Barriers to Including Indigenous Content in Canadian Health Professions Curricula

Indigenous peoples in Canada continue to face health care inequities despite their increased risk for various negative health outcomes. Evidence suggests that health professions students and faculty do not feel their curriculum adequately prepares learners to address these inequities. The aim of this study was to identify barriers that hinder the inclusion of adequate Indigenous content in curricula across health professions programs. Semi-structured interviews were conducted with 33 faculty members at a university in Canada from various health disciplines. Employing thematic analysis, four principal barriers were identified: (1) the limited number and overburdening of Indigenous faculty, (2) the need for non-Indigenous faculty training and capacity, (3) the lack of oversight and direction regarding curricular content and training approaches, and (4) the limited amount of time in curriculum and competing priorities. Addressing these barriers is necessary to prepare learners to provide equitable health care for Indigenous peoples. Keywords: Indigenous health, health professions, curricula, faculty perspectives, barriers, CanadaMalgré leur risque accru de développer des ennuis de santé, les Autochtones du Canada continuent de subir des inégalités en matière de soins de santé. Les données existantes révèlent que les étudiants en formation pour devenir des professionnels de la santé et leurs professeurs estiment que leurs programmes d’études actuels ne les préparent pas adéquatement à s’attaquer à ces inégalités. L’objectif de cette étude était d’identifier les obstacles qui entravent l’inclusion de contenu autochtone adéquat dans les programmes d’études de la formation des professionnels de la santé. Des entrevues semi-structurées ont été menées avec 33 membres du corps enseignant, issus de diverses disciplines de la santé, d’une université du Canada. Une analyse thématique a permis d’identifier quatre principaux obstacles : 1) le nombre insuffisant de professeurs autochtones et la surcharge de travail qui en résulte ; 2) la nécessité d’accroître la formation et la capacité des professeurs non autochtones ; 3) le manque de supervision et d’orientation concernant le contenu des programmes et les approches de formation ; et 4) le temps limité qui entraîne une concurrence de priorité des thèmes abordés. Il est nécessaire de surmonter ces obstacles pour préparer les étudiants à fournir des soins de santé sûrs et équitables aux Autochtones. Mots-clés : santé des Autochtones, professionnels de la santé, programmes d’études, perspectives du corps enseignant, obstacles, Canad

Partitioning variability in animal behavioral videos using semi-supervised variational autoencoders

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Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets

With the success of large-scale pre-training and multilingual modeling in Natural Language Processing (NLP), recent years have seen a proliferation of large, web-mined text datasets covering hundreds of languages. We manually audit the quality of 205 language-specific corpora released with five major public datasets (CCAligned, ParaCrawl, WikiMatrix, OSCAR, mC4). Lower-resource corpora have systematic issues: At least 15 corpora have no usable text, and a significant fraction contains less than 50% sentences of acceptable quality. In addition, many are mislabeled or use nonstandard/ambiguous language codes. We demonstrate that these issues are easy to detect even for non-proficient speakers, and supplement the human audit with automatic analyses. Finally, we recommend techniques to evaluate and improve multilingual corpora and discuss potential risks that come with low-quality data releases.Comment: Accepted at TACL; pre-MIT Press publication versio

He votes or she votes? Female and male discursive strategies in Twitter political hashtags

In this paper, we conduct a study about differences between female and male discursive strategies when posting in the microblogging service Twitter, with a particular focus on the hashtag designation process during political debate. The fact that men and women use language in distinct ways, reverberating practices linked to their expected roles in the social groups, is a linguistic phenomenon known to happen in several cultures and that can now be studied on the Web and on online social networks in a large scale enabled by computing power. Here, for instance, after analyzing tweets with political content posted during Brazilian presidential campaign, we found out that male Twitter users, when expressing their attitude toward a given candidate, are more prone to use imperative verbal forms in hashtags, while female users tend to employ declarative forms. This difference can be interpreted as a sign of distinct approaches in relation to other network members: for example, if political hashtags are seen as strategies of persuasion in Twitter, imperative tags could be understood as more overt ways of persuading and declarative tags as more indirect ones. Our findings help to understand human gendered behavior in social networks and contribute to research on the new fields of computer-enabled Internet linguistics and social computing, besides being useful for several computational tasks such as developing tag recommendation systems based on users' collective preferences and tailoring targeted advertising strategies, among others.FGW – Publications without University Leiden contrac

Management of multidrug resistant Gram-negative bacilli infections in solid organ transplant recipients: SET/GESITRA-SEIMC/REIPI recommendations

Solid organ transplant (SOT) recipients are especially at risk of developing infections by multidrug resistant (MDR) Gram-negative bacilli (GNB), as they are frequently exposed to antibiotics and the healthcare setting, and are regulary subject to invasive procedures. Nevertheless, no recommendations concerning prevention and treatment are available. A panel of experts revised the available evidence; this document summarizes their recommendations: (1) it is important to characterize the isolate´s phenotypic and genotypic resistance profile; (2) overall, donor colonization should not constitute a contraindication to transplantation, although active infected kidney and lung grafts should be avoided; (3) recipient colonization is associated with an increased risk of infection, but is not a contraindication to transplantation; (4) different surgical prophylaxis regimens are not recommended for patients colonized with carbapenem-resistant GNB; (5) timely detection of carriers, contact isolation precautions, hand hygiene compliance and antibiotic control policies are important preventive measures; (6) there is not sufficient data to recommend intestinal decolonization; (7) colonized lung transplant recipients could benefit from prophylactic inhaled antibiotics, specially for Pseudomonas aeruginosa; (8) colonized SOT recipients should receive an empirical treatment which includes active antibiotics, and directed therapy should be adjusted according to susceptibility study results and the severity of the infection.J.T.S. holds a research contract from the Fundación para la Formación e Investigación de los Profesionales de la Salud de Extremadura (FundeSalud), Instituto de Salud Carlos III. M.F.R. holds a clinical research contract “Juan Rodés” (JR14/00036) from the Spanish Ministry of Economy and Competitiveness, Instituto de Salud Carlos III