make up only a small fraction of the genome. Furthermore, cell type-specific CREs contain a large proportion of complex disease heritability. RESULTS: We evaluate genomic deep learning models in chromatin accessibility regions with varying degrees of cell type specificity. We assess two modeling directions in the field: general purpose models trained across thousands of outputs (cell types and epigenetic marks) and models tailored to specific tissues and tasks. We find that the accuracy of genomic deep learning models, including two state-of-the-art general purpose models-Enformer and Sei-varies across the genome and is reduced in cell type-specific accessible regions. Using accessibility models trained on cell types from specific tissues, we find that increasing model capacity to learn cell type-specific regulatory syntax-through single-task learning or high capacity multi-task models-can improve performance in cell type-specific accessible regions. We also observe that improving reference sequence predictions does not consistently improve variant effect predictions, indicating that novel strategies are needed to improve performance on variants. CONCLUSIONS: Our results provide a new perspective on the performance of genomic deep learning models, showing that performance varies across the genome and is particularly reduced in cell type-specific accessible regions. We also identify strategies to maximize performance in cell type-specific accessible regions.


Subject(s)
Chromatin , Deep Learning , Genomics , Humans , Chromatin/genetics , Genomics/methods , Regulatory Sequences, Nucleic Acid , Organ Specificity/genetics , Epigenesis, Genetic , Models, Genetic
4.
BMJ Open ; 14(8): e085758, 2024 Aug 06.
Article in English | MEDLINE | ID: mdl-39107032

ABSTRACT

BACKGROUND: The 2018 Nigeria Demographic and Health Survey shows poor maternal health in northern Nigeria. Contraceptive use remains low and maternal mortality high. Studies show that cultural norms related to men's decision-making role in the family significantly contribute to this phenomenon. OBJECTIVES: The assessment was designed to identify barriers to service delivery and utilisation of maternal-health and family-planning services in three northern Nigerian states, focusing on aspects of service delivery affected by husband involvement. DESIGN: Qualitative design included 16 focus group discussions and 12 in-depth interviews with facility clients, and 16 in-depth interviews with healthcare providers, in each of the three states. SETTING: Primary healthcare facilities in three northern Nigeria states: Bauchi, Kebbi and Sokoto. PARTICIPANTS: Women who came to the facility for family-planning services (n=233 in 24 focus groups); women who came for antenatal care (n=97 in 12 focus groups); men married to women who either received antenatal care or delivered in a facility (n=96 in 12 focus groups); mothers of newborns who delivered in a facility (n=36) and healthcare providers (n=48). RESULTS: We found gender barriers to contraceptive use and to obtaining maternal healthcare, with some women requiring their husband's permission to use services, even in emergencies. Several supply-side barriers exacerbate the situation. Many healthcare providers would not provide women with a family-planning method without their husbands' presence or approval; some male providers would not admit a woman to deliver in a facility if her husband objected to her being treated by a man and there was no female provider present and some facilities do not have the infrastructure to accommodate men. CONCLUSION: Despite years of programming, barriers to women's family-planning and maternal-health service utilisation persist. State governments in northern Nigeria should invest in additional provider training, improving infrastructure and hiring more female healthcare providers.


Subject(s)
Family Planning Services , Focus Groups , Maternal Health Services , Patient Acceptance of Health Care , Qualitative Research , Humans , Female , Nigeria , Male , Adult , Family Planning Services/statistics & numerical data , Patient Acceptance of Health Care/statistics & numerical data , Maternal Health Services/statistics & numerical data , Young Adult , Spouses/psychology , Middle Aged , Health Personnel/psychology , Pregnancy , Health Services Accessibility , Adolescent , Gender Role , Contraception Behavior/statistics & numerical data , Prenatal Care/statistics & numerical data , Women's Health Services
5.
Digit Health ; 10: 20552076241240974, 2024.
Article in English | MEDLINE | ID: mdl-39108256

ABSTRACT

Introduction: Telemedicine has been shown to be an effective approach for people with substance-related disorders. Analyzing patient satisfaction with telemedicine is necessary for improving treatment outcomes. This study aims to assess patient satisfaction with telemedicine for substance-related disorders at the Centro Asistencial Córdoba in Argentina. Methods: A cross-sectional, descriptive, and correlational design was carried out. A patient satisfaction survey was created, consisting of eight questions and a quality-of-life question, which was administered to N = 115 patients. Results: The results showed that more than 90% agreed with the ease of use of virtual consultations, 82% felt they received the same level of care as if the consultation had been in person, 86% agreed with the adequacy of time utilized during the virtual session, and over 85% agreed to repeat their telemedicine treatment. Regarding the composite variable "users' assessment of telemedicine," we found an average of 17.41 ± 2.80. Concerning satisfaction with virtual care and the previous use of telemedicine, 95.7% were satisfied, and nearly 61.7% reported not having used virtual care previously. In terms of money and time saved, 93.9% saved money with virtual consultations, 66.1% saved more than two hours per week, 23.5% saved more than one hour per week, and 10.4% saved less than one hour per week. Conclusions: Overall, there is significant approval of telemedicine among users of substance-related disorders services. In particular, they were satisfied with the time employed, the benefits of saving time and money, and the ease of use of telemedicine; furthermore, they were positive about undergoing telemedicine treatment in the future.

7.
Article in English | MEDLINE | ID: mdl-39091117

ABSTRACT

AIM: To evaluate the methodological quality of studies that analysed the relationship between accessibility to emergency services and infant mortality. METHODS: A systematic review with meta-analysis, registered on the international prospective register of systematic reviews (PROSPERO) platform under code CRD42021279854. Medline/Pubmed, Embase, SciElo, Lilacs, Scopus and web of science electronic databases were searched between November 2021 and May 2024, without language or publication time restriction. We included observational studies that compared the infant mortality outcome with the different distances travelled or travel time to health services in a paediatric emergency. Thus, we excluded studies with primary outcomes present in the pre- and perinatal periods, as well as distances or travel time to obstetric emergency units. We used the grade to assess the methodological quality of the studies and the Newcastle-Ottawa scale for the risk of bias, in addition to performing a meta-analysis. RESULTS: The evidence quality on infant mortality was moderate for four studies and low for three studies. The meta-analysis showed that children who travelled more than 5 km to the emergency service had a 28% increase in the chance of dying (P = 0.002), as well as those travelling for more than 40 min increased by 45% (P < 0.001). CONCLUSIONS: There was a relationship between the increase in geographic accessibility distance and travel time with the increase in infant mortality. However, the studies still showed moderate to low methodological quality.

8.
BMJ Open ; 14(7): e076847, 2024 Jul 31.
Article in English | MEDLINE | ID: mdl-39089714

ABSTRACT

OBJECTIVE: This meta-analysis aimed to estimate the national prevalence of postpartum depression (PPD) in Uganda and identify predictors in both pre-COVID-19 and post-COVID-19 eras. DESIGN: Used a systematic review and meta-analysis methodology. DATA SOURCES: Reviewed papers were sourced from Medline/PubMed, PsycINFO, CINAHL/EBSCOhost, Google Scholar, ScienceDirect and African Journals Online. ELIGIBILITY CRITERIA FOR SELECTED STUDIES: The review encompassed observational studies published on PPD in Uganda from 1 January 2000 to 30 November 2023. RESULTS: 11 studies (involving 7564 participants) published from 1 January 2000 to 30 November 2023 were reviewed. The pooled prevalence of PPD in Uganda was 29% (95% CI 21% to 37%, I2=98.32%). Subgroup analysis indicated a similar prevalence before (29%, 95% CI 20% to 39%) and during (28%, 95% CI 22% to 32%) the COVID-19 period. Special groups exhibited a higher prevalence (32%, 95% CI 16% to 47%) than general postpartum women (28%, 95% CI 19% to 37%). Factors associated with PPD included poor social support (OR 1.19, 95% CI 1.17 to 1.22, I2=96.8%), maternal illness (OR 1.22, 95% CI 1.19 to 1.26, I2=96.9%), poor socioeconomic status (OR 1.43, 95% CI 1.40 to 1.46, I2=99.5%) and undergoing caesarean section (OR 1.15, 95% CI 1.12 to 1.17, I2=80.6%). Surprisingly, there was a marginal decrease in PPD during the COVID-19 period. Subgroup analysis highlighted a higher prevalence among mothers with HIV. CONCLUSION: This study underscores the significant prevalence of PPD in Uganda, with sociodemographic factors increasing risk. Despite a slight decrease during the COVID-19 period, the importance of prioritising maternal mental health is emphasised, considering sociodemographic factors and pandemic challenges, to improve maternal and child health outcomes and overall well-being.


Subject(s)
COVID-19 , Depression, Postpartum , Humans , COVID-19/epidemiology , COVID-19/psychology , Uganda/epidemiology , Female , Depression, Postpartum/epidemiology , Prevalence , Risk Factors , SARS-CoV-2 , Pregnancy , Social Support , Pandemics
9.
Health Serv Insights ; 17: 11786329241263699, 2024.
Article in English | MEDLINE | ID: mdl-39092183

ABSTRACT

Disparities in accessing advanced stroke treatment have been recognized as a policy challenge in multiple countries, including Japan, necessitating priority solutions. Nevertheless, more practical healthcare policies must be implemented due to the limited availability of healthcare staff and financial resources in most nations. This study aimed to evaluate the supply and demand balance of mechanical thrombectomy (MT) and identify areas with high priority for enhancing stroke centers. The target area of this study was Hokkaido, Japan. We adopted the capacitated maximal covering location problem (CMCLP) to propose an optimal allocation without increasing the number of medical facilities. Four realistic scenarios with varying levels of total MT supply capacity for Primary stroke centers and assuming a range of 90 minutes by car from the center were created and simulated. From scenarios 1 to 4, the coverage increased by approximately 53% to 85%, scenarios 2 and 3 had 5% oversupply, and scenario 4 had an oversupply of approximately 20%. When the supply capacity cap was eliminated and 8 PSCs received 31 or more patients, they became priority enhancement targets. The CMCLP estimates demand coverage considering the supply and demand balance and indicates areas and facilities where MT supply capacity enhancement is a priority.

10.
Med Sci Educ ; 34(4): 771-775, 2024 Aug.
Article in English | MEDLINE | ID: mdl-39099854

ABSTRACT

Physicians receive little dedicated training in caring for patients with disabilities. This study evaluated whether integrating disability-focused content into pre-clinical curricula improved medical student knowledge, readiness, and attitudes in caring for patients with disabilities. Readings, clinical reasoning cases, and patient panels were added to the existing pre-clinical curricula. Students self-reported increased knowledge and readiness in caring for patients with disabilities following implementation. No changes were reported in student attitudes toward patients with disabilities. Integrating disability-related training into the curricula was effective in improving students' self-reported knowledge and readiness to care for patients with disabilities. Supplementary Information: The online version contains supplementary material available at 10.1007/s40670-024-02061-5.

11.
Front Immunol ; 15: 1423843, 2024.
Article in English | MEDLINE | ID: mdl-39100669

ABSTRACT

The Bacillus Calmette Guerin (BCG) vaccine has been shown to induce non-specific protection against diseases other than tuberculosis in vaccinated individuals, attributed to the induction of trained immunity. We have previously demonstrated that BCG administration induces innate immune training in mixed peripheral blood mononuclear cells and monocytes in calves. Gamma Delta (γδ) T cells are non-conventional T cells that exhibit innate and adaptive immune system features. They are in higher proportion in the peripheral blood of cattle than humans or rodents and play an essential role in bovine immune response to pathogens. In the current study, we determined if BCG administration induced innate immune training in bovine γδ T cells. A group of 16 pre-weaned Holstein calves (2-4 d age) were enrolled in the study and randomly assigned to vaccine and control groups (n=8/group). The vaccine group received two doses of 106 colony forming units (CFU) BCG Danish strain subcutaneously, separated by 2 weeks. The control group remained unvaccinated. Gamma delta T cells were purified from peripheral blood using magnetic cell sorting three weeks after receiving the 1st BCG dose. We observed functional changes in the γδ T cells from BCG-treated calves shown by increased IL-6 and TNF-α cytokine production in response to in vitro stimulation with Escherichia coli LPS and PAM3CSK4. ATAC-Seq analysis of 78,278 regions of open chromatin (peaks) revealed that γδ T cells from BCG-treated calves had an altered epigenetic status compared to cells from the control calves. Differentially accessible peaks (DAP) found near the promoters of innate immunity-related genes like Siglec14, Irf4, Ifna2, Lrrfip1, and Tnfrsf10d were 1 to 4-fold more accessible in cells from BCG-treated calves. MOTIF enrichment analysis of the sequences within DAPs, which explores transcription factor binding motifs (TFBM) upstream of regulatory elements, revealed TFBM for Eomes and IRF-5 were among the most enriched transcription factors. GO enrichment analysis of genes proximal to the DAPs showed enrichment of pathways such as regulation of IL-2 production, T-cell receptor signaling pathway, and other immune regulatory pathways. In conclusion, our study shows that subcutaneous BCG administration in pre-weaned calves can induce innate immune memory in the form of trained immunity in γδ T cells. This memory is associated with increased chromatin accessibility of innate immune response-related genes, thereby inducing a functional trained immune response evidenced by increased IL-6 and TNF-α cytokine production.


Subject(s)
BCG Vaccine , Immunity, Innate , Animals , Cattle , BCG Vaccine/immunology , Receptors, Antigen, T-Cell, gamma-delta/immunology , Receptors, Antigen, T-Cell, gamma-delta/metabolism , Injections, Subcutaneous , Mycobacterium bovis/immunology , Cytokines/metabolism , Intraepithelial Lymphocytes/immunology , Intraepithelial Lymphocytes/metabolism , Vaccination , Immunologic Memory
12.
J Headache Pain ; 25(1): 127, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-39090530

ABSTRACT

BACKGROUND: Management of idiopathic intracranial hypertension (IIH) is complex requiring contributions from multiple specialized disciplines. In practice, this creates considerable organizational and communicational challenges. To meet those challenges, we established an interdisciplinary integrated outpatient clinic for IIH with a central coordination and a one-stop concept. Here, we aimed to evaluate effects of this one-stop concept on subjective patient satisfaction and economic outcome in patients with IIH. METHODS: In a retrospective cohort study, we compared the one-stop era with integrated care (IC, 1-JUL-2021 to 31-DEC-2022) to a reference group receiving standard care (SC, 1-JUL-2018 to 31-DEC-2019) regarding subjective patient satisfaction (assessed by the Vienna Patient Inventory). Multivariable binary linear regression models were used to adjust for confounders. RESULTS: Baseline characteristics of the IC group (n = 85) and SC group (n = 81) were comparable (female: 90.6% vs. 90.1%; mean age: 33.6 vs. 32.8 years, educational level: ≥9 years of education 60.0% vs. 59.3%; located in Vienna 75.3% vs. 76.5%). Compared to SC, management within IC concept was associated with statistically significantly higher subjective patient satisfaction (beta = 0.93; p < 0.001) with the strongest effects observed in satisfaction with treatment accessibility and availability (beta = 2.05; p < 0.001). Subgroup analyses of patients with migration background and language barrier consistently indicated stronger effects of IC in these groups. CONCLUSIONS: Interdisciplinary integrated management of IIH statistically significantly and clinically meaningfully improves patient satisfaction - particularly in socioeconomically underprivileged patient groups. Providing structured central coordination to facilitate and improve access to interdisciplinary management provides means to further improve outcome.


Subject(s)
Ambulatory Care Facilities , Patient Satisfaction , Pseudotumor Cerebri , Humans , Female , Male , Adult , Pseudotumor Cerebri/therapy , Retrospective Studies , Ambulatory Care Facilities/organization & administration , Delivery of Health Care, Integrated , Patient Care Team/organization & administration , Austria , Middle Aged
13.
Mol Inform ; : e202400008, 2024 Aug 07.
Article in English | MEDLINE | ID: mdl-39110066

ABSTRACT

Sulphotransferases (SULTs) are a major phase II metabolic enzyme class contributing ~20 % to the Phase II metabolism of FDA-approved drugs. Ignoring the potential for SULT-mediated metabolism leaves a strong potential for drug-drug interactions, often causing late-stage drug discovery failures or black-boxed warnings on FDA labels. The existing models use only accessibility descriptors and machine learning (ML) methods for class and site of sulfonation (SOS) predictions for SULT. In this study, a variety of accessibility, reactivity, and hybrid models and algorithms have been developed to make accurate substrate and SOS predictions. Unlike the literature models, reactivity parameters for the aliphatic or aromatic hydroxyl groups (R/Ar-O-H), the Bond Dissociation Energy (BDE) gave accurate models with a True Positive Rate (TPR)=0.84 for SOS predictions. We offer mechanistic insights to explain these novel findings that are not recognized in the literature. The accessibility parameters like the ratio of Chemgauss4 Score (CGS) and Molecular Weight (MW) CGS/MW and distance from cofactor (Dis) were essential for class predictions and showed TPR=0.72. Substrates consistently had lower BDE, Dis, and CGS/MW than non-substrates. Hybrid models also performed acceptablely for SOS predictions. Using the best models, Algorithms gave an acceptable performance in class prediction: TPR=0.62, False Positive Rate (FPR)=0.24, Balanced accuracy (BA)=0.69, and SOS prediction: TPR=0.98, FPR=0.60, and BA=0.69. A rule-based method was added to improve the predictive performance, which improved the algorithm TPR, FPR, and BA. Validation using an external dataset of drug-like compounds gave class prediction: TPR=0.67, FPR=0.00, and SOS prediction: TPR=0.80 and FPR=0.44 for the best Algorithm. Comparisons with standard ML models also show that our algorithm shows higher predictive performance for classification on external datasets. Overall, these models and algorithms (SOS predictor) give accurate substrate class and site (SOS) predictions for SULT-mediated Phase II metabolism and will be valuable to the drug discovery community in academia and industry. The SOS predictor is freely available for academic/non-profit research via the GitHub link.

14.
Univ. salud ; 26(2): D16-D27, mayo-agosto 2024. tab, ilus
Article in Spanish | LILACS | ID: biblio-1553971

ABSTRACT

Introducción: La pandemia por COVID-19 ha afectado significativamente la calidad de los servicios de cuidado de la salud. Objetivo: Analizar los efectos en los atributos de la calidad en salud de los servicios de atención de enfermedades diferentes a la COVID-19 en Colombia, durante el periodo 2020-2022. Materiales y métodos: Se analizaron 24 artículos de alcance nacional y otros específicos de departamentos como Antioquia, Córdoba, Santander y Cundinamarca. Resultados: La pandemia por COVID-19 impactó la calidad de los servicios en la atención de enfermedades como cáncer, accidentes cerebrovasculares y de eventos como la interrupción voluntaria del embarazo. Conclusión: La calidad de la salud se vio afectada en todas sus dimensiones durante las fases de la pandemia, especialmente en la población con enfermedades crónicas y relacionadas con la salud infantil y materna. Además, se destacaron respuestas como el uso de la telemedicina y de la atención domiciliaria para contribuir a la calidad de la salud en Colombia.


Introduction: The COVID-19 pandemic has significantly affected the quality of health care services. Objective: To analyze the effects of COVID-19 on the quality of health care services focused on treating diseases other than COVID-19 in Colombia during the 2020-2022 period. Materials and methods: 24 articles were analyzed, which included some studies focused on national issues and others specific to the departments of Antioquia, Cordoba, Santander, and Cundinamarca. Results: The COVID-19 pandemic affected the quality of health services caring for diseases such as cancer, strokes, and critical circumstances like voluntary termination of pregnancy. Conclusion: All dimensions of health care were affected during the pandemic, especially impacting populations with chronic diseases and diseases related to child and maternal health. It is important to highlight that telemedicine and home care contributed to improving the quality of health in Colombia.


Introdução: A pandemia de COVID-19 afetou significativamente a qualidade dos serviços de saúde. Objetivo: Analisar os efeitos da COVID-19 nos atributos de qualidade em saúde dos serviços de atenção a outras doenças além da COVID-19 na Colômbia, durante o período 2020-2022. Materiais e métodos: foram analisados 24 artigos de âmbito nacional e outros específicos de departamentos como Antioquia, Córdoba, Santander e Cundinamarca. Resultados: A pandemia da COVID-19 impactou a qualidade dos serviços no cuidado de doenças como câncer, acidente vascular cerebral e eventos como a interrupção voluntária da gravidez. Conclusão: A qualidade da saúde foi afetada em todas as suas dimensões durante as fases da pandemia, especialmente na população com doenças crônicas e doenças relacionadas à saúde infantil e materna. Além disso, foram destacadas respostas como o uso da telemedicina e do atendimento domiciliar para contribuir para a qualidade da saúde na Colômbia.


Subject(s)
Humans , Male , Female , Delivery of Health Care , Health Services Accessibility
15.
Spectrochim Acta A Mol Biomol Spectrosc ; 321: 124746, 2024 Jun 27.
Article in English | MEDLINE | ID: mdl-38955065

ABSTRACT

Organic materials have several important characteristics that make them suitable for use in optoelectronics and optical signal processing applications. For absorption and emission maxima, the stabilities and photoactivities of conjugated organic chromophores can be tailored by selecting a suitable parent structure and incorporating substituents that predictably change the optical characteristics. However, a high-throughput design of efficient conjugated organic chromophores without using trial-and-error experimental approaches is required. In this study, machine learning (ML) is used to design and test the conjugated organic chromophores and predict light absorption and emission behavior. Many machine learning models are tried to select the best models for the prediction of absorption and emission maxima. Extreme gradient boosting regressor has appeared as the best model for the prediction of absorption maxima. Random forest regressor stands out as the best model for the prediction of emission maxima. Breaking Retrosynthetically Interesting Chemical Substructures (BRICS) is used to generate 10,000 organic chromophores. Chemical similarity analysis is performed to obtain a deeper understanding of the characteristics and actions of compounds. Furthermore, clustering and heatmap approaches are utilized.

16.
Article in English | MEDLINE | ID: mdl-38955957

ABSTRACT

BACKGROUND: It remains unclear what factors significantly drive racial disparity in cancer survival in the United States (US). We compared adjusted mortality outcomes in cancer patients from different racial and ethnic groups on a population level in the US and a single-payer healthcare system. PATIENTS AND METHODS: We selected adult patients with incident solid and hematologic malignancies from the Surveillance, Epidemiology, and End Results (SEER) 2011-2020 and Veteran Affairs national healthcare system (VA) 2011-2021. We classified the self-reported NIH race and ethnicity into non-Hispanic White (NHW), non-Hispanic Black (NHB), non-Hispanic Asian Pacific Islander (API), and Hispanic. Cox regression models for hazard ratio of racial and ethnic groups were built after adjusting confounders in each cohort. RESULTS: The study included 3,104,657 patients from SEER and 287,619 patients from VA. There were notable differences in baseline characteristics in the two cohorts. In SEER, adjusted HR for mortality was 1.12 (95% CI, 1.12-1.13), 1.03 (95% CI, 1.03-1.04), and 0.91 (95% CI, 0.90-0.92), for NHB, Hispanic, and API patients, respectively, vs. NHW. In VA, adjusted HR was 0.94 (95% CI, 0.92-0.95), 0.84 (95% CI, 0.82-0.87), and 0.96 (95% CI, 0.93-1.00) for NHB, Hispanic, and API, respectively, vs. NHW. Additional subgroup analyses by cancer types, age, and sex did not significantly change these associations. CONCLUSIONS: Racial disparity continues to persist on a population level in the US especially for NHB vs. NHW patients, where the adjusted mortality was 12% higher in the general population but 6% lower in the single-payer VA system.

18.
Disabil Health J ; : 101666, 2024 Jun 25.
Article in English | MEDLINE | ID: mdl-38964937

ABSTRACT

Social participation is associated with better health, quality of life, physical activity, and engagement in community living and is thus an emerging health priority. Transportation plays an important role in facilitating social participation. Our team recently reported in the Journal of Disability and Health that Missouri-dwelling adults aging with long-term physical disabilities who use paratransit services as their primary transportation mode are more likely to participate in social roles and activities outside the home compared to those who do not use paratransit. In March of 2023, the paratransit company Metro Call-A-Ride that serves St. Louis announced major scale backs to their coverage zones due in part to staffing shortages. This decision has been met with a formal complaint filed to the U.S. Department of Justice as well as protest from the St. Louis disability community and advocates. Thousands of individuals who relied on Call-A-Ride for their routine community outings-to work, grocery stores, or medical appointments, for example-have been affected by the cuts. In this commentary, we will summarize the media coverage this decision has received, including the perspectives of disability rights advocates and individuals who have been directly affected. We will then present an overview of our original research findings in the context of these recent events and a brief synthesis of existing literature on paratransit services in the U.S. The commentary will end with proposed policy, research, and programming solutions for St. Louis's Metro Call-A-Ride and public transportation at large.

19.
Disabil Rehabil Assist Technol ; : 1-9, 2024 Jul 04.
Article in English | MEDLINE | ID: mdl-38965819

ABSTRACT

The increasing prevalence of mobility impairments underscores the urgent need for accessible and affordable mobility aids. To overcome the mobility limitations of people with disabilities, there is an increasing need for the development of lightweight and portable powered wheelchairs that can be easily loaded. This study aimed to perform an early health technology assessment and a formative usability evaluation on a modular (detachable) powered wheelchair. It aimed to gauge device satisfaction among users, pinpoint areas for improvement, and detect any unforeseen errors to inform future development. Engaging 16 participants, including powered wheelchair users, healthcare professionals, and caregivers, the research evaluated the wheelchair's functionality in various scenarios, emphasizing safety, effectiveness, and convenience. Statistical analyses of task performance and satisfaction surveys highlighted that, while powered wheelchair users successfully completed tasks focusing on driving and power control, healthcare professionals and caregivers encountered difficulties with the wheelchair's assembly and disassembly. Despite general positivity, the surveys indicated mixed satisfaction levels regarding safety, validity, and convenience, with specific issues related to frame durability, seat comfort, and control mechanisms. These findings suggest that refining the wheelchair's design and addressing user concerns could significantly enhance satisfaction and mobility services. Future efforts will include a thorough review of an advanced prototype and further satisfaction assessments.


We believe that our study makes a significant contribution to the literature by addressing a critical gap in the understanding of user-centric design and usability testing for powered wheelchairs.By emphasizing the importance of early assessments and incorporating user feedback into the development process, our research offers practical insights for creating more accessible and user-friendly mobility solutions.This contribution is particularly relevant in the context of advancing assistive technology and improving the quality of life for individuals with disabilities.

20.
Am J Biol Anthropol ; : e24992, 2024 Jul 01.
Article in English | MEDLINE | ID: mdl-38949078

ABSTRACT

This synthesis explores specific ethical questions that commonly arise in isotopic analysis. For more than four decades, isotope analysis has been employed in archeological studies to explore past human and animal dietary habits, mobility patterns, and the environment in which a human or animal inhabited during life. These analyses require consideration of ethical issues. While theoretical concepts are discussed, we focus on practical aspects: working with descendant communities and other rights holders, choosing methods, creating and sharing data, and working mindfully within academia. These layers of respect and care should surround our science. This paper is relevant for specialists in isotope analysis as well as those incorporating these methods into larger projects. By covering the whole of the research process, from design to output management, we appeal broadly to archaeology and provide actionable solutions that build on the discussions in the general field.

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