Yoxas/statistical_literacy huggingface dataset:
Blood donation is vital to healthcare, but it must be kept safe by mitigating the risk of transfusion transmissible infections (TTIs). The objective of this study was to investigate the factors that influence risk behavior for transfusion transmissible infections among first-time blood donors at Mandalay General Hospital, Myanmar. This study utilized a cross-sectional study design using secondary data. Mandalay city and Mandalay Blood Bank in Mandalay General Hospital were purposely selected and a total of 406 first-time blood donors participated. A structured questionnaire administered by an interviewer was used. The questionnaire contained background characteristics, knowledge on TTIs, attitude toward TTIs, and TTIs risk behaviors. To examine the determinants (background characteristics, knowledge, and attitude) that affect risk behavior, inferential statistics techniques that included the chi-squared test, bivariable logistic regression, and multivariable logistic regression were applied. A p-value of less than 0.05 signified statistical significance. Among 406 first-time blood donors, 52.9% were under 20 years old, and 53.7% were male. Most had undergraduate education (77.6%), were married (84.2%), and were students (55.7%). Additionally, 76.8% hadn't received the hepatitis B vaccine. Blood groups were distributed as follows: B (40.0%), O (33.8%), A (23.4%), AB (8.9%). About 15.8% showed high knowledge level, and 63.6% had high attitude. Notably, 29.3% exhibited high-risk behavior for TTIs. Age was associated with lower risk behavior (OR = 1.54, 95% CI: 0.99, 2.38, p = 0.049), but lost significance in multivariable regression (p = 0.214). Knowledge on TTIs didn't show significance. However, high attitudes were significantly associated with lower risk behavior (OR = 11.4, 95% CI: 1.25, 103.83, p = 0.017, retained in multivariable regression, p = 0.012). Findings of this study contribute in the development of programs that ensure a safe and reliable blood supply chain. To improve blood safety standards among first-time blood donors, this study highlights the value of targeted education and screening processes, placing particular emphasis on acquiring knowledge and positive attitude toward blood donation and risk behavior.
Blood or marrow transplantation (BMT) survivors carry a high burden of morbidity, yet health care utilization by this vulnerable population remains understudied. Patterns and predictors of various domains of health care utilization in long-term BMT survivors were evaluated. Study participants were drawn from the Bone Marrow Transplant Survivor Study (BMTSS). Patients transplanted between 1974 and 2014 at one of three transplant centers who had survived ≥2 years after BMT and were aged ≥18 years at the time of the study were included. A BMTSS survey served as the source of data for health care utilization, sociodemographics, and chronic health conditions. Domains of health care utilization in the 2 years preceding study participation included routine checkups, BMT-related visits, transplant/cancer center visits, emergency room (ER) visits, hospitalizations, and high health care utilization (≥7 physician visits during the 2 years before the study). Clinical characteristics and therapeutic exposures were abstracted from medical records. In this cohort of 3342 BMT survivors (52% allogeneic), the prevalence of health care utilization declined over time since BMT for both allogeneic and autologous BMT survivors, such that among those who had survived ≥20 years, only 49%-53% had undergone routine checkups, 37%-38% reported BMT-related visits, and 28%-29% reported transplant/cancer center visits. The presence of severe/life-threatening conditions and chronic graft-vs-host disease increased the odds of health care utilization across all domains. Lower education, lack of insurance, and Hispanic ethnicity were associated with a lower prevalence of routine checkups and/or transplant/cancer center visits. Lower income increased the odds of ER visits but reduced the odds of hospitalizations or high health care utilization. This study identified vulnerable populations of long-term BMT survivors who would benefit from specialized risk-based anticipatory care to reduce high health care utilization, ER visits, and hospitalizations.
Bloom's Taxonomy of Educational Objective (BTEO), as a classic method for categorizing educational objectives, provides a clear and specific framework for formulating teaching goals in the global education field. Psychiatric nursing, as a highly specialized discipline, demands high requirements for students in both theoretical knowledge and practical skills. However, traditional teaching methods often focus excessively on knowledge impartation, neglecting the cultivation of students' practical abilities and emotional attitudes. Therefore, the purpose of this study was to Improve the existing psychiatric nursing curriculum by combining Bloom's educational goals theory, which emphasizes the comprehensive development of cognitive, affective, and psychomotor skills, providing new perspectives and methods for psychiatric nursing education. By applying BTEO, specific teaching goals at different levels can be defined more clearly, and corresponding teaching strategies and methods can be employed to achieve these goals. Furthermore, the application of BTEO requires effective interaction between teachers and students. Teachers need to monitor students' learning progress, adjust teaching strategies promptly, and ensure that students comprehensively grasp knowledge and skills. Thus, the application of this teaching strategy contributes to improving the quality of psychiatric nursing education and cultivating outstanding psychiatric nursing professionals. We hope to cultivate students' theoretical knowledge and practical skills in mental care by helping them develop their overall skills.
Bluetongue (BT) is a well-known vector-borne disease that infects ruminants such as sheep, cattle, and deer with high mortality rates. Recent outbreaks in Europe highlight the importance of understanding vector-host dynamics and potential courses of action to mitigate the damage that can be done by BT. We present an agent-based model, entitled 'MidgePy', that focuses on the movement of individual Culicoides spp. biting midges and their interactions with ruminants to understand their role as vectors in BT outbreaks, especially in regions that do not regularly experience outbreaks. The results of our sensitivity analysis suggest that midge survival rate has a significant impact on the probability of a BTV outbreak as well as its severity. Using midge flight activity as a proxy for temperature, we found that an increase in environmental temperature corresponded with an increased probability of outbreak after identifying parameter regions where outbreaks are more likely to occur. This suggests that future methods to control BT spread could combine large-scale vaccination programs with biting midge population control measures such as the use of pesticides. Spatial heterogeneity in the environment is also explored to give insight on optimal farm layouts to reduce the potential for BT outbreaks.
Blunt chest trauma (BCT) is characterised by forceful and non-penetrative impact to the chest region. Increased access to the internet has led to online healthcare resources becoming used by the public to educate themselves about medical conditions. This study aimed to determine whether online resources for BCT are at an appropriate readability level and visual appearance for the public. We undertook a (1) a narrative overview assessment of the website; (2) a visual assessment of the identified website material content using an adapted framework of predetermined key criteria based on the Centers for Medicare and Medicaid Services toolkit and (3) a readability assessment using five readability scores and the Flesch reading ease score using Readable software. Using a range of key search terms, we searched Google, Bing and Yahoo websites on 9 October 2023 for online resources about BCT. We identified and assessed 85 websites. The median visual assessment score for the identified websites was 22, with a range of -14 to 37. The median readability score generated was 9 (14-15 years), with a range of 4.9-15.8. There was a significant association between the visual assessment and readability scores with a tendency for websites with lower readability scores having higher scores for the visual assessment (Spearman's r=-0.485; p<0.01). The median score for Flesch reading ease was 63.9 (plain English) with a range of 21.1-85.3. Although the readability levels and visual appearance were acceptable for the public for many websites, many of the resources had much higher readability scores than the recommended level (8-10) and visually were poor.Better use of images would improve the appearance of websites further. Less medical terminology and shorter word and sentence length would also allow the public to comprehend the contained information more easily.
Board certification can have broad implications for candidates' career trajectories, and prior research has found sociodemographic disparities in pass rates. Barriers in the format and administration of the oral board examinations may disproportionately affect certain candidates. To characterize oral certifying examination policies and practices of the 16 Accreditation Council for Graduate Medical Education (ACGME)-accredited specialties that require oral examinations. This cross-sectional study was conducted from March 1 to April 15, 2023, using data on oral examination practices and policies (examination format, dates, and setting; lactation accommodations; and accommodations for military deployment, family emergency, or medical leave) as well as the gender composition of the specialties' boards of directors obtained from websites, telephone calls and email correspondence with certifying specialists. The percentages of female residents and residents of racial and ethnic backgrounds who are historically underrepresented in medicine (URM) in each specialty as of December 31, 2021, were obtained from the Graduate Medical Education 2021 to 2022 report. For each specialty, accommodation scores were measured by a modified objective scoring system (score range: 1-13, with higher scores indicating more accommodations). Poisson regression was used to assess the association between accommodation score and the diversity of residents in that specialty, as measured by the percentages of female and URM residents. Linear regression was used to assess whether gender diversity of a specialty's board of directors was associated with accommodation scores. Included in the analysis were 16 specialties with a total of 46 027 residents (26 533 males [57.6%]) and 233 members of boards of directors (152 males [65.2%]). The mean (SD) total accommodation score was 8.28 (3.79), and the median (IQR) score was 9.25 (5.00-12.00). No association was found between test accommodation score and the percentage of female or URM residents. However, for each 1-point increase in the test accommodation score, the relative risk that a resident was female was 1.05 (95% CI, 0.96-1.16), and the relative risk that an individual was a URM resident was 1.04 (95% CI, 1.00-1.07). An association was found between the percentage of female board members and the accommodation score: for each 10% increase in the percentage of board members who were female, the accommodation score increased by 1.20 points (95% CI, 0.23-2.16 points; P = .03). This cross-sectional study found considerable variability in oral board examination accommodations among ACGME-accredited specialties, highlighting opportunities for improvement and standardization. Promoting diversity in leadership bodies may lead to greater accommodations for examinees in extenuating circumstances.
Body donation is a valuable resource in medical education, research, clinical diagnosis, and treatment. Consequently, donors are honored as "Silent Mentors" in Chinese medical schools. This article briefly reviews the history, current status, and strategies to promote body donation in China (excluding data from Hong Kong, Macao, and Taiwan regions) and discusses the problems encountered in body donation work in China. After establishing the People's Republic of China in 1949, the central government issued regulations on the use of dissected bodies. In 2001, the "Shanghai Regulations on Body Donation" were officially implemented and became China's first local legislative regulation on body donation. Subsequently, local legislative regulations and rules on body donation were issued in various regions to promote smooth and orderly body donation. There has been tremendous development in body donation in China for more than 40 years; however, the progress of this partial work has been uneven in various areas owing to the influence of traditional ethical concepts. It is, therefore, imperative to legislate body donations at a national level. Raising the public's scientific literacy and changing the traditional concept of funerals can create a positive social atmosphere for body donation, thus increasing the public's awareness and willingness to donate their bodies. Donating the body at the end of life contributes to life science and medical causes and is a noble act worthy of praise.
Body donors continue to have an important role in anatomy education in medical schools. Furthermore, the demand for organ transplantation is increasing as life expectancy increases. In Turkey, there are efforts to enable both donations to be made through a single system. These issues were addressed together, and it was aimed to evaluate the level of knowledge and attitudes of medical and law students regarding tissue-organ and body donation. A questionnaire consisting of 29 questions was administered to 693 individuals to measure these aspects. Data were analyzed using a one-way analysis of variance with Bonferroni correction. Categorical data collected during the study were summarized in terms of frequency and percentage. When asked about their willingness to donate their bodies, 39.4% answered no, 29.5% responded yes, and 31.1% were undecided. Regarding organ donation, 61.8% of the participants expressed willingness, 22.8% were undecided, and 15.4% declined. Notably, there was a significant difference between those who had prior knowledge of organ tissue and body donation and those who did not (p < 0.001). The findings of our research indicate that knowledge about organ tissue and body donation, as well as the inclination to donate, increased as medical education progressed into clinical practice. Additionally, the level of knowledge among university students on this subject was found to be correlated with whether they had received prior training on the topic. It was observed that there is a need to provide more education for students to understand the importance of organ and body donation.
Body mass index (BMI) thresholds are used as eligibility criteria to reduce complication risk in total joint arthroplasty (TJA). This approach oversimplifies preoperative risk assessment and inadvertently restricts access to effective surgical treatment for osteoarthritis. A prior survey of orthopaedic surgeons in the United States identified complex underlying factors that influence BMI considerations. To understand whether similar factors exist and influence surgeons in a different health-care system setting, we investigated Canadian surgeons' views and use of BMI criterion thresholds for TJA access. A cross-sectional online qualitative survey was conducted with orthopaedic surgeons performing TJA in the Canadian health-care system. Responses were anonymous and questions were open-ended to allow for candid perspectives. Survey data were coded and a systematic process was followed to identify major themes. Findings were compared with U.S. surgeon perspectives. Sixty-nine respondents had a mean age of 49.0 ± 11.4 years (range, 33 to 79 years), with a mean surgical experience duration of 15.7 ± 11.4 years (range, 2 to 50 years). Surgeons reported variable use of BMI thresholds in practice. Twelve interconnected factors that influence BMI considerations were identified: (1) variable evidence interpretation, (2) surgical challenge, (3) surgeon beliefs and biases, (4) hospital differences, (5) access to resources, (6) health system bias, (7) patient health status, (8) patient body fat distribution, (9) patient decisional burden (to lose weight or accept risk), (10) evidence gaps and uncertainties, (11) need for innovation, and (12) societal views. Nine themes matched with findings from U.S. surgeons. Parallel to the United States, complex, interconnected factors influence Canadian orthopaedic surgeons' variable use of BMI restrictions for TJA eligibility. Despite different health-care systems and reimbursement models, similar technical and personal factors were identified. With TJA practice guidelines advising against hard BMI criteria, attention regarding access to resources, surgical training, and innovations to address TJA complexity in patients with large bodies are critically needed. Future advancements in this sphere must balance barrier removal with risk reduction to ensure safe and equitable surgical care. This study may influence surgeon behaviors with regard to hard BMI cutoffs for TJA and encourage critical thought about factors that influence decisions about surgical eligibility for patients with high BMI.
Bone metastasis is a common consequence of advanced prostate cancer. Bisphosphonates can be used to manage symptoms, but there are currently no curative treatments available. Altered tumour cell glycosylation is a hallmark of cancer and is an important driver of a malignant phenotype. In prostate cancer, the sialyltransferase ST6GAL1 is upregulated, and studies show ST6GAL1-mediated aberrant sialylation of N-glycans promotes prostate tumour growth and disease progression. Here, we monitor ST6GAL1 in tumour and serum samples from men with aggressive prostate cancer and using in vitro and in vivo models we investigate the role of ST6GAL1 in prostate cancer bone metastasis. ST6GAL1 is upregulated in patients with prostate cancer with tumours that have spread to the bone and can promote prostate cancer bone metastasis in vivo. The mechanisms involved are multi-faceted and involve modification of the pre-metastatic niche towards bone resorption to promote the vicious cycle, promoting the development of M2 like macrophages, and the regulation of immunosuppressive sialoglycans. Furthermore, using syngeneic mouse models, we show that inhibiting sialylation can block the spread of prostate tumours to bone. Our study identifies an important role for ST6GAL1 and α2-6 sialylated N-glycans in prostate cancer bone metastasis, provides proof-of-concept data to show that inhibiting sialylation can suppress the spread of prostate tumours to bone, and highlights sialic acid blockade as an exciting new strategy to develop new therapies for patients with advanced prostate cancer. Prostate Cancer Research and the Mark Foundation For Cancer Research, the Medical Research Council and Prostate Cancer UK.
Bone morphogenetic protein (BMP) signaling is critical for germline establishment during mouse embryogenesis. To exploit its importance for induction of germline precursors in vitro, mouse embryonic stem cells (mESCs) were cultured as embryoid body (EB) aggregates with combinations of BMP2, BMP4, and BMP8B for 3-10 days. At Day 10 of culture, well-delineated clusters of POU5F1-positive (POU5F1+) cells were visible in BMP4-treated and BMP2-treated EBs; these were rarely detected in untreated and BMP8B-treated cultures. Quantitative mRNA analysis revealed that a significant elevation of markers associated with primordial germ cell development had occurred in the presence of BMP4 by Day 10, including late germline markers such as Ddx4 (Mvh). Reasoning that germline specification was established by Day 10, we surveyed earlier time points for altered levels of germline marker mRNAs. A peak of early markers, Prdm1 (Blimp1), Ifitm3 (Fragilis), and Dppa3 (Stella), was measured in Day 3 to Day 4 EBs grown in BMP4, followed by a decrease at Day 5. In contrast, other markers, Pou5f1, Nanog, Dazl, and Ddx4, progressively increased from Day 3 to Day 5. Transforming growth factor beta superfamily signaling components Acvr1 (ALK2), Smad1, and Smad5 remained relatively constant. Isolated POU5F1+ cells from BMP4-treated Day 5 EBs contained significantly elevated germline markers compared with POU5F1-negative cells, with a transcript profile differing from mESCs, verifying their unique identity. These results demonstrate that signaling by BMP2 and BMP4, but not BMP8B, enhances germline marker expression within EBs and identify Day 3 to Day 5 in EB differentiation as a window for specification of germ cells in vitro.
Boosting Trees are one of the most successful statistical learning approaches that involve sequentially growing an ensemble of simple regression trees ("weak learners"). This paper proposes a gradient Boosted Trees algorithm for Spatial Data (Boost-S) with covariate information. Boost-S integrates the spatial correlation into the classical framework of eXtreme Gradient Boosting. Each tree is constructed by solving a regularized optimization problem, where the objective function takes into account the underlying spatial correlation and involves two penalty terms on tree complexity. A computationally-efficient greedy heuristic algorithm is proposed to obtain an ensemble of trees. The proposed Boost-S is applied to the spatially-correlated FDG-PET (fluorodeoxyglucose-positron emission tomography) imaging data collected from clinical trials of cancer chemoradiotherapy. Our numerical investigations successfully demonstrate the advantages of the proposed Boost-S over existing approaches for this particular application.