40 results on '"under-resourced"'
Search Results
2. Implications of Employee Empowerment on COVID-19 Cases in High Medicaid Nursing Homes
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Zengul, Ferhat Devrim, Lord, Justin, Davlyatov, Ganisher, Ghiasi, Akbar, Orewa, Gregory, and Weech-Maldonado, Robert
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- 2023
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3. In situ clinical education of frontline healthcare providers in under-resourced areas: A rapid review.
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Seabrooke, Michael and Seabrooke, Adrienne
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MEDICALLY underserved areas , *MEDICAL information storage & retrieval systems , *HEALTH , *INFORMATION resources , *ULTRASONIC imaging , *DECISION making , *SYSTEMATIC reviews , *SIMULATION methods in education , *MEDLINE , *MEDICAL students , *HOSPITAL medical staff , *CLINICAL competence , *ABILITY , *MEDICAL databases , *RURAL population , *CLINICAL education , *POINT-of-care testing , *ONLINE information services , *TRAINING - Abstract
Rural communities are geographically isolated from large urban areas, affecting access to definitive care, specialists and other health services that only service urban areas. Rural decision-makers are often faced with numerous challenges regarding the availability, capacity, sustainability and performance of health systems in rural and remote areas. We evaluated the current body of literature on educational initiatives being used in under-resourced areas to increase the knowledge or skills of healthcare workers. This rapid review followed the methods laid out by the Cochrane Rapid Reviews Methods Group and included published articles from any of three databases that described and evaluated an educational intervention, in which healthcare workers were the learners and which took place in an under-resourced area. Papers were excluded if they were deemed to be too resource intensive, were an opinion or concept paper or took place in an urban area. Results were synthesised descriptively. Ten studies were identified that contained information on educational initiatives in a variety of countries. The healthcare workers targeted in the studies varied from physicians, nurses and midwives to community health workers and students. The quality of studies also varied and included randomised control trials, systematic reviews and both prospective and retrospective studies. Initiatives involving simulation or point-of-care ultrasound were most common and showed the most benefit to a learner's knowledge and skill development. A limited body of literature exists on educational initiatives for healthcare workers in under-resourced areas. While simulation and hands-on learning showed positive results, the opportunity remains for a low-cost, high-yield educational initiative tailored to the unique needs of healthcare workers in under-resourced areas. Résumé Les communautés rurales sont géographiquement isolées des grandes zones urbaines, ce qui affecte l'accès à des soins définitifs, à des spécialistes et à d'autres services de santé qui ne desservent que les zones urbaines. Les décideurs ruraux sont souvent confrontés à de nombreux défis concernant la disponibilité, la capacité, la durabilité et la performance des systèmes de santé dans les zones rurales et éloignées. Nous avons évalué l'ensemble de la littérature actuelle sur les initiatives éducatives utilisées dans les zones sous-dotées pour améliorer les connaissances ou les compétences des travailleuses et travailleurs de la santé. Cette examen rapide a suivi les méthodes définies par le Cochrane Rapid Reviews Methods Group et a inclus des articles publiés dans l'une des trois bases de données qui décrivaient et évaluaient une intervention éducative dans laquelle les travailleuses et travailleurs de la santé étaient les apprenants et qui SE déroulait dans une zone manquant de ressources. Des articles jugés trop gourmands en ressources, des opinions, des documents conceptuels ou en lien avec des zones urbaines, ont été exclus. Les résultats ont été synthétisés de manière descriptive. 10 études ont été identifiées, contenant des informations sur des initiatives éducatives dans divers pays. Les travailleurs de la santé ciblés dans les études variaient des médecins, des infirmières et des sages-femmes aux travailleurs de la santé communautaire et aux étudiants. La qualité des études était également variable et comprenait des essais contrôlés randomisés, des revues systématiques et des études prospectives et rétrospectives. Les initiatives impliquant la simulation ou le POCUS étaient les plus courantes et présentaient le plus d'avantages pour le développement des connaissances et des compétences de l'apprenant. Il existe un nombre limité de documents sur les initiatives éducatives destinées aux travailleurs de la santé dans les zones sous-dotées. Bien que la simulation et l'apprentissage pratique aient donné des résultats positifs, il est toujours possible de mettre en place une initiative éducative peu coûteuse et à haut rendement, adaptée aux besoins spécifiques des travailleuses et travailleurs de la santé dans les zones sous-dotées. Mots-clés: Formation, éducation, rural, éloigné, manque de ressources, première ligne, prestataire de soins de santé [ABSTRACT FROM AUTHOR]
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- 2024
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4. A tale of two cities: lessons in advocacy and funding from Seattle and Portland.
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Beveridge, Tina
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GOAL (Psychology) , *ARTS education , *PUBLIC schools , *ART schools - Abstract
This article is a multiple case study of policy in Seattle, Washington and Portland, Oregon. Both cities have developed programs that utilize government funding to increase access to public school K-5 arts education. While each city used a different path for advocacy and policy change, there were common threads that could be used as a framework for other municipalities. These commonalities are: (a) present a united front with specific goals; (b) gain strategic allies; (c) be opportunistic; and (d) be patient. [ABSTRACT FROM AUTHOR]
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- 2024
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5. Assessing Social Needs and Engaging Community Health Workers in Underserved Kansas Counties: Insights From Primary Care Providers and Clinic Managers.
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Bridges, Kristina M., LeMaster, Joseph W., Parente, Daniel J., Pacheco, Christina M., Schultz, Christine, Morrow, Emily, Corriveau, Erin, Miras Neira, Ton, Greiner, K. Allen, Woodward, Jennifer, Anders- Rumsey, Jordan, Cirotski, Daniel, Finocchario-Kessler, Sarah, and Ellerbeck, Edward F.
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GENERAL practitioners ,OCCUPATIONAL roles ,SOCIAL determinants of health ,HEALTH services accessibility ,RURAL conditions ,ATTITUDES of medical personnel ,EXECUTIVES ,PHYSICIANS' attitudes ,POPULATION geography ,INTERVIEWING ,MEDICAL care ,MEDICAL care use ,QUALITATIVE research ,PSYCHOSOCIAL factors ,RESEARCH funding ,DESCRIPTIVE statistics ,HEALTH ,NEEDS assessment ,METROPOLITAN areas ,THEMATIC analysis ,MEDICAL appointments ,JUDGMENT sampling ,MEDICARE - Abstract
Introduction: Rural and under-resourced urban communities face unique challenges in addressing patients' social determinants of health needs (SDoH). Community health workers (CHWs) can support patients experiencing social needs, yet little is known about how rural and under-resourced primary care clinics are screening for SDoH or utilizing CHWs. Methods: Interviews were conducted with primary care clinic providers and managers across a geographically large and predominately rural state to assess screening practices for SDoH and related community resources, and perspectives on using CHWs to address SDoH. Interviews were conducted by phone, recorded, and transcribed. Data were analyzed using thematic analysis. We completed interviews with 27 respondents (12 providers and 15 clinic managers) at 26 clinics. Results: Twelve (46.1%) clinics had a standardized process for capturing SDoH, but this was primarily limited to Medicare wellness visits. Staffing and time were identified as barriers to proper SDoH screening. Lack of transportation and affordable medication were the most cited SDoH. While respondents were all aware of CHWs, only 8 (30.8%) included a CHW on their care team. Perceived barriers to engaging CHWs included cost, space, and availability of qualified CHWs. Perceived benefits of engaging CHWs in their practice were: assisting patients with navigating resources and programs, relieving clinical staff of non-medical tasks, and bridging language barriers. Conclusions: Rural and under-resourced primary care clinics need help in identifying and addressing SDoH. CHWs could play an important part in addressing social needs and promoting preventive care if financial constraints could be addressed and local CHWs could be trained. [ABSTRACT FROM AUTHOR]
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- 2023
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6. The Application of Computer-Aided Under-Resourced Language Translation for Malay into Kadazandusun.
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Sainin, Mohd Shamrie, Sintian, Minah, Alias, Suraya, and Tahir, Asni
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MACHINE translating ,MALAY language ,TRANSLATING & interpreting ,NATURAL languages ,WEB-based user interfaces ,MOBILE apps - Abstract
A computer-aided language translation using a Machine translation (MT) is an application performed by computers (machines) that translates one natural language to another. There are many online language translation tools, but thus far none offers a sequence of text translations for the under-resourced Kadazandusun language. Although there are web-based and mobile applications of Kadazandusun dictionaries available, the systems do not translate more than one word. Hence, this paper aims to present the discussion of the preliminary translation of Malay to Kadazandusun. The basic word-to-word with dictionary alignment translation based on Direct Machine Translation (DMT) is selected to begin the exploration of the translation domain where DMT is one of the earliest translation methods which relies on the word-to-word approach (sequence-to-sequence model). This paper aims to investigate the under-resourced language and the task of translating from the Malay language to the Kadazandusun language or vice versa. This paper presents the application and the process as well as the results of the system according to the basic Kadazandusun word arrangement (Verb-Subject-Object) and its translation quality using the Bilingual Evaluation Understudy (BLEU) score. Several phases are involved during the process, including data collection (word pair translation), preprocessing, text selection, translation procedures, and performance evaluation. The preliminary language translation approach is proven to be capable of producing up to 0.5 BLEU scores which indicate that the translation is readable, however, requires post-editing for better comprehension. The findings are significant for the quality of the under-resourced language translation and as a starting point for other machine translation methodologies such as statistical or deep learning-based translation. [ABSTRACT FROM AUTHOR]
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- 2023
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7. Reflections on digital teaching approaches in African Universities: A case of South Africa.
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Modiba, Ngwako Solomon
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VIRTUAL classrooms , *DIGITAL learning , *DIGITAL literacy , *COMPUTER literacy , *VIRTUAL universities & colleges , *RESEARCH personnel - Abstract
This paper analyses the readiness of African Universities to employ virtual classrooms in order to achieve their throughput in students' course completion on record time. The paper is both conceptual and empirical in nature. Interviewing technique and documents review were employed to generate data pertaining to promoting teaching and learning that go beyond the on-campus routine of physical delivery of lectures to students. Research findings revealed that firstly, African universities were found to be under-resourced for virtual classrooms. Secondly, the bulk of the African Universities were not ready for the imposed virtual classrooms. Thirdly, the curricula rolled out at African Universities is not designed to suit the "new normal" of digital teaching and learning. Fourthly, there is a great mismatch of the curriculum roll out and the available facilities at African Universities. Lastly, there are technical limitations for students who are at a different digital literacy levels. The researcher recommends for the gradual approach of shifting from the contact kind of teaching and learning at universities to a digital one where virtual classrooms are the "new normal" for every African University, irrespective of its geographical location. [ABSTRACT FROM AUTHOR]
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- 2023
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8. Our Voice in a rural community: empowering Colombian adolescents to advocate for school community well-being through citizen science.
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Montes, Felipe, Guerra, Ana María, Higuera-Mendieta, Diana, De La Vega-Taboada, Eduardo, King, Abby C., Banchoff, Ann, Maturana, Augusto César Rodríguez, and Sarmiento, Olga L.
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POVERTY , *COMMUNITIES , *COLOMBIANS , *SELF-efficacy , *WELL-being , *HOMELESS persons , *CITIZEN science - Abstract
Background: Santa Ana is home to an Afro-descendant rural population of the island of Barú in Cartagena, Colombia. While a popular area for tourism, Santa Ana's population is affected by multidimensional poverty, precarious work conditions, homelessness, broken streets and sewer systems, limited quality education, and a lack of recreation and sport spaces. While Santa Ana's Community Action Board aims to unify efforts and resources to solve these problems, the state's capacity to meet the requirements of the Board is limited. Methods: We evaluated the relationship between healthy lifestyles and characteristics of Santa Ana's school using the Our Voice Citizen Science Research Method. This systemic approach combines information and communication technologies with group facilitation to empower adolescents to: 1) collect and discuss data about factors in their local environments that facilitate or hinder well-being within their school community; 2) identify relevant local stakeholders who could help to address the issues identified; and 3) advocate collectively for local improvements to support increased well-being at a community level. Results: Eleven citizen scientists ages 13 to 17 years from the science club of Institución Educativa Santa Ana were recruited and together conducted 11 walks within the school to collect data about the facilitators and barriers to student well-being. They identified barriers to well-being related to school infrastructure, furniture, bathrooms, and sense of belonging. They then advocated with school stakeholders and reached agreements on concrete actions to address identified barriers, including fostering a culture among students of caring for school property and presenting their findings to the community action board. This methodology allowed the community to realize how students can become agents of change and take collective action when motivated by solution-oriented methodologies such as Our Voice. Project ripple effects, including greater empowerment and participation in collective actions by students, also were observed. Conclusions: This study underscores the importance of the school's built environment in the well-being of students in rural areas. The Our Voice method provided the opportunity to inform school-based interventions, and promoted ripple effects that expanded productive dialogue to the community level and generated systemic actions involving actors outside of the school community. [ABSTRACT FROM AUTHOR]
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- 2022
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9. Paediatric nephrology in under-resourced areas.
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Banerjee, Sushmita, Kamath, Nivedita, Antwi, Sampson, and Bonilla-Felix, Melvin
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MIDDLE-income countries , *PEDIATRICS , *MEDICAL care , *KIDNEY transplantation , *NEPHROLOGY , *LOW-income countries , *MEDICALLY underserved areas - Abstract
Background: Nearly 50% of the world population and 60% of children aged 0 to 14 years live in low- or lower-middle–income countries. Paediatric nephrology (PN) in these countries is not a priority for allocation of limited health resources. This article explores advancements made and persisting limitations in providing optimal PN services to children in such under-resourced areas (URA). Methods: Medline, PubMed and Google Scholar online databases were searched for articles pertaining to PN disease epidemiology, outcome, availability of services and infrastructure in URA. The ISN and IPNA offices were contacted for data, and two online questionnaire surveys of IPNA membership performed. Regional IPNA members were contacted for further detailed information. Results: There is a scarcity of published data from URA; where available, prevalence of PN diseases, managements and outcomes are often reported to be different from high income regions. Deficiencies in human resources, fluoroscopy, nuclear imaging, immunofluorescence, electron microscopy and genetic studies were identified. Several drugs and maintenance kidney replacement therapy are inaccessible to the majority of patients. Despite these issues, regional efforts with support from international bodies have led to significant advances in PN services and infrastructure in many URA. Conclusions: Equitable distribution and affordability of PN services remain major challenges in URA. The drive towards acquisition of regional data, advocacy to local government and non-government agencies and partnership with international support bodies needs to be continued. The aim is to optimise and achieve global parity in PN training, investigations and treatments, initially focusing on preventable and reversible conditions. [ABSTRACT FROM AUTHOR]
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- 2022
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10. Enforcement Resources
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Canciani, Diego, Walters, Reece, Series Editor, Drake, Deborah H., Series Editor, and Canciani, Diego
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- 2019
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11. Perspectives of Black/African American and Hispanic Parents and Children Living in Under-Resourced Communities Regarding Factors That Influence Food Choices and Decisions: A Qualitative Investigation.
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Thompson, Debbe, Callender, Chishinga, Velazquez, Denisse, Adera, Meheret, Dave, Jayna M., Olvera, Norma, Chen, Tzu-An, and Goldsworthy, Natalie
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AFRICAN Americans ,HISPANIC Americans ,FOOD preferences ,OBESITY risk factors ,CHRONIC diseases - Abstract
Families living in under-resourced communities are at risk of obesity and obesity-related chronic diseases. To develop effective interventions, it is important to identify parent and child perspectives of factors that influence food-related choices and decisions. This paper reports qualitative findings from a larger mixed method study investigating this topic. Hybrid thematic analysis was used to code and analyze the interviews. Family-generated photographs of factors influencing food choices were discussed during the interviews. Qualitative findings were organized by the socio-ecological model. Verbatim quotes and photographs were used to support themes. Thirty-six interviews were conducted (18 parents, 18 children). Findings from parents revealed personal (e.g., culture, beliefs, time), family (e.g., mother, child, father, health, finances, cohesiveness), environmental (e.g., availability, convenience, cost), and other (e.g., school food) factors influenced food choices. Similarly, child-reported influences were personal (e.g., preferences, beliefs, taste), family (e.g., mother, family encouragement, father, family time), social (e.g., school, friends), environmental (e.g., availability), and other (e.g., media, sports). The socio-ecological model provided a useful framework for identifying factors that influence food choices and decisions of families living in under-resourced communities. A deeper understanding of these factors could enhance both responsiveness and effectiveness of interventions to enhance diet and reduce obesity risk in families living in underresourced communities. [ABSTRACT FROM AUTHOR]
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- 2021
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12. Overcoming challenges to dissemination and implementation of research findings in under-resourced countries
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Richard J. Derman and Frances J. Jaeger
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Dissemination ,Implementation ,Diffusion ,Evidence-based ,Under-resourced ,Evidence-supported interventions ,Gynecology and obstetrics ,RG1-991 - Abstract
Abstract Louis Pasteur once commented on the happiness that a scientist finds when, besides making a discovery, study results find practical application. Where health status is poor and resources are limited, finding such applications is a necessity, not merely a joy. Dissemination, or the distribution of new knowledge gained through research, is essential to the ethical conduct of research. Further, when research is designed to improve health, dissemination is critical to the development of evidence-based medicine and the adoption of evidence-supported interventions and improved practice patterns within specific settings. When dissemination is lacking, research may be considered a waste of resources and a useless pursuit unable to influence positive health outcomes. Effective translation of the findings of health research into policy and the practice of medicine has been slow in many countries considered low or lower middle-income (as defined by the World Bank). This is because such countries often have health care systems that are under-resourced (e.g., lacking personnel or facilities) and thus insufficiently responsive to health needs of their populations. However, implementation research has produced many tools and strategies that can prompt more effective and timelier application of research findings to real world situations. A conscientious researcher can find many suggestions for improving the integration of research evidence into practice. First and foremost, the truthful reporting of results is emphasized as essential because both studies with desirable findings as well those with less than ideal results can provide new and valuable knowledge. Consideration in advance of the audience likely to be interested in study findings can result in suitable packaging and targeted communication of results. Other strategies for avoiding the barriers that can negatively impact implementation of research evidence include the early involvement of stakeholders as research is being designed and discussion before initiation of proposed research with those who will be affected by it. It is also important to recognize the role of education and training for ensuring the skills and knowledge needed for not only the conduct of high quality research but also for the meaningful promotion of results and application of research findings to achieve intended purposes.
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- 2018
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13. Expanding Possibilities: Flexibility and Solidarity with Under‐resourced Immigrant Families During the COVID‐19 Pandemic.
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Falicov, Celia, Niño, Alba, and D'Urso, Sol
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ADAPTABILITY (Personality) , *ANXIETY , *FAMILIES , *IMMIGRANTS , *SOCIAL security , *PSYCHOLOGICAL stress , *STRETCH (Physiology) - Abstract
The novel coronavirus has added new anxieties and forms of grieving to the myriad practical and emotional burdens already present in the lives of underserved and uninsured immigrant families and communities. In this article, we relate our experiences since the COVID‐19 crisis to the lessons we have learned over time as mental health professionals working with families in no‐cost, student‐managed community comprehensive health clinics in academic‐community partnerships. We compare and contrast the learnings of flexibility of time, space, procedures, or attendance we acquired in this clinical community setting during regular times, with the new challenges families and therapists face, and the adaptations needed to continue to work with our clients in culturally responsive and empowering ways during the COVID‐19 pandemic. We describe families, students, professionals, promotoras (community links), and IT support staff joining together in solidarity as the creative problem solvers of new possibilities when families do not have access to Wi‐Fi, smartphones, or computers, or suffer overcrowding and lack of privacy. We describe many anxieties related to economic insecurity or fear of facing death alone, but also how to visualize expanding possibilities in styles of parenting or types of emotional support among family members as elements of hope that may endure beyond these unprecedented tragic times of loss and uncertainty. [ABSTRACT FROM AUTHOR]
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- 2020
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14. Exploring the availability and impact of antenatal point‐of‐care ultrasound services in rural and remote communities: A scoping review.
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Doig, Mikaela, Dizon, Janine, Guerrero, Katherine, and Parange, Nayana
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PREMATURE infants , *FETAL ultrasonic imaging , *COMMUNITIES - Abstract
Background: There are global disparities in the provision of maternal health care, with women from rural communities and under‐resourced countries expecting poorer access to healthcare services. This potentially compounds the existing higher burden of maternal and neonatal morbidity within these populations. In this setting, point‐of‐care ultrasound (PoCUS) has the potential to improve outcomes while mitigating challenges and barriers associated with the introduction of new medical technology. Objectives: To explore the availability and impact of PoCUS use for antenatal care (ANC) in under‐resourced settings. Methods: Medline, Embase and Scopus were searched with no year limit. Studies were included if the participants were pregnant women undergoing ANC in a rural setting or developing country and if the intervention was PoCUS use or training. Results: A total of 3863 unique articles were identified, with 17 meeting the inclusion criteria. Studies originated from Africa, Asia, Central America and Australia. All studies reported that POCUS use for ANC produced positive outcomes. PoCUS introduction into routine ANC resulted in higher antenatal attendance and reduced maternal and neonatal mortality rates. It was demonstrated that it was feasible to provide local healthcare workers with limited training to perform quality scanning and reporting in their clinics. Methods and measures of these three primary outcomes varied between studies. Conclusion: Integration of PoCUS into ANC in the settings examined improved outcomes in under‐resourced areas. Further research should investigate the availability of PoCUS services at a country level, the clinical impact and economic feasibility. [ABSTRACT FROM AUTHOR]
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- 2019
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15. Compugirls’ Development
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Scott, Kimberly A., author
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- 2021
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16. Subunits Inference and Lexicon Development Based on Pairwise Comparison of Utterances and Signs
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Sandrine Tornay and Mathew Magimai.-Doss
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subword units ,phone set ,pronunciation lexicon ,hidden markov model ,under-resourced ,speech processing ,sign language processing ,Information technology ,T58.5-58.64 - Abstract
Communication languages convey information through the use of a set of symbols or units. Typically, this unit is word. When developing language technologies, as words in a language do not have the same prior probability, there may not be sufficient training data for each word to model. Furthermore, the training data may not cover all possible words in the language. Due to these data sparsity and word unit coverage issues, language technologies employ modeling of subword units or subunits, which are based on prior linguistic knowledge. For instance, development of speech technologies such as automatic speech recognition system presume that there exists a phonetic dictionary or at least a writing system for the target language. Such knowledge is not available for all languages in the world. In that direction, this article develops a hidden Markov model-based abstract methodology to extract subword units given only pairwise comparison between utterances (or realizations of words in the mode of communication), i.e., whether two utterances correspond to the same word or not. We validate the proposed methodology through investigations on spoken language and sign language. In the case of spoken language, we demonstrate that the proposed methodology can lead up to discovery of phone set and development of phonetic dictionary. In the case of sign language, we demonstrate how hand movement information can be effectively modeled for sign language processing and synthesized back to gain insight about the derived subunits.
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- 2019
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17. Malagasy Speech Synthesis
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Schnoor, Tyler T.
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Under-Resourced ,Crowd-Sourcing ,Malagasy ,Speech Technology ,Cross-Lingual Transfer Learning ,Data Augmentation ,Speech Synthesis ,Tacotron ,Text-to-Speech ,Speaker Normalization - Abstract
Speech technologies may benefit people by improving the accessibility of information or services, by increasing productivity, or by generally improving human-computer interaction. However, speech technologies are only available for use in a small portion of the world’s languages. The present study aims to investigate some of the means by which contemporary machine learning approaches to speech synthesis may be adapted for use with under-resourced languages which do not have abundant data available. The first objective of the present study is to develop a Malagasy speech synthesis model which is effective enough to have practical implications. The second research objective is to explore whether the addition of crowd-sourced training data is beneficial to the model. I develop a web application which facilitates the remote collection of speech data and use it to collect a small, multi-speaker, Malagasy speech dataset for use in training. The merits of crowd-sourcing data from multiple speakers are compared to the merits of collecting data from a single speaker. The third and final objective is to explore the effects of cross-lingual transfer learning, data augmentation, and other methods which might facilitate the development of speech synthesis models for under-resourced languages. This is done by iteratively training models using these methods and comparing their outputs. The models are made using an open source implementation of the Tacotron framework (Tacotron 2 (without Wavenet), 2018/2022). The results of the present study suggest that a combination of cross-lingual transfer learning and data augmentation methods may be employed to train effective speech synthesis models using a small amount of speech data in an under-resourced language. The addition of multi-speaker data is not found to improve results when combined with a small single-speaker training set. Further investigation will determine whether multi-speaker data may be incorporated in other ways to enhance model outputs.
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- 2022
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18. Perspectives of Black and Hispanic Children Living in Under-Resourced Communities on Meal Preparation and Grocery Shopping Behaviors: Implications for Nutrition Education
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Jayna M. Dave, Denisse Velazquez, Norma Olvera, Tzuan A. Chen, Debbe Thompson, Shana Alford, Meheret Adera, and Chishinga Callender
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Gerontology ,Health, Toxicology and Mutagenesis ,Nutrition Education ,Hispanic ,Black People ,Qualitative property ,Life skills ,Article ,children ,medicine ,Humans ,Cooking ,Child ,meal preparation ,Meals ,grocery shopping ,Descriptive statistics ,minority ,Public Health, Environmental and Occupational Health ,technology, industry, and agriculture ,food and beverages ,Hispanic or Latino ,medicine.disease ,Black/African American ,Obesity ,under-resourced ,Diet ,nutrition ,qualitative ,Medicine ,Meal preparation ,Thematic analysis ,Psychology ,Psychosocial - Abstract
Minority children living in under-resourced communities are at the greatest risk for obesity and poor diet quality. Child involvement in meal preparation may be a helpful strategy to improve diet quality. This paper explores minority children’s perspectives regarding this. Eighteen children participated in a mixed methods study (online surveys, telephone interviews). Descriptive statistics were calculated for child demographic and psychosocial factors. Thematic analysis was used to code and analyze the interviews. Most children reported having cooking experience (83%) and cooking with family (94%) and exhibited high cooking self-efficacy (21.8 ± 2.9) and positive cooking attitudes (25.7 ± 4.4). Children reported helping with meal preparation (50%) and grocery shopping (41%) sometimes. The qualitative data further supported the results obtained from the children’s psychosocial factors. Most children noted the importance of learning to cook with an emphasis on life skills. Children also shared their level of involvement in cooking and grocery shopping. Most children reported using technology when cooking to find demonstration videos and recipes. These findings highlight that minority children participate in meal preparation and grocery shopping. Their perspectives are important for the development of nutrition education programs to achieve equitable dietary outcomes in minority families living in under-resourced communities.
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- 2021
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19. Implementation of Outpatient Pharmacist-led Hypertension Management for Under-Resourced Patients: A Pilot Study
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Aaron Brody, Phillip D. Levy, Candice L. Garwood, Brittany Stewart, and Liying Zhang
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education.field_of_study ,medicine.medical_specialty ,business.industry ,Population ,Pharmacist ,Emergency Department Physician ,Hypertension management ,Pharmacy Practice & Practice-Based Research ,Emergency department ,Primary care ,RS1-441 ,Under-resourced ,Pharmacy and materia medica ,Collaborative Practice ,Internal medicine ,Community health ,Cohort ,Hypertension ,Medicine ,Transitional care ,business ,education ,Hypertension, Pharmacist, Collaborative Practice, Emergency Department Physician, Under-resourced ,Original Research - Abstract
Background: The purpose of this study was to implement and evaluate a pharmacist-led hypertension (HTN) program for under-resourced patients discharged from the emergency department (ED) or screened at community health events who are lacking a regular primary care provider (PCP) relationship. Methods: This was a single arm, prospective, pilot study to recruit patients from the Detroit Medical Center (DMC) Sinai Grace Hospital (SGH) ED and community health events. The outpatient pharmacist-led transitional care clinic (TCC) was implemented through a collaborative practice agreement (CPA) with ED physicians. Eligible patients 18 to 60 years with elevated blood pressure (BP) (> 140/90 mmHg) and lacking a PCP relationship were referred to the TCC for HTN management. The primary outcome measure was change in systolic and diastolic BP (SBP and DBP). Difference in BP values was evaluated using Wilcoxon Signed Ranks test and descriptive statistics were used to explain demographic data. Results: There were 116 patients enrolled May 2017 to August 2018; 44 (37.9%) completed visit one [cohort 1], 30 (25.9%) completed at least three visits [cohort 2], and 16 (13.8%) completed five visits [cohort 3]. Most patients were African American (AA) 97.7%, 47.8% were male, and an average of 42.11 (SD 9.70) years. For cohorts 2 and 3, there was significant reduction in BP between TCC visits one and two and the reduction was maintained through five visits for patients that remained in the study. Patients who completed five visits (n=16) showed a significant change from visit one to visit five in SBP of -23 mmHg (p=0.002) and achieved BP goal with an average SBP 139 mmHg (SD 19.33) and DBP 90 mmHg (SD 10.17). Conclusion: The pharmacist-led TCC was successfully implemented. Outpatient pharmacists collaborating with ED physicians increased access to HTN management with a positive impact on BP outcomes in an under-resourced population.
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- 2021
20. Socioecological Factors Associated with an Urban Exercise Prescription Program for Under-Resourced Women: A Mixed Methods Community-Engaged Research Project
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Sarah M. Camhi, Gifty Debordes-Jackson, Julie A. Wright, Philip J. Troped, Julianna Andrews, Ana Cristina Lindsay, and Laura L. Hayman
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medicine.medical_specialty ,mixed methods ,U.S ,Health, Toxicology and Mutagenesis ,Sense of community ,socioecological model ,physical activity ,exercise prescription ,Peer support ,Article ,Social support ,Intervention (counseling) ,Health care ,medicine ,Ease of Access ,Humans ,Medical prescription ,Exercise ,Qualitative Research ,Motivation ,business.industry ,Public Health, Environmental and Occupational Health ,under-resourced ,Self Efficacy ,Exercise Therapy ,Prescriptions ,Family medicine ,Medicine ,Female ,Exercise prescription ,business ,Psychology ,chronic disease ,urban - Abstract
One strategy to promote physical activity (PA) is for health care providers to give exercise prescriptions (ExRx) that refer to community-based facilities. However, facilitators and barriers specific to urban programs in the US for under-resourced women are unknown. Thus the purpose of this formative research was to explore ExRx barriers and facilitators specific to US under-resourced women to inform future intervention targets and strategies. This mixed-methods community-engaged research was conducted in partnership with an urban women’s only wellness center that exchanged ExRx for free access (1–3 months). Qualitative semi-structured interviews and validated quantitative questionnaires (SF-12, International Physical Activity Questionnaire, Physical Activity Self-Efficacy, Physical Activity Stage of Change, and Barriers to Physical Activity, Social Support for Exercise, and Confusion, Hubbub, and Order Scale) were administered by phone and guided by the socio-ecological model. ExRx utilization was defined as number visits/week divided by membership duration. Means and percentages were compared between ≥1 visit/week vs. <, 1 visit/week with t-tests and chi-square, respectively. Women (n = 30) were 74% Black, 21–78 years of age, 50% had ≤ high school diploma, and 69% had household incomes ≤45,000/year. Women with ≥1 visit/week (n = 10, 33%) reported more education and higher daily activity, motivation, number of family CVD risk factors and family history of dyslipidemia compared with <, 1 visit/week. Facilitators among women with ≥1 visit/week were “readiness” and “right timing” for ExRx utilization. Barriers among women with <, 1 visit/week (n = 20, 67%) were “mismatched expectations” and “competing priorities”. Common themes among all women were “sense of community” and “ease of location”. ExRx utilization at an US urban wellness center may be dependent on a combination of multi-level factors including motivation, confidence, peer support, location and ease of access in under-sourced women. Additional resources may be needed to address mental and/or physical health status in additional to physical activity specific programming.
- Published
- 2021
21. Understanding the effects of word-level linguistic annotations in under-resourced neural machine translation
- Author
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Víctor M. Sánchez-Cartagena, Juan Antonio Pérez-Ortiz, Felipe Sánchez-Martínez, Universidad de Alicante. Departamento de Lenguajes y Sistemas Informáticos, and Transducens
- Subjects
Measure (data warehouse) ,Machine translation ,Computer science ,Neural machine translation ,02 engineering and technology ,Part of speech ,computer.software_genre ,Linguistics ,030507 speech-language pathology & audiology ,03 medical and health sciences ,Annotation ,Under-resourced ,Rule-based machine translation ,Lenguajes y Sistemas Informáticos ,0202 electrical engineering, electronic engineering, information engineering ,020201 artificial intelligence & image processing ,Grammaticality ,0305 other medical science ,computer ,Word (computer architecture) ,Word-level linguistic annotations - Abstract
This paper studies the effects of word-level linguistic annotations in under-resourced neural machine translation, for which there is incomplete evidence in the literature. The study covers eight language pairs, different training corpus sizes, two architectures and three types of annotation: dummy tags (with no linguistic information at all), part-of-speech tags, and morpho-syntactic description tags, which consist of part of speech and morphological features. These linguistic annotations are interleaved in the input or output streams as a single tag placed before each word. In order to measure the performance under each scenario, we use automatic evaluation metrics and perform automatic error classification. Our experiments show that, in general, source-language annotations are helpful and morpho-syntactic descriptions outperform part of speech for some language pairs. On the contrary, when words are annotated in the target language, part-of-speech tags systematically outperform morpho-syntactic description tags in terms of automatic evaluation metrics, even though the use of morpho-syntactic description tags improves the grammaticality of the output. We provide a detailed analysis of the reasons behind this result. Work funded by the European Union’s Horizon 2020 research and innovation programme under grant agreement number 825299, project Global Under-Resourced Media Translation (GoURMET).
- Published
- 2020
22. Feasibility and Acceptability of a Community-Based Modified Mindfulness-Based Stress Reduction Program for the Under- and Unemployed
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Christina M. Luberto, Rachel S. Wasson, Meera Murthi, Susan Blocksom McDonald, Harini Pallerla, Sian Cotton, and Brenna K Novak
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Stress reduction ,050103 clinical psychology ,2019-20 coronavirus outbreak ,unemployment ,Mindfulness ,mindfulness ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,media_common.quotation_subject ,MBSR ,Health outcomes ,Mindfulness-based stress reduction ,03 medical and health sciences ,0302 clinical medicine ,0501 psychology and cognitive sciences ,media_common ,Community based ,lcsh:R5-920 ,lcsh:Public aspects of medicine ,05 social sciences ,lcsh:RA1-1270 ,General Medicine ,under-resourced ,Unemployment ,Original Article ,Psychology ,lcsh:Medicine (General) ,underemployed ,030217 neurology & neurosurgery ,Clinical psychology - Abstract
Background Mindfulness-Based Stress Reduction (MBSR) often improves health outcomes, though literature primarily focuses on middle-class, employed individuals. With an estimated average of six million unemployed over the past year, and the recent uptick in unemployment due to the COVID-19 pandemic, it is important to identify methods to mitigate and reduce the negative health outcomes often associated with under- and unemployment. Objectives We aimed to 1) outline the process of partnering with a community organization to implement a modified MBSR program for under- and unemployed individuals, and 2) present pilot data on preliminary results. Methods The modified MBSR program was implemented in two phases within a job training program for under- and unemployed individuals. In Phase I, group one received an eight-week program. Based on feedback, the MBSR program was reduced to six weeks and implemented for groups two and three (Phase II). Feasibility and acceptability were evaluated utilizing a mixed-methods approach. Changes in mindfulness, perceived stress, pain interference, anxiety, depression, and sleep disturbance were assessed pre-post the modified MBSR program. Results Thirty-three participants completed the program with twenty-nine post-survey responses. The modified MBSR program was feasible and acceptable as evidenced by the enrollment rate (96%), retention rate (72%), and qualitative feedback. Fifty-percent of participants self-reported weekly home practice compliance. Perceived stress and mindfulness demonstrated significant moderate improvements ( d = .69, p = .005; d = .46, p = .001). Depression, anxiety, and pain interference results suggested small non-significant effect size improvements ( d = .27, p = .19; d = .23, p = .31; d = .25, p = .07). Effects on fatigue and sleep disturbance were negligible. Conclusion The modified MBSR program was feasible and acceptable to the organization and participants. Small to moderate improvements in mental health and pain interference outcomes were observed. Research using larger sample sizes and randomized designs is warranted.
- Published
- 2020
23. Beyond Walking: An Assessment and Description of Streets as Potential Physical Activity Places in Low-Income Communities.
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Umstattd Meyer MR, Prochnow T, Ylitalo KR, Gómez L, and Sharkey JR
- Abstract
Low-income communities often have fewer quality community-level physical activity places (PAPs) or resources (e.g., parks, playgrounds). When present, barriers like traffic, distance, and crime often prevent access. Creative solutions and better understanding of current and potential realistic PAPs are necessary for children and families to be active. Streets are rarely considered potential PAPs despite their ubiquity and accessibility. This article describes street segments as potential PAPs in two low-income Mexican-heritage colonias communities along the Texas-Mexico border. Promotora -researchers conducted PAP assessments of all street segments (n=867) in the two communities to describe the availability and quality of their physical activity features (e.g., basketball hoops, bicycles), amenities (e.g., paved driveways, yard space), and incivilities (e.g., vandalism, loose dogs). Streets in these communities did contain features and amenities associated with physical activity promotion. On average, street segments had 6.10 (SD=7.20) physical activity-promoting features, 27.65 (SD=27.30) physical activity-promoting amenities, and both were assessed as good-to-fair quality. Future physical activity programming should consider incorporating streets as potential PAPs to enhance physical activity and active play. Further, evaluating streets as PAPs in this way may provide insight into locations for temporary place-based programs such as Play Streets. Future research should also examine residents' perceptions of their streets as PAPs for safe physical activity and active play, not just as places to walk, and which PAP characteristics matter for safe physical activity and active play to occur on streets., Competing Interests: Conflict of interest We have no conflicts of interest to disclose., (© JHEAL, 2022.)
- Published
- 2022
24. Understanding the effects of word-level linguistic annotations in under-resourced neural machine translation
- Author
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Universidad de Alicante. Departamento de Lenguajes y Sistemas Informáticos, Sánchez-Cartagena, Víctor M., Pérez-Ortiz, Juan Antonio, Sánchez-Martínez, Felipe, Universidad de Alicante. Departamento de Lenguajes y Sistemas Informáticos, Sánchez-Cartagena, Víctor M., Pérez-Ortiz, Juan Antonio, and Sánchez-Martínez, Felipe
- Abstract
This paper studies the effects of word-level linguistic annotations in under-resourced neural machine translation, for which there is incomplete evidence in the literature. The study covers eight language pairs, different training corpus sizes, two architectures and three types of annotation: dummy tags (with no linguistic information at all), part-of-speech tags, and morpho-syntactic description tags, which consist of part of speech and morphological features. These linguistic annotations are interleaved in the input or output streams as a single tag placed before each word. In order to measure the performance under each scenario, we use automatic evaluation metrics and perform automatic error classification. Our experiments show that, in general, source-language annotations are helpful and morpho-syntactic descriptions outperform part of speech for some language pairs. On the contrary, when words are annotated in the target language, part-of-speech tags systematically outperform morpho-syntactic description tags in terms of automatic evaluation metrics, even though the use of morpho-syntactic description tags improves the grammaticality of the output. We provide a detailed analysis of the reasons behind this result.
- Published
- 2020
25. Community-Partnered Evaluation of Depression Services for Clients of Community-Based Agencies in Under-Resourced Communities in Los Angeles.
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Miranda, Jeanne, Ong, Michael, Jones, Loretta, Chung, Bowen, Dixon, Elizabeth, Tang, Lingqi, Gilmore, Jim, Sherbourne, Cathy, Ngo, Victoria, Stockdale, Susan, Ramos, Esmeralda, Belin, Thomas, and Wells, Kenneth
- Subjects
- *
MENTAL depression , *DEPRESSED persons , *PRIMARY care , *VOLUNTEER service , *HOMELESS persons - Abstract
BACKGROUND: As medical homes are developing under health reform, little is known regarding depression services need and use by diverse safety-net populations in under-resourced communities. For chronic conditions like depression, primary care services may face new opportunities to partner with diverse community service providers, such as those in social service and substance abuse centers, to support a collaborative care model of treating depression. OBJECTIVE: To understand the distribution of need and current burden of services for depression in under-resourced, diverse communities in Los Angeles. DESIGN: Baseline phase of a participatory trial to improve depression services with data from client screening and follow-up surveys. PARTICIPANTS: Of 4,440 clients screened from 93 programs (primary care, mental health, substance abuse, homeless, social and other community services) in 50 agencies, 1,322 were depressed according to an eight-item Patient Health Questionnaire (PHQ-8) and gave contact information; 1,246 enrolled and 981 completed surveys. Ninety-three programs, including 17 primary care/public health, 18 mental health, 20 substance abuse, ten homeless services, and 28 social/other community services, participated. MAIN MEASURES: Comparisons by setting in 6-month retrospective recall of depression services use. KEY RESULTS: Depression prevalence ranged from 51.9 % in mental health to 17.2 % in social-community programs. Depressed clients used two settings on average to receive depression services; 82 % used any setting. More clients preferred counseling over medication for depression treatment. CONCLUSIONS: Need for depression care was high, and a broad range of agencies provide depression care. Although most participants had contact with primary care, most depression services occurred outside of primary care settings, emphasizing the need to coordinate and support the quality of community-based services across diverse community settings. [ABSTRACT FROM AUTHOR]
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- 2013
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26. Blood Glucose Control and Medication Adherence Among Adult Type 2 Diabetic Nigerians Attending A Primary Care Clinic in Under-resourced Environment of Eastern Nigeria.
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Pascal, Iloh G. U., Ofoedu, John N., Uchenna, Njoku P., Nkwa, Amadi A., and Uchamma, Godswill-Uko E.
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- *
TYPE 2 diabetes treatment , *PEOPLE with diabetes , *PRIMARY care , *MEDICAL care , *CLINICS - Abstract
Background: Despite the evidence that goal blood glucose control reduces preventable emergency hospitalizations, the control of blood glucose has been variable in Nigeria. Aim: The study was designed to determine the blood glucose control and medication adherence among adult type 2 diabetic Nigerians attending a primary care clinic in under-resourced environment of Eastern Nigeria. Materials and Methods: A cross-sectional study was carried out on 120 adult type 2 diabetic patients who were on treatment for at least 3 months at the primary care clinic of Federal Medical Centre, Umuahia. A patient was said to have a goal blood glucose control if the fasting blood glucose was 70-130 mg/dL. Adherence was assessed in the previous 30 days using pretested, interviewer-administered questionnaire on selfreported therapy. Operationally, an adherent patient was one who scored 4 points in the previous 30 days. The reasons for non-adherence were documented. Results: The blood glucose control and medication adherence rates were 61.7% and 72.5%, respectively. Blood glucose control was significantly associated with adherence to treatment (P=0.025) and medication duration ≥3 years (P=0.045). The most common reason for non-adherence was financial constraints (P=0.033). Conclusion: Glycaemic control and medication adherence among the study population were good and should constitute logical targets for intervention. [ABSTRACT FROM AUTHOR]
- Published
- 2012
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27. Expanding Treatment Access for Chronic Hepatitis C with Task-shifting in the Era of Direct-acting Antivirals
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Aijaz Ahmed, George Cholankeril, Eric R. Yoo, Channa R. Jayasekera, and Ryan B. Perumpail
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medicine.medical_specialty ,Pathology ,Hepatitis C virus ,Alternative medicine ,Review Article ,Underserved ,DIRECT ACTING ANTIVIRALS ,medicine.disease_cause ,Direct acting antivirals ,03 medical and health sciences ,0302 clinical medicine ,Chronic hepatitis ,medicine ,030212 general & internal medicine ,Adverse effect ,Intensive care medicine ,Hepatology ,business.industry ,DAAs ,Task-shifting ,Access ,Treatment ,Outreach ,Under-resourced ,Tolerability ,HCV ,030211 gastroenterology & hepatology ,Task shifting ,business - Abstract
In the United States, the fight to eradicate hepatitis C virus (HCV) infection has been ongoing for many years, but the results have been less than ideal. Historically, patients with chronic hepatitis C (CHC) were treated with interferon-based regimens, which were associated with frequent adverse effects, suboptimal response rates, and long durations of treatment – of up to 48 weeks. Expertise from specialist-physicians, such as hepatologists and gastroenterologists, was needed to closely follow patients on these medications so as to monitor laboratory values and manage adverse effects. However, the emergence of direct-acting antiviral (DAA) agents against HCV infection have heralded outstanding progress in terms of safety, tolerability, lack of adverse effects, efficacy, and truncated duration of therapy – 12 weeks or less – thereby making the need for close monitoring by specialist-physicians obsolete. With the recent approval of DAA agents by the Food and Drug Administration, the treatment model for CHC no longer relies on the limited number of specialist-physicians, which represented a major barrier to treatment access in the past, especially in underserved areas of the United States. We propose and share our experiences in adapting a task-shifting treatment model, one that utilizes a relatively larger pool of non-specialist healthcare providers, such as nursing staff (medical assistants, vocational licensed nurses, registered nurses, etc.) and advanced practice providers (nurse practitioners and physician assistants), to perform a variety of important clinical functions in an effort to make DAA-based antiviral therapy widely available against HCV infection. Most recently, task-shifting was implemented by the United States and World Health Organization in the fight against the human immunodeficiency virus and showed encouraging results. Based on our experiences in implementing this model at our outreach clinics, the majority of HCV-infected patients treated with DAA agents can be easily monitored by non-specialist healthcare providers and physician extenders. Task-shifting can effectively address one of the major rate-limiting factors in expanding treatment access for HCV infection.
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- 2017
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28. Perspectives of Black/African American and Hispanic Parents and Children Living in Under-Resourced Communities Regarding Factors That Influence Food Choices and Decisions: A Qualitative Investigation
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Norma Olvera, Debbe Thompson, Meheret Adera, Tzu-An Chen, Chishinga Callender, Denisse Velazquez, Jayna M. Dave, and Natalie Goldsworthy
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socio-ecological model ,media_common.quotation_subject ,Hispanic ,Psychological intervention ,Article ,Developmental psychology ,Group cohesiveness ,children ,Food choice ,medicine ,media_common ,minority ,Taste (sociology) ,lcsh:RJ1-570 ,parents ,lcsh:Pediatrics ,Black/African American ,medicine.disease ,Obesity ,under-resourced ,photo-voice ,qualitative ,Pediatrics, Perinatology and Child Health ,culinary ,Social ecological model ,Thematic analysis ,Psychology - Abstract
Families living in under-resourced communities are at risk of obesity and obesity-related chronic diseases. To develop effective interventions, it is important to identify parent and child perspectives of factors that influence food-related choices and decisions. This paper reports qualitative findings from a larger mixed method study investigating this topic. Hybrid thematic analysis was used to code and analyze the interviews. Family-generated photographs of factors influencing food choices were discussed during the interviews. Qualitative findings were organized by the socio-ecological model. Verbatim quotes and photographs were used to support themes. Thirty-six interviews were conducted (18 parents, 18 children). Findings from parents revealed personal (e.g., culture, beliefs, time), family (e.g., mother, child, father, health, finances, cohesiveness), environmental (e.g., availability, convenience, cost), and other (e.g., school food) factors influenced food choices. Similarly, child-reported influences were personal (e.g., preferences, beliefs, taste), family (e.g., mother, family encouragement, father, family time), social (e.g., school, friends), environmental (e.g., availability), and other (e.g., media, sports). The socio-ecological model provided a useful framework for identifying factors that influence food choices and decisions of families living in under-resourced communities. A deeper understanding of these factors could enhance both responsiveness and effectiveness of interventions to enhance diet and reduce obesity risk in families living in under-resourced communities.
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- 2021
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29. Cross-lingual sentiment analysis for under-resourced languages
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Barnes, Jeremy, Lambert, Patrik, Badia i Cardús, Antoni, and Universitat Pompeu Fabra. Departament de Traducció i Ciències del llenguatge
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Sentiment analysis ,Under-resourced ,Anàlisi de sentiment ,Cross-lingüe ,Lenguas con pocos recursos ,Análisis de sentimiento ,Aspect-level ,Targeted ,Llengües amb pocs recursos ,Basada en aspectos ,Basada en aspectes ,Cross-lingual - Abstract
Sentiment Analysis is a task that aims to calculate the polarity of text automatically. While some languages, such as English, have a vast array of resources to enable sentiment analysis, most under-resourced languages lack them. Cross-lingual Sentiment Analysis (CLSA) attempts to make use of resource-rich languages in order to create or improve sentiment analysis systems in an under-resourced language. In this thesis, we propose cross-lingual sentiment approaches that have minimal parallel data requirements, while making the best use of available monolingual data. We propose a model to incorporate sentiment information into bilingual distributional representations, by jointly optimizing them for semantics and sentiment, showing state-of-the-art performance when combined with machine translation. We then move these approaches to aspect-level and subsequently test them on a variety of language families and domains. Finally, we show that this approach can also be suitable for domain adaptation. L’anàlisi de sentiment és una tasca que ens permet calcular la polaritat de un text de manera automàtica. Mentre algunes llengües, com l’anglès per exemple, tenen una àmplia varietat de recursos per crear sistemes d’anàlisi de sentiment, n’hi ha més que els troben a faltar. L’Anàlisi de Sentiment Cross-lingüe (ASCL) intenta fer servir els recursos de llengües riques en recursos per crear o millorar sistemes d’anàlisi de sentiment en llengües pobres en recursos. A aquesta tesi proposem mètodes d’anàlisi de sentiment cross-lingües que requereixen menys data paral·lela i treuen el màxim profit de data monolingüe que tenim a l’abast. Proposem un model que optimitza les representacions distribucionals cross-lingües perquè tinguin informació semàntica i també de sentiment, i que demostra ser l’estat de l’art en combinant-se amb traducció automàtica. Després passem a un nivell de granularitat més fina i examinem com canvia el rendiment dels models amb diferents llengües metes i dominis. Finalment, demostrem que aquestes tècniques també són adequats per a l’adaptació de domini.
- Published
- 2019
30. Exploring the availability and impact of antenatal point‐of‐care ultrasound services in rural and remote communities: a scoping review
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Janine Margarita Dizon, Nayana Parange, Katherine Guerrero, Amber Bidner, Mikaela Doig, Doig, Mikaela, Dizon, Janine, Guerrero, Katherine, and Parange, Nayana
- Subjects
medicine.medical_specialty ,Radiological and Ultrasound Technology ,business.industry ,Point of care ultrasound ,Scopus ,Attendance ,MEDLINE ,Health technology ,Developing country ,rural communities ,developing countries ,under-resourced ,point-of-care ultrasound (PoCUS) ,obstetric ultrasound ,antenatal care ,Family medicine ,Health care ,Medicine ,Radiology, Nuclear Medicine and imaging ,business ,Review Articles ,Inclusion (education) - Abstract
Background: There are global disparities in the provision of maternal health care, with women from rural communities and under‐resourced countries expecting poorer access to healthcare services. This potentially compounds the existing higher burden of maternal and neonatal morbidity within these populations. In this setting, point‐of‐care ultrasound (PoCUS) has the potential to improve outcomes while mitigating challenges and barriers associated with the introduction of new medical technology. Objectives: To explore the availability and impact of PoCUS use for antenatal care (ANC) in under‐resourced settings. Methods: Medline, Embase and Scopus were searched with no year limit. Studies were included if the participants were pregnant women undergoing ANC in a rural setting or developing country and if the intervention was PoCUS use or training. Results: A total of 3863 unique articles were identified, with 17 meeting the inclusion criteria. Studies originated from Africa, Asia, Central America and Australia. All studies reported that POCUS use for ANC produced positive outcomes. PoCUS introduction into routine ANC resulted in higher antenatal attendance and reduced maternal and neonatal mortality rates. It was demonstrated that it was feasible to provide local healthcare workers with limited training to perform quality scanning and reporting in their clinics. Methods and measures of these three primary outcomes varied between studies. Conclusion: Integration of PoCUS into ANC in the settings examined improved outcomes in under‐resourced areas. Further research should investigate the availability of PoCUS services at a country level, the clinical impact and economic feasibility. Refereed/Peer-reviewed
- Published
- 2019
31. Behind the Scenes of Jumpstart: More Than Just Working With Preschoolers
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Stalnaker, Danielle and Stalnaker, Danielle
- Abstract
In today’s society, many children attend some type of pre-kindergarten service, but the importance of such programs are often overlooked. Recent studies have shown that children from low-income households and communities can benefit greatly by taking part in pre-kindergarten services (Magnuson, Meyers, Ruhm, & Waldfogel, 2004; Magnuson & Shager, 2010). These children in particular tend to fall within the kindergarten readiness gap, which can be defined as a six-month gap between children from disadvantaged communities and their more advanced peers as they begin kindergarten (Magnuson & Shager, 2010). Students who fall within the gap fall behind and stay behind their more affluent peers as schooling continues. As a student at the University of Rhode Island, I have taken part in the Jumpstart program for the past three years. This program allows college students to work with preschool aged children in under-resourced areas to help benefit their education. I have completed the trainings, learned about the curriculum, and have served in three different low-income preschool classrooms to implement Jumpstart services to students. Th rough my experiences, I have found that there is much more to the program than just working with these students twice a week; it serves to help the students be prepared for the future. With this realization, I decided to explore the program in depth to discover how to fulfil its goals most effectively. This paper aims to discover where the University of Rhode Island’s Jumpstart program excels and where it can improve in order to aid low-income students and close the kindergarten readiness gap. Students’ pre- and post- scores, as well as their adjacent program partner feedback from fifteen different preschools in under-resourced areas around Rhode Island were analyzed to determine where the program’s strengths and weaknesses exist. Th rough this analysis, I found that while all students’ academic areas increased, there is varying growth in each
- Published
- 2018
32. The next wave? Mental health comorbidities and patients with substance use disorders in under-resourced and rural areas.
- Author
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Warfield, Sara C., Pack, Robert P., Degenhardt, Louisa, Larney, Sarah, Bharat, Chrianna, Ashrafioun, Lisham, Marshall, Brandon D.L., and Bossarte, Robert M.
- Subjects
- *
SUBSTANCE-induced disorders , *COMORBIDITY , *COVID-19 pandemic , *RURAL geography , *COVID-19 - Abstract
The rapid spread of the coronavirus disease (COVID-19) has impacted the lives of millions around the globe. The COVID-19 pandemic has caused increasing concern among treatment professionals about mental health and risky substance use, especially among those who are struggling with a substance use disorder (SUD). The pandemic's impact on those with an SUD may be heightened in vulnerable communities, such as those living in under-resourced and rural areas. Despite policies loosening restrictions on treatment requirements, unintended mental health consequences may arise among this population. We discuss challenges that under-resourced areas face and propose strategies that may improve outcomes for those seeking treatment for SUDs in these areas. [ABSTRACT FROM AUTHOR]
- Published
- 2021
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33. Socioecological Factors Associated with an Urban Exercise Prescription Program for Under-Resourced Women: A Mixed Methods Community-Engaged Research Project.
- Author
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Camhi SM, Debordes-Jackson G, Andrews J, Wright J, Lindsay AC, Troped PJ, and Hayman LL
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- Exercise Therapy, Female, Humans, Prescriptions, Qualitative Research, Self Efficacy, Exercise, Motivation
- Abstract
One strategy to promote physical activity (PA) is for health care providers to give exercise prescriptions (ExRx) that refer to community-based facilities. However, facilitators and barriers specific to urban programs in the US for under-resourced women are unknown. Thus the purpose of this formative research was to explore ExRx barriers and facilitators specific to US under-resourced women to inform future intervention targets and strategies. This mixed-methods community-engaged research was conducted in partnership with an urban women's only wellness center that exchanged ExRx for free access (1-3 months). Qualitative semi-structured interviews and validated quantitative questionnaires (SF-12, International Physical Activity Questionnaire, Physical Activity Self-Efficacy, Physical Activity Stage of Change, and Barriers to Physical Activity, Social Support for Exercise, and Confusion, Hubbub, and Order Scale) were administered by phone and guided by the socio-ecological model. ExRx utilization was defined as number visits/week divided by membership duration. Means and percentages were compared between ≥1 visit/week vs. <1 visit/week with t -tests and chi-square, respectively. Women ( n = 30) were 74% Black, 21-78 years of age, 50% had ≤ high school diploma, and 69% had household incomes ≤45,000/year. Women with ≥1 visit/week ( n = 10; 33%) reported more education and higher daily activity, motivation, number of family CVD risk factors and family history of dyslipidemia compared with <1 visit/week. Facilitators among women with ≥1 visit/week were "readiness" and "right timing" for ExRx utilization. Barriers among women with <1 visit/week ( n = 20; 67%) were "mismatched expectations" and "competing priorities". Common themes among all women were "sense of community" and "ease of location". ExRx utilization at an US urban wellness center may be dependent on a combination of multi-level factors including motivation, confidence, peer support, location and ease of access in under-sourced women. Additional resources may be needed to address mental and/or physical health status in additional to physical activity specific programming.
- Published
- 2021
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34. Implementation of Outpatient Pharmacist-led Hypertension Management for Under-Resourced Patients: A Pilot Study.
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Stewart B, Brody A, Garwood CL, Zhang L, and Levy PD
- Abstract
Background: The purpose of this study was to implement and evaluate a pharmacist-led hypertension (HTN) program for under-resourced patients discharged from the emergency department (ED) or screened at community health events who are lacking a regular primary care provider (PCP) relationship., Methods: This was a single arm, prospective, pilot study to recruit patients from the Detroit Medical Center (DMC) Sinai Grace Hospital (SGH) ED and community health events. The outpatient pharmacist-led transitional care clinic (TCC) was implemented through a collaborative practice agreement (CPA) with ED physicians. Eligible patients 18 to 60 years with elevated blood pressure (BP) (> 140/90 mmHg) and lacking a PCP relationship were referred to the TCC for HTN management. The primary outcome measure was change in systolic and diastolic BP (SBP and DBP). Difference in BP values was evaluated using Wilcoxon Signed Ranks test and descriptive statistics were used to explain demographic data., Results: There were 116 patients enrolled May 2017 to August 2018; 44 (37.9%) completed visit one [cohort 1], 30 (25.9%) completed at least three visits [cohort 2], and 16 (13.8%) completed five visits [cohort 3]. Most patients were African American (AA) 97.7%, 47.8% were male, and an average of 42.11 (SD 9.70) years. For cohorts 2 and 3, there was significant reduction in BP between TCC visits one and two and the reduction was maintained through five visits for patients that remained in the study. Patients who completed five visits (n=16) showed a significant change from visit one to visit five in SBP of -23 mmHg (p=0.002) and achieved BP goal with an average SBP 139 mmHg (SD 19.33) and DBP 90 mmHg (SD 10.17)., Conclusion: The pharmacist-led TCC was successfully implemented. Outpatient pharmacists collaborating with ED physicians increased access to HTN management with a positive impact on BP outcomes in an under-resourced population., Competing Interests: Disclosures of Conflict of Interest: None of the authors have a declaration of conflict of interest to report., (© Individual authors.)
- Published
- 2021
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35. Feasibility and Acceptability of a Community-Based Modified Mindfulness-Based Stress Reduction Program for the Under- and Unemployed.
- Author
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Wasson RS, Luberto CM, Murthi M, McDonald SB, Pallerla H, Novak BK, and Cotton S
- Abstract
Background: Mindfulness-Based Stress Reduction (MBSR) often improves health outcomes, though literature primarily focuses on middle-class, employed individuals. With an estimated average of six million unemployed over the past year, and the recent uptick in unemployment due to the COVID-19 pandemic, it is important to identify methods to mitigate and reduce the negative health outcomes often associated with under- and unemployment., Objectives: We aimed to 1) outline the process of partnering with a community organization to implement a modified MBSR program for under- and unemployed individuals, and 2) present pilot data on preliminary results., Methods: The modified MBSR program was implemented in two phases within a job training program for under- and unemployed individuals. In Phase I, group one received an eight-week program. Based on feedback, the MBSR program was reduced to six weeks and implemented for groups two and three (Phase II). Feasibility and acceptability were evaluated utilizing a mixed-methods approach. Changes in mindfulness, perceived stress, pain interference, anxiety, depression, and sleep disturbance were assessed pre-post the modified MBSR program., Results: Thirty-three participants completed the program with twenty-nine post-survey responses. The modified MBSR program was feasible and acceptable as evidenced by the enrollment rate (96%), retention rate (72%), and qualitative feedback. Fifty-percent of participants self-reported weekly home practice compliance. Perceived stress and mindfulness demonstrated significant moderate improvements ( d = .69, p = .005; d = .46, p = .001). Depression, anxiety, and pain interference results suggested small non-significant effect size improvements ( d = .27, p = .19; d = .23, p = .31; d = .25, p = .07). Effects on fatigue and sleep disturbance were negligible., Conclusion: The modified MBSR program was feasible and acceptable to the organization and participants. Small to moderate improvements in mental health and pain interference outcomes were observed. Research using larger sample sizes and randomized designs is warranted., Competing Interests: Declaration of Conflicting Interests: The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article., (© The Author(s) 2020.)
- Published
- 2020
- Full Text
- View/download PDF
36. Subunits Inference and Lexicon Development Based on Pairwise Comparison of Utterances and Signs.
- Author
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Tornay, Sandrine and Magimai.-Doss, Mathew
- Subjects
AUTOMATIC speech recognition ,ORAL communication ,SIGN language ,UNIVERSAL language ,LEXICON ,LANGUAGE & languages ,HIDDEN Markov models - Abstract
Communication languages convey information through the use of a set of symbols or units. Typically, this unit is word. When developing language technologies, as words in a language do not have the same prior probability, there may not be sufficient training data for each word to model. Furthermore, the training data may not cover all possible words in the language. Due to these data sparsity and word unit coverage issues, language technologies employ modeling of subword units or subunits, which are based on prior linguistic knowledge. For instance, development of speech technologies such as automatic speech recognition system presume that there exists a phonetic dictionary or at least a writing system for the target language. Such knowledge is not available for all languages in the world. In that direction, this article develops a hidden Markov model-based abstract methodology to extract subword units given only pairwise comparison between utterances (or realizations of words in the mode of communication), i.e., whether two utterances correspond to the same word or not. We validate the proposed methodology through investigations on spoken language and sign language. In the case of spoken language, we demonstrate that the proposed methodology can lead up to discovery of phone set and development of phonetic dictionary. In the case of sign language, we demonstrate how hand movement information can be effectively modeled for sign language processing and synthesized back to gain insight about the derived subunits. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
37. Overcoming challenges to dissemination and implementation of research findings in under-resourced countries.
- Author
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Derman, Richard J. and Jaeger, Frances J.
- Subjects
DIFFUSION of innovations ,HEALTH policy ,MEDICAL research ,EVIDENCE-based medicine ,PHYSICIAN practice patterns ,HUMAN services programs ,INFORMATION needs - Abstract
Louis Pasteur once commented on the happiness that a scientist finds when, besides making a discovery, study results find practical application. Where health status is poor and resources are limited, finding such applications is a necessity, not merely a joy. Dissemination, or the distribution of new knowledge gained through research, is essential to the ethical conduct of research. Further, when research is designed to improve health, dissemination is critical to the development of evidence-based medicine and the adoption of evidence-supported interventions and improved practice patterns within specific settings. When dissemination is lacking, research may be considered a waste of resources and a useless pursuit unable to influence positive health outcomes. Effective translation of the findings of health research into policy and the practice of medicine has been slow in many countries considered low or lower middle-income (as defined by the World Bank). This is because such countries often have health care systems that are under-resourced (e.g., lacking personnel or facilities) and thus insufficiently responsive to health needs of their populations. However, implementation research has produced many tools and strategies that can prompt more effective and timelier application of research findings to real world situations. A conscientious researcher can find many suggestions for improving the integration of research evidence into practice. First and foremost, the truthful reporting of results is emphasized as essential because both studies with desirable findings as well those with less than ideal results can provide new and valuable knowledge. Consideration in advance of the audience likely to be interested in study findings can result in suitable packaging and targeted communication of results. Other strategies for avoiding the barriers that can negatively impact implementation of research evidence include the early involvement of stakeholders as research is being designed and discussion before initiation of proposed research with those who will be affected by it. It is also important to recognize the role of education and training for ensuring the skills and knowledge needed for not only the conduct of high quality research but also for the meaningful promotion of results and application of research findings to achieve intended purposes. [ABSTRACT FROM AUTHOR]
- Published
- 2018
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- View/download PDF
38. Generating fundamental frequency contours for speech synthesis in Yorùbá
- Author
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21022658 - Van Niekerk, Daniël Rudolph, 21021287 - Barnard, Etienne, Van Niekerk, Daniel R., Barnard, Etienne, 21022658 - Van Niekerk, Daniël Rudolph, 21021287 - Barnard, Etienne, Van Niekerk, Daniel R., and Barnard, Etienne
- Abstract
We present methods for modelling and synthesising fundamental frequency (F0) contours suitable for application in text-to-speech (TTS) synthesis of Yorùbá (an African tone language). These methods are discussed and compared with a baseline approach using the HMM-based speech synthesis system HTS. Evaluation is done by comparing ten-fold cross validation squared errors on a small corpus of four speakers. We show that the proposed methods are relatively effective at modelling and generating F0 contours in this context, achieving lower error rates than the baseline. These results suggest that our methods will be useful for the generation of improved synthesis of tone in African languages, which has been a challenge to date.
- Published
- 2013
39. Expanding Treatment Access for Chronic Hepatitis C with Task-shifting in the Era of Direct-acting Antivirals.
- Author
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Yoo ER, Perumpail RB, Cholankeril G, Jayasekera CR, and Ahmed A
- Abstract
In the United States, the fight to eradicate hepatitis C virus (HCV) infection has been ongoing for many years, but the results have been less than ideal. Historically, patients with chronic hepatitis C (CHC) were treated with interferon-based regimens, which were associated with frequent adverse effects, suboptimal response rates, and long durations of treatment - of up to 48 weeks. Expertise from specialist-physicians, such as hepatologists and gastroenterologists, was needed to closely follow patients on these medications so as to monitor laboratory values and manage adverse effects. However, the emergence of direct-acting antiviral (DAA) agents against HCV infection have heralded outstanding progress in terms of safety, tolerability, lack of adverse effects, efficacy, and truncated duration of therapy - 12 weeks or less - thereby making the need for close monitoring by specialist-physicians obsolete. With the recent approval of DAA agents by the Food and Drug Administration, the treatment model for CHC no longer relies on the limited number of specialist-physicians, which represented a major barrier to treatment access in the past, especially in underserved areas of the United States. We propose and share our experiences in adapting a task-shifting treatment model, one that utilizes a relatively larger pool of non-specialist healthcare providers, such as nursing staff (medical assistants, vocational licensed nurses, registered nurses, etc.) and advanced practice providers (nurse practitioners and physician assistants), to perform a variety of important clinical functions in an effort to make DAA-based antiviral therapy widely available against HCV infection. Most recently, task-shifting was implemented by the United States and World Health Organization in the fight against the human immunodeficiency virus and showed encouraging results. Based on our experiences in implementing this model at our outreach clinics, the majority of HCV-infected patients treated with DAA agents can be easily monitored by non-specialist healthcare providers and physician extenders. Task-shifting can effectively address one of the major rate-limiting factors in expanding treatment access for HCV infection., Competing Interests: Dr. Aijaz Ahmed is a consultant and advisory board member for AbbVie Pharmaceuticals, Gilead Sciences, and Janssen Pharmaceuticals. Aijaz Ahmed has research funding/grant from Gilead Sciences. The others have no conflict of interest to declare.
- Published
- 2017
- Full Text
- View/download PDF
40. Subunits Inference and Lexicon Development Based on Pairwise Comparison of Utterances and Signs
- Author
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Sandrine Tornay and Mathew Magimai.-Doss
- Subjects
phone set ,Computer science ,sign language processing ,02 engineering and technology ,Sign language ,Lexicon ,computer.software_genre ,01 natural sciences ,Phone ,pronunciation lexicon ,0103 physical sciences ,0202 electrical engineering, electronic engineering, information engineering ,Hidden Markov model ,010301 acoustics ,speech processing ,hidden markov model ,lcsh:T58.5-58.64 ,lcsh:Information technology ,business.industry ,020206 networking & telecommunications ,subword units ,Speech processing ,under-resourced ,Writing system ,Artificial intelligence ,business ,computer ,Word (computer architecture) ,Natural language processing ,Information Systems ,Spoken language - Abstract
Communication languages convey information through the use of a set of symbols or units. Typically, this unit is word. When developing language technologies, as words in a language do not have the same prior probability, there may not be sufficient training data for each word to model. Furthermore, the training data may not cover all possible words in the language. Due to these data sparsity and word unit coverage issues, language technologies employ modeling of subword units or subunits, which are based on prior linguistic knowledge. For instance, development of speech technologies such as automatic speech recognition system presume that there exists a phonetic dictionary or at least a writing system for the target language. Such knowledge is not available for all languages in the world. In that direction, this article develops a hidden Markov model-based abstract methodology to extract subword units given only pairwise comparison between utterances (or realizations of words in the mode of communication), i.e., whether two utterances correspond to the same word or not. We validate the proposed methodology through investigations on spoken language and sign language. In the case of spoken language, we demonstrate that the proposed methodology can lead up to discovery of phone set and development of phonetic dictionary. In the case of sign language, we demonstrate how hand movement information can be effectively modeled for sign language processing and synthesized back to gain insight about the derived subunits.
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