Yoxas/statistical_literacy huggingface dataset:
Pre-diabetes (pre-DM) is a strong predictor of diabetes (DM) over time. This study investigated how much of the recent increase in pre-DM identified among Alaska Native (AN) peoples living in urban southcentral Alaska may be due to changes in diagnostic methods. We used clinical and demographic data collected at baseline between 2004 and 2006 and at follow-up collected between 2015 and 2017 from the urban southcentral Alaska Education and Research Towards Health (EARTH) cohort. We used descriptive statistics and logistic regression to explore differences in demographic and clinical variables among the identified pre-DM groups. Of 388 participants in the follow-up study, 243 had A1c levels indicating pre-DM with only 20 demonstrating pre-DM also by fasting blood glucose (FBG). Current smoking was the sole predictor for pre-DM by A1c alone while abdominal obesity and elevated FBG-predicted pre-DM by A1c+FBG. No participants had an elevated FBG without an A1c elevation. A substantial portion of the rise in pre-DM found among urban southcentral AN peoples in the EARTH follow-up study was due to the addition of A1c testing. Pre-DM by A1c alone should be used to motivate behavioural changes that address modifiable risk factors, including smoking cessation, physical activity and weight management.
Pre-doctoral dental programs must provide opportunities for students to become proficient in self-assessment, communication skills, health literacy, and cultural competence, essential for independent unsupervised practice. This study aimed to assess how student learning through a classroom education service-learning program addresses the Commission on Dental Accreditation (CODA) standards 2-11 and 2-17; specifically through the examination of self-assessment, communication skills, health literacy, and cultural competence. This 2022 retrospective mixed methods cohort study examined unstructured faculty comments on drafted lesson plans and structured evaluations of classroom education service-learning rehearsal sessions. A random sample of faculty comments from three academic years, 2018, 2019, and 2020, were deidentified and analyzed by five researchers for emerging themes using NVivo. Quantitative data from rehearsal presentations were analyzed with descriptive statistics to assess the concordance of self and faculty feedback on specific evaluation criteria. Six major themes from faculty lesson plan feedback emerged: knowledge, professionalism, communication, presentation skills, cultural competence, and program logistics. Concordance between faculty feedback and student self-assessment ranged from 83% to 92.4% across all evaluation criteria over the 3 years: spoke clearly and confidently at the right pace, provided accurate dental terminology and facts, used grade-appropriate language, provided clear instructions to follow, appeared enthusiastic throughout the rehearsal presentation, and designed a well thought out lesson plan that will engage children for the entire presentation. Findings support the classroom education service-learning program as a framework to provide opportunities for student self-assessment and feedback on communication skills, health literacy, and cultural competence aligned with CODA standards 2-11 and 2-17.
pre-eclampsia has been linked to poor neonatal outcomes such as; stillbirth, low birth weight (LBW), prematurity and neonatal morbidities owing to utero-placental insufficiency. The study objective was to determine the prevalence of LBW and immediate (within 24 hours) birth outcomes of LBW neonates born to pre-eclamptic women at Moi Teaching and Referral Hospital (MTRH), Kenya. a descriptive cross-sectional study was conducted among 364 participants (346 singletons and 9 twins) born to pre-eclamptic women at MTRH. A study tool was used to gather data on birth weight and neonatal outcomes. Data was cleaned, coded and entered into SPSS version 22 for analysis. Descriptive statistics were computed for the prevalence of LBW and immediate neonatal outcomes. the study found an LBW prevalence of 180(49.5%) and prematurity of 81(45%). Of the LBW neonates (n=180), 162(90%) were alive and 18(10%) were stillbirths. Their immediate morbidities were, birth asphyxia 51(28.7%), neonatal jaundice 38(21%), hypothermia 18(7.9%) and neonatal sepsis 1(0.7%). Of the neonates that were born alive; 107(59.2%) were admitted to level II nursery care, 53(29.5%) were rooming in with their mothers and 20(11.3%) died within 24 hours. preeclampsia contributes to LBW, nursery admissions and morbidity/mortality of neonates necessitating the need for neonatal units' preparedness for prompt and appropriate management to avert death.
Pre-existing cardiovascular disease (CVD) or cardiovascular risk factors have been associated with an increased risk of complications following hospitalisation with COVID-19, but their impact on the rate of recovery following discharge is not known. To determine whether the rate of patient-perceived recovery following hospitalisation with COVID-19 was affected by the presence of CVD or cardiovascular risk factors. In a multicentre prospective cohort study, patients were recruited following discharge from the hospital with COVID-19 undertaking two comprehensive assessments at 5 months and 12 months. Patients were stratified by the presence of either CVD or cardiovascular risk factors prior to hospitalisation with COVID-19 and compared with controls with neither. Full recovery was determined by the response to a patient-perceived evaluation of full recovery from COVID-19 in the context of physical, physiological and cognitive determinants of health. From a total population of 2545 patients (38.8% women), 472 (18.5%) and 1355 (53.2%) had CVD or cardiovascular risk factors, respectively. Compared with controls (n=718), patients with CVD and cardiovascular risk factors were older and more likely to have had severe COVID-19. Full recovery was significantly lower at 12 months in patients with CVD (adjusted OR (aOR) 0.62, 95% CI 0.43 to 0.89) and cardiovascular risk factors (aOR 0.66, 95% CI 0.50 to 0.86). Patients with CVD or cardiovascular risk factors had a delayed recovery at 12 months following hospitalisation with COVID-19. Targeted interventions to reduce the impact of COVID-19 in patients with cardiovascular disease remain an unmet need. ISRCTN10980107.
Pre-exposure prophylaxis (PrEP) has been an essential element of the national combination prevention package and included in the Universal Health Coverage (UHC) of Thailand since 2019. As a part of the national monitoring and evaluation framework, this qualitative study aims to describe experiences and barriers concerning PrEP initiation and retention among service providers from both hospital and Key Population Led Health Service (KPLHS) settings under the country's UHC roll-out. Between September and October 2020, ten focus group discussions with PrEP service providers from both hospitals and KPLHS across Thailand were conducted of which there were six hospitals, one health service center, three KPLHS. All interviews were recorded and transcribed verbatim to identify providers' experiences, attitudes, and perceived barriers regarding PrEP service delivery in Thailand. Among the 35 PrEP service providers, most of them reported positive attitudes toward PrEP and believed that it is an effective tool for HIV prevention. Men who have sex with men were perceived to be the easiest group to reach while PrEP uptake remains a challenge in other key populations. Integration of a PrEP clinic with other HIV services at hospitals made most healthcare providers unable to adopt an active approach in recruiting new clients like at KPLHS settings. Challenges in delivering PrEP services included lack of public awareness, high workload, limited benefit package coverage, structural and human resources. Additional services to address different health needs should be considered to increase PrEP uptake among harder-to-reach populations. Novel approaches to PrEP service integration and close collaboration between hospitals and KPLHS would be essential in optimizing PrEP uptake and retention. Support regarding raising awareness, expanding service coverage and access, improving facilities and workforce, and providers' capacities are crucial for the success of the national PrEP programme.
Pre-exposure prophylaxis (PrEP) is an effective tool in protecting persons from acquiring HIV infection through sex or injection drug use. However, awareness and willingness to use PrEP among Black gay, bisexual, and other men who have sex with men (BMSM) remain suboptimal compared to White MSM (WMSM) in the United States. Our aims were to (1) assess the factors associated with PrEP awareness and willingness to use PrEP among MSM and (2) compare the PrEP perceptions among BMSM versus non-Black MSM. Data were drawn from two cross-sectional behavioral surveys in Baltimore, MD: Behavioral Surveillance Research (BESURE) conducted in 2017, and Safe Spaces 4 Sexual Health (SS4SH), conducted in 2018 and 2019. Descriptive statistics were used to summarize the study population. We used Poisson regression models to identify variables associated with awareness of PrEP and willingness to use PrEP. PrEP perceptions were assessed via 13 items scored on a 5-point Likert scale. Finally, we conducted a post-hoc exploratory bivariate analysis of the relationship between PrEP perception and willingness to use PrEP, stratified by race/ethnicity. A total of 261 MSM participated in this study. Many of the participants were aware of PrEP (75.1%). Factors associated with greater PrEP awareness included having greater than a high school education (aRR 1.22, 95% CI 1.04, 1.43); and earning more than $25,000 annually (aRR 1.24, 95% CI 1.08, 1.42). Participants who had received money in exchange for sex one or more times were less likely to be aware of PrEP (aRR 0.59, 95% CI 0.36, 0.95). More than half of the participants were willing to use PrEP (55.3%). In bivariate and multivariable analyses, demographic or behavioral characteristics were not significantly associated with willingness to use PrEP. Higher agreement with the following statements was associated with lower willingness to use PrEP: "Having to take a pill every day is difficult" (RR 0.89, 95% CI 0.82-0.97) and, "I am concerned about the side effects of PrEP" (RR 0.89, 95% CI 0.82-0.96), and "PrEP is for people who have riskier sex lives than I do" (RR 0.86, 95% CI 0.78-0.95). Conversely, higher willingness to use PrEP was associated with comfortable having sex without a condom (RR 1.11, 95% CI 1.02-1.21), less anxious about sex (RR 1.12, 95% CI 1.02-1.24), and my friends think that I should take PrEP (RR 1.19, 95% CI 1.07-1.32). We found BMSM compared to non-Black MSM had higher mean scores related to taking a daily pill (p = 0.041), concerns about side effects (p = 0.012), concerns about people thinking they had HIV (p = 0.001), concerns about the financial costs of PrEP (p = 0.038) and caution when dealing with healthcare organizations/medical mistrust (p = 0.019). Perceptions with a statistically significant lower score among BMSM versus non-Black MSM included statements such as, comfortable having sex without a condom (p = 0.003) and less anxious about sex (p < 0.001). We conclude HIV prevention strategies, programs, and interventions should be cognizant of PrEP perceptions that facilitate or hinder PrEP uptake in Baltimore City, MD.
Pre-exposure prophylaxis (PrEP) is an HIV prevention strategy that can reduce the risk of HIV acquisition by more than 90% if taken consistently. Although South Africa has been implementing PrEP since 2016, initially for selected population groups before expanding access to more people, there is a dearth of research focused on PrEP among adolescent boys and young men (ABYM), despite them experiencing high rates of HIV infection. To address this gap, we compared PrEP initiation rates by service delivery points (SDPs) among ABYM in KwaZulu-Natal, South Africa. We conducted a population-based prospective study in 22 SDPs from July 2021 to July 2022 in KwaZulu-Natal, South Africa. Sexually active ABYM aged 15-35 years who tested HIV negative were recruited at purposively selected PrEP SDPs (i.e., healthcare facilities, secondary schools and Technical Vocational Education and Training (TVET) colleges, and community-based youth zones). We collected baseline quantitative data from each participant using self-administered electronic questionnaires built into REDCap, including demographic information such as age, sex, employment status and level of education, as well as PrEP initiation outcomes. We extracted data from REDCap and exported it to Stata version 17.0 for analysis, and then eliminated discrepancies and removed duplicates. We described baseline characteristics using summary and descriptive statistics (median, interquartile range [IQR] and proportions) and reported PrEP initiation proportions overall and by SDPs. The study included 1104 ABYM, with a median age of 24 years (interquartile range (IQR): 21-28)). Almost all participants were black African (n = 1090, 99%), with more than half aged 15-24 years (n = 603, 55%) and 45% (n = 501) aged 25-35 years. The majority (n = 963; 87%) had attained a secondary level of education. Overall PREP initiation rate among adolescent boys and young men was low: among 1078 participants who were eligible for PrEP, 13% (n = 141) were started on PrEP. Among the participants who were initiated on PrEP, over three quarters (78%, n = 58) were initiated from high schools, compared with community-based youth zones (40%, n = 37), TVET colleges (26%, n = 16) and healthcare facilities (4%, n = 30). This study provided evidence suggesting that expanding PrEP services to non-traditional settings, such as high schools, TVET colleges, and community-based organizations, may have a potential to increase PrEP access among ABYM in South Africa.
Pre-pregnancy obesity was associated with gestational diabetes in observational studies, but whether this relationship is causal remains to be determined. To evaluate whether pre-pregnancy obesity traits causally affect gestational diabetes risk, a two-sample Mendelian randomization (MR) analysis was performed utilizing summary-level statistics from published genome-wide association studies (GWAS). Obesity-related traits included body mass index (BMI), overweight, obesity, obesity class 1, obesity class 2, obesity class 3, childhood obesity, waist circumference (WC), hip circumference (HC), waist-to-hip ratio (WHR), percent liver fat, visceral adipose tissue volume, abdominal subcutaneous adipose tissue volume. Effect estimates were evaluated using the inverse-variance weighting method. Weighted median, MR-Egger, simple mode, and weighted mode were performed as sensitivity analyses. Genetically predicted pre-pregnancy BMI [odds ratio (OR) = 1.68; 95% confidence interval (CI): 1.45-1.95; P = 9.13 × 10-12], overweight (OR = 1.49; 95% CI: 1.21-1.85; P = 2.06 × 10-4), obesity (OR = 1.25; 95% CI: 1.18-1.33; P = 8.01 × 10-13), obesity class 1 (OR = 1.31; 95% CI: 1.17-1.46; P = 1.49 × 10-6), obesity class 2 (OR = 1.26; 95% CI: 1.16-1.37; P = 5.23 × 10-8), childhood obesity (OR = 1.33; 95% CI: 1.23-1.44; P = 4.06 × 10-12), and WHR (OR = 2.35; 95% CI: 1.44-3.83; P = 5.89 × 10-4) were associated with increased risk of gestational diabetes. No significant association was observed with obesity class 3, WC, HC, percent liver fat, visceral adipose tissue volume, or abdominal subcutaneous adipose tissue volume. Similar results were observed in sensitivity analyses. Therefore, genetically predicted pre-pregnancy obesity traits may increase the risk of gestational diabetes. Weight control before pregnancy may be beneficial to prevent gestational diabetes.
Pre-registration nursing education has long moved away from preparing nurses with mental health specialisation to nurses with comprehensive knowledge and skills. However, the consumers' experiences of comprehensive-prepared nurses and their nursing care has not been widely explored. This paper reports on a study with consumers to explore their experiences with comprehensive-prepared graduate nurses and the nursing care that they provide in acute mental health settings. An exploratory qualitative study using semi-structured interviews was chosen as the research method. Purposeful sampling recruited 12 consumers and data saturation was achieved. Braun and Clarke's method of thematic analysis was used to analyse the collected data and three themes emerged. The themes are: (i) You got what it takes to be a mental health nurse, (ii) Slow down and spend quality time with us, and (iii) Read in between the lines when we share our negative lived experiences. The findings are useful for identifying strategies to develop evidence-based nursing education for comprehensive-prepared graduate nurses to improve the consumers' experiences of their nursing care.
Pre-rupture of membranes prior labour initiation could complicate approximately 5% of pregnancies and could be associated with a high incidence of perinatal morbidity and mortality complications. The major complications could be chorioamnionitis and cord compression resulting in hypoxia. This study aimed to assess the health literacy of mothers on perinatal outcomes following pre-rupture of membranes at Thulamela B clinics of Vhembe district. A quantitative research approach with a cross-sectional descriptive design was used. The study population comprised a total of 210 lactating mothers within 6 weeks following delivery, irrespective of the mode of delivery were purposively selected. Data were collected by the researchers through self-administered questionnaires. The Statistical Package for Social Sciences (SPSS) version 25 was used for data analysis. The results are presented in the form of tables and graphs based on probability allowing judgment to be made on variables. Validity and reliability were ensured. Ethical clearance was obtained from the University of Venda Research Ethics Committee and permission to access health facilities from the Limpopo Province Department of Health. Findings revealed that limited and inadequate health literacy towards pre-rupture of membranes contributes to perinatal morbidity and mortality, with associated factors like poor antenatal care attendance, delayed health seeking, defaulting, and loss of follow-up. Recommendations to emphasise the provision of preconception and antenatal care where health information on risks and danger signs of PROM to perinatal outcomes are given were made.
Preceptors play a vital role in shaping the growth of every nurse. Effective preceptors lead to better patient outcomes as new nurses are better equipped to deliver high-quality care under the guidance of experienced mentors. Providing a supportive preceptor experience increases job satisfaction and retention rates among new and tenured nurses, ultimately benefiting health care organizations. When designing preceptor development programs, health care institutions should incorporate the Outcome-Based Continuing Education Model© (OB-CE Model©) from the American Nurses Credentialing Center. This column explores how to use the OB-CE Model© to enhance the competency and human skills of preceptors as learners, thereby fostering their development effectively. [J Contin Educ Nurs. 2024;55(5):212-216. ].
Precise customer requirements acquisition is the primary stage of product conceptual design, which plays a decisive role in product quality and innovation. However, existing customer requirements mining approaches pay attention to the offline or online customer comment feedback and there has been little quantitative analysis of customer requirements in the analogical reasoning environment. Latent and innovative customer requirements can be expressed by analogical inspiration distinctly. In response, this paper proposes a semantic analysis-driven customer requirements mining method for product conceptual design based on deep transfer learning and improved latent Dirichlet allocation (ILDA). Initially, an analogy-inspired verbal protocol analysis experiment is implemented to obtain detailed customer requirements descriptions of elevator. Then, full connection layers and a softmax layer are added to the output-end of Chinese bidirectional encoder representations from Transformers (BERT) pre-training language model. The above deep transfer model is utilized to realize the customer requirements classification among functional domain, behavioral domain and structural domain in the customer requirement descriptions of elevator by fine-tuning training. Moreover, the ILDA is adopted to mine the functional customer requirements that can represent customer intention maximally. Finally, an effective accuracy of customer requirements classification is acquired by using the BERT deep transfer model. Meanwhile, five kinds of customer requirements of elevator and corresponding keywords as well as their weight coefficients in the topic-word distribution are extracted. This work can provide a novel research perspective on customer requirements mining for product conceptual design through natural language processing.
Precise epidemiologic and demographic characteristics of immigrant women admitted to gynecology or obstetrics departments are rarely explored. The aim of this retrospective observational study was to analyze the epidemiologic and demographic characteristics of immigrant female patients hospitalized between 2012 and 2017 in one maternity hospital in south-west Slovenia. Clinical data retrieved from hospital electronic information system were used to analyze these characteristics. In the mentioned period, 605 immigrant women were hospitalized, most of them originating from countries of the former Yugoslavia (60.50%) or former Eastern Bloc (14.05%). The results show that in recent years there has been a constantly growing trend of immigrant women being admitted compared to the total number of hospitalizations. No statistical differences were established in the incidence of abortion, preterm delivery or vacuum extraction between Slovenian and immigrant women, although the analysis revealed a higher rate of cesarean section among immigrant women (χ2=26.960, p<0.01). Education level seems to be a significant predictor of the likelihood of an abortion in the group of immigrant women (B=-0.492, p=0.015), where less educated women are at a greater risk. To improve what is known about the sexual and reproductive health-related problems of immigrant women, a large-scale epidemiologic study is needed in the near future.
Precision and personalized medicine remain an elusive but illustrious goal in the realm of critical care, particularly in the areas of trauma and sepsis. These aims specifically refer to data gathering, interpretation, and treatment application on an individualized basis in the clinical care of patients. Until now, personalized medicine has mainly remained focused on genetics and epigenetic phenomena and has propelled clinical care forward, especially in the field of oncology. Advances in technology and methodology continue to proliferate in early-phase research, and some of these advancements are well poised to break into the clinical sphere of critical care. Here, we describe 2 topics at the forefront of investigation with potent and imminent potential for clinical application.