Yoxas/statistical_literacy huggingface dataset:
Inculcating the capacity to adapt successfully to failures is essential for talent development in science, technology, engineering, and mathematics (STEM) fields. Despite its importance, this capacity to learn from failure is among the least understood processes in the field of talent development. This study aims to investigate how students conceptualize and react to failures and whether there is a correlation between students' conceptualizations of failure, emotional reactions to it, and academic performance. We invited 150 high-achieving high school students to share, interpret, and label their most memorable struggles in their STEM classes. Most of their struggles focused on the learning process itself, such as poor understanding of the subject matter, insufficient motivation or effort, or adopting ineffective learning strategies. Poor performance outcomes, such as poor test scores and bad grades, were not mentioned as frequently as the learning process. Students who labeled their struggle experiences as failures tended to focus more on performance outcomes, whereas students who labeled their struggle experiences as neither failures nor successes focused more on the learning process. Higher-achieving students were also less likely to label their struggles as failures than less-high achievers. Implications for classroom instruction are discussed with a particular focus on talent development in STEM fields.
India began its nationwide coronavirus disease 2019 (COVID-19) vaccination program on January 16, 2021, in a phased manner. In this paper, we have discussed our experience at one of the COVID-19 vaccination centers in the country and have identified a few of the major challenges and their implications. The guidelines for COVID-19 vaccination in the country were changing frequently, leading to ambiguity among the beneficiaries. Co-WIN software, used for program implementation, had some glitches, which caused dissatisfaction among the service providers and beneficiaries. Vaccine hesitancy and eagerness caused low vaccine uptake initially and overcrowding at vaccination centers later. Some of the vaccination centers had the potential to become hot spots for further spread of the virus due to insufficient infrastructure. The disparity in access to vaccines for the homeless and other vulnerable groups was another hurdle for adequate vaccination coverage. These challenges could have been addressed by pretesting the information technology platform, long-term planning with a vision for handling vaccine hesitancy and eagerness, strong communication systems, removing disparities in vaccine access, and maintaining uniformity in messages for frequently updating guidelines.
India has made steady progress in improving rates of primary school enrolment but levels of learning achievement remain low. The Support To Rural India's Public Education System (STRIPES) trial provided evidence that an after-school para-teacher intervention improved numeracy and literacy levels in Telangana, India. The STRIPES2 trial investigates whether such an intervention will have a similar effect on the literacy and numeracy of primary school age children in the Satna District of Madhya Pradesh, India. The STRIPES2 trial forms one part of a cluster-randomised controlled trial with villages (clusters) randomised to receive either a health (CHAMPION2) or education (STRIPES2) intervention. Building on the design of the earlier CHAMPION/STRIPES trial, villages receiving the health intervention are controls for the education intervention and vice versa. The primary outcome is a combined literacy and numeracy score. Secondary outcomes include separate scores for literacy and numeracy; caregivers' engagement with child's learning; expenditure on education; enrolment in school; caregiver's report of school attendance and the cost effectiveness of the intervention. Over 7000 primary school age children have been recruited and randomised in STRIPES2. This update to the published trial protocol gives a detailed plan for the statistical analysis of the STRIPES 2 trial. Registry of India: CTRI/2019/05/019296. Registered on 23 May 2019. http://www.ctri.nic.in/Clinicaltrials/pdf_generate.php?trialid=31198&EncHid=&modid=&compid=%27,%2731198det%27.
India's progress in reducing maternal and newborn mortality since the 1990s has been exemplary across diverse contexts. This paper examines progress in two state clusters: higher mortality states (HMS) with lower per capita income and lower mortality states (LMS) with higher per capita income. We characterised state clusters' progress in five characteristics of a mortality transition model (mortality levels, causes, health intervention coverage/equity, fertility and socioeconomic development) and examined health policy and systems changes. We conducted quantitative trend analyses, and qualitative document review, interviews and discussions with national and state experts. Both clusters reduced maternal and neonatal mortality by over two-thirds and half respectively during 2000-2018. Neonatal deaths declined in HMS most on days 3-27, and in LMS on days 0-2. From 2005 to 2018, HMS improved coverage of antenatal care with contents (ANCq), institutional delivery and postnatal care (PNC) by over three-fold. In LMS, ANCq, institutional delivery and PNC rose by 1.4-fold. C-sections among the poorest increased from 1.5% to 7.1% in HMS and 5.6% to 19.4% in LMS.Fewer high-risk births (to mothers <18 or 36+ years, birth interval <2 years, birth order 3+) contributed 15% and 6% to neonatal mortality decline in HMS and LMS, respectively. Socioeconomic development improved in both clusters between 2005 and 2021; HMS saw more rapid increases than LMS in women's literacy (1.5-fold), household electricity (by 2-fold), improved sanitation (3.2-fold) and telephone access (6-fold).India's National (Rural) Health Mission's financial and administrative flexibility allowed states to tailor health system reforms. HMS expanded public health resources and financial schemes, while LMS further improved care at hospitals and among the poorest. Two state clusters in India progressed in different mortality transitions, with efforts to maximise coverage at increasingly advanced levels of healthcare, alongside socioeconomic improvements. The transition model characterises progress and guides further advances in maternal and newborn survival.
Indigenous nursing students contended with far-reaching challenges during the pandemic that significantly altered their experiences of nursing education. These experiences are poorly understood by nursing educators and strategies for Indigenous nursing student success rarely involve the insights of current Indigenous nursing students. The aim of this article is to offer Indigenous-student derived recommendations regarding strategies for improving their experiences and success within nursing education during the pandemic and beyond. This qualitative study employed an Indigenous methodology including land-based learning, ceremony, and sharing circles. Indigenous nursing students (n = 17) from a Western Canadian school of nursing participated in one of three sharing circles. Indigenous nursing students recommended institutional and program adaptations along with increases to cultural safety for enhancing their experience in nursing education. Institutional and program strategies included: decreasing course loads and class sizes; an Indigenous-specific cohort; a transition program after course failure; increasing academic supports such as additional clinical skills and academic writing practice. Recommendations for increasing cultural safety included: mandatory and recurrent cultural safety training for faculty, staff and students; differential learning and evaluation strategies; and increased inclusion of Indigenous ceremonies and practices. The findings of this study provide insights that can help guide curriculum development, pedagogical approaches, and policy development to improve nursing education for Indigenous students.
Indigenous patients often present with complex health needs in clinical settings due to factors rooted in a legacy of colonization. Healthcare systems and providers are not equipped to identify the underlying causes nor enact solutions for this complexity. This study aimed to develop an Indigenous-centered patient complexity assessment framework for urban Indigenous patients in Canada. A multi-phased approach was used which was initiated with a review of literature surrounding complexity, followed by interviews with Indigenous patients to embed their lived experiences of complexity, and concluded with a modified e-Delphi consensus building process with a panel of 14 healthcare experts within the field of Indigenous health to identify the domains and concepts contributing to health complexity for inclusion in an Indigenous-centered patient complexity assessment framework. This study details the final phase of the research. A total of 27 concepts spanning 9 domains, including those from biological, social, health literacy, psychological, functioning, healthcare access, adverse life experiences, resilience and culture, and healthcare violence domains were included in the final version of the Indigenous-centered patient complexity assessment framework. The proposed framework outlines critical components that indicate the presence of health complexity among Indigenous patients. The framework serves as a source of reference for healthcare providers to inform their delivery of care with Indigenous patients. This framework will advance scholarship in patient complexity assessment tools through the addition of domains not commonly seen, as well as extending the application of these tools to potentially mitigate racism experienced by underserved populations such as Indigenous peoples.
Indigenous peoples, including Native Hawaiians and Pacific Islanders (NHPIs), experience significant cardiometabolic health disparities arising in large part from rapid changes to their diets and food systems. Innovative food sovereignty initiatives led by NHPIs are needed to address these disparities. This article describes a community-based participatory research study that incorporates social and biological measures to examine the impact of an Indigenous-led land-based food sovereignty youth leadership program on health disparities among NHPI youth in Hawai'i. Grounded in the Indigenous knowledge that holistic health and wellbeing of people is inseparable from that of the environment and to counter rampant food insecurity in their community of Wai'anae, O'ahu, MA'O Organic Farms developed a Youth Leadership Training (YLT) program that offers education, nutrition, physical activity, and access to health care. The program also engages YLT interns and their social networks in health education and research in the ongoing Mauli Ola study. Preliminary data from this study affirm the need to address the disproportionately high rates of obesity, type 2 diabetes mellitus (T2D), and poor mental health conditions among young NHPIs in the Wai'anae community, and how the YLT program may provide an effective approach to address this need. Our unique academic-community partnership underscores the importance of social and biomedical research to understand health disparities in the NHPI population, which present novel avenues to enable disease prevention. The outcomes of the Mauli Ola study may serve as a valuable model for health disparities research while leveraging ongoing social programs that support Indigenous food sovereignty.
Individual ability, motivation, age, and gender are all specific learner-related factors that can affect the academic performance of undergraduate dental students. Clinical reasoning and self-efficacy may potentially play crucial roles in this. This research aims to study the effects of clinical reasoning and self-efficacy on academic performance and to determine the relationship between them. This is a cross-sectional quantitative study that was conducted in 2021, and the study participants included 81 (86.19% response rate) final-year dental students who responded to an online questionnaire containing a specially designed clinical reasoning test and a self-efficacy scale. Although the levels of clinical reasoning skills and self-efficacy were not directly related, they were positively associated with students' academic achievements. Furthermore, these 2 factors were considered to be predictors of a student's academic performance. High levels of self-efficacy and clinical reasoning skills were associated with high academic achievement in students. However, having high levels of self-efficacy does not necessarily indicate mastery of clinical reasoning skills. This conclusion reflects the complexity of the clinical reasoning process during which an individual is faced with uncertainty. High levels of confidence might make students rush to a conclusion without considering all the conflicting possibilities or alternatives. In all instances, dental educators should follow recommended measures to improve clinical reasoning and self-efficacy abilities due to their importance in improving learning in students.
Individual and societal factors influencing the formation of long-term recreational exercise habits during the transition from adolescence to young adulthood are not well explored. Using data from the Longitudinal Survey of Australian Youth (LSAY), a population-representative cohort study of Young People followed from age 15 to 25, we aimed to (1) model longitudinal recreational exercise trajectories from age 16 to 24, (2) examine predictors at age 15 of entering these trajectories, and (3) explore the association between the trajectories and health, mental health and educational achievement outcomes measured at the final study wave (age 25). Self-reported recreational exercise frequency data from 9353 LSAY participants were analysed using group-based trajectory modelling. We modelled the evolution of two patterns of recreational exercise behaviour: daily exercise, as per public health guidelines (Model 1); and at least once weekly exercise (Model 2). Model 1 trajectories were guideline-adherent exercisers (17.9% of the sample), never guideline exercisers (27.5%), guideline drop-outs (15.2%) and towards guideline (39.4%); Model 2 trajectories were weekly exercise (69.5% of the sample), decreasing (17.4%), increasing (4.8%), and infrequent (8.3%). For both models, at age 15, trajectory membership was predicted by gender, self-efficacy, time spent participating in sport, time spent watching TV, parental socioeconomic status, and academic literacy. At age 25, people in the guideline-adherent exerciser trajectory (model 1) reported better general health relative to other trajectories, Those in the weekly exerciser trajectory (model 2) had better general health and reduced rates of psychological distress, were happier with life and were more optimistic for the future relative to participants in less than weekly trajectory groups. Exercise-promoting interventions for Young People should specifically address the needs of females, people with low self-efficacy, reluctant exercisers, higher academic achievers, and those experiencing socioeconomic disadvantage.
Individual's learning style, ehealth literacy, and preferred web-based e-content and channel to access information determines how one makes sense of health information on the Internet. Understanding these dynamics will help design suitable e-contents and choose appropriate channels for effective health communication. To assess the relationship between ehealth literacy, learning styles, and web-based e-content accessed for receiving health information among dental college students in Vadodara, India. A cross-sectional questionnaire study was conducted among all consenting Undergraduate Students (UGs), interns, and Postgraduate Students (PGs) of a dental college in Vadodara, India, from July to August 2022. The questionnaire used to collect data included questions on general information, eHealth literacy scale (eHEALS), Visual Auditory Reading/Writing Kinaesthetic (VARK) Questionnaire, and preferences of web-based e-content for receiving health information. Completely filled questionnaires were subject to statistical analysis: descriptive (means and percentages) and inferential (analysis of variance tests and odds ratio). 285 out of 380 students filled out the questionnaires completely (75% response rate). All reported using Internet for receiving health information. Majority preferred textual ehealth message (71%) and access websites (80%). Students were quadmodal (98.%) and trimodal (2%) learners who learned predominantly through kinaesthetic methods (46%). Mean eHEALS score of the group was 30.27 ± 3.41. There was a statistically significant association between preference for sharing channels and being a kinaesthetic learner (OR = 1.6; P = 0.04). Participants were multi-modal, predominantly kinaesthetic learners. The association between the preference for video-sharing channels and being kinaesthetic learner suggests the need and scope for demonstrative and interactive video-based health educational tools, with the endorsement of health authorities based on health policy.
Individualized assessment of students in skills-based courses is essential for practice readiness, however recruiting evaluators is challenging. Our school of pharmacy offers a teaching certificate program for postgraduate year one pharmacy residents (PGY1 residents; PGY1s) which requires completion of a teaching experience. The longitudinal layered learning assessment experience (LLLAE) was designed to meet instructional needs for individualized assessment of first-year pharmacy students' communication skills and provide a meaningful teaching opportunity for PGY1s. This manuscript describes the implementation and evaluates the impact of the LLLAE. PGY1s were invited to participate in the yearlong LLLAE. Faculty developed PGY1s' skills through training sessions, direct observation, and debrief sessions. PGY1s evaluated students and provided feedback using pre-defined criteria during 3 summative assessments (capstones). Capstones were common pharmacy practice scenarios in which students interact with an actor serving as a standardized patient or provider. PGY1s completed an end-of-year survey to self-rate their improvement in evaluating students, providing feedback, and confidence. Twenty-two PGY1s participated in the LLLAE over 2 years. They evaluated 73.2% of total capstone interactions. The end-of-year survey was completed by 20 PGY1s (90.9% response rate). All respondents indicated improvement in their skills to evaluate students, ability to provide feedback, and confidence. Scores were 4 or 5 (scale of 1 to 5) across all measures. Key contributors fostering improvement were the training and debrief sessions, faculty feedback, pre-defined criteria, and multiple practice opportunities. This novel layered learning approach was a win-win for faculty and PGY1s. The approach improved feasibility for faculty to continue individualized student assessment while mentoring early career pharmacists. PGY1s gained an opportunity to contribute to student growth, learn from experienced faculty, and develop skills for practice. Additionally, students benefited from individualized feedback.
Individuals at clinical high risk for psychosis (CHR) report a strong desire for psychoeducation, and clinical guidelines recommend psychoeducation in early psychosis care. Although several CHR psychoeducation models have been developed, additional research is needed to establish the effectiveness of these models. The goal of this study was to conduct a pilot trial of the Brief Educational Guide for Individuals in Need (BEGIN). BEGIN is a brief structured psychoeducation intervention designed to educate CHR individuals on symptoms and treatment options. We conducted a feasibility and pilot study of 25 CHR individuals (60% female, Mage = 20.6, 64% non-White, 52% Hispanic/Latino) identified via the Structured Interview for Psychosis Risk Syndromes. Qualitative interviews were administered to learn about their experience and analyzed using iterative thematic analysis. Participants (n = 12) completed pre- and post-BEGIN self-report measures to assess factors that influence treatment engagement, including CHR knowledge and motivation for therapy. Data were analyzed using Hedges' g effect sizes and paired samples t tests. The intervention completion rate (83%) and therapeutic alliance were high. Qualitative themes and quantitative measures converged on similar results showing how CHR individuals were impacted by receiving psychoeducation via BEGIN, including increased CHR knowledge (g = 1.37), competence to monitor symptoms (g = 0.53), hope (g = 0.87), and motivation for therapy (g = 0.46). This study demonstrated the feasibility, acceptability, and potential benefits of the BEGIN CHR psychoeducation model, including enhancing motivation for treatment. The flexible but standardized format can facilitate BEGIN's implementation and dissemination.This pilot study found that the Brief Educational Guide for Individuals in Need (BEGIN), a standardized five-session psychoeducation intervention for individuals at clinical high risk for psychosis (CHR), was feasible, acceptable, and enhanced mental health literacy and motivation for subsequent treatment. Clinicians can utilize the BEGIN intervention to ensure the empathic provision of psychoeducation when disclosing patients' CHR status. Future research with a larger sample will establish efficacy and the development of a clinician training to facilitate implementation (PsycInfo Database Record (c) 2024 APA, all rights reserved).
Individuals in many observational studies and clinical trials for chronic diseases are enrolled well after onset or diagnosis of their disease. Times to events of interest after enrollment are therefore residual or left-truncated event times. Individuals entering the studies have disease that has advanced to varying extents. Moreover, enrollment usually entails probability sampling of the study population. Finally, event times over a short to moderate time horizon are often of interest in these investigations, rather than more speculative and remote happenings that lie beyond the study period. This research report looks at the issue of delayed entry into these kinds of studies and trials. Time to event for an individual is modelled as a first hitting time of an event threshold by a latent disease process, which is taken to be a Wiener process. It is emphasized that recruitment into these studies often involves length-biased sampling. The requisite mathematics for this kind of sampling and delayed entry are presented, including explicit formulas needed for estimation and inference. Restricted mean survival time (RMST) is taken as the clinically relevant outcome measure. Exact parametric formulas for this measure are derived and presented. The results are extended to settings that involve study covariates using threshold regression methods. Methods adapted for clinical trials are presented. An extensive case illustration for a clinical trial setting is then presented to demonstrate the methods, the interpretation of results, and the harvesting of useful insights. The closing discussion covers a number of important issues and concepts.