Exploring approaches to teaching Indigenous health curricula from the perspectives of faculty and residents by Marghalara Rashid, Wayne Clark, Jessica L. Foulds, Julie Nguyen, Ida John, Sarah E. Forgie

“…However, to deliver socially accountable education that positively impacts patient care, the training must be tailored to meet the specific needs of patients and communities. This project aimed to identify strategies for enhancing the effectiveness of Indigenous medical curricula at the residency level by incorporating the insights and experiences of faculty and residents involved in Indigenous education.Method We employed a thematic analysis approach, utilizing purposeful sampling to recruit 21 faculty members and 19 residents engaged in Indigenous education from three Canadian universities. …”
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New perspectives for the Annelida collection (National Museum/UFRJ) database: using data visualization to analyze and manage biological collections by Camila Simões Martins de Aguiar Messias, Carlos Cesar de Oliveira Fonseca, Monique Cristina dos Santos, Asla M. Sá, Joana Zanol

“…Interactive graphs of the metadata within this database (catalog date, taxonomic identification and determiners, sampling, depth, geographic localization, and collector data) were created with the Altair library in the Python 3 language. …”
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Unveiling the Value of Green Amenities: A Mixed-Methods Analysis of Urban Greenspace Impact on Residential Property Prices Across Riyadh Neighborhoods by Tahar Ledraa, Sami Abdullah Aldubikhi

“…Existing studies lack sector-specific analyses across Riyadh’s neighborhoods, overlook the impact of the Green Riyadh Project launched in 2019, and fail to address negative externalities associated with large greenspaces in an arid, privacy-conscious context. …”
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La Competencia Comunicativa Como Potenciador Del Aprendizaje Matemático En Un Ambiente De Aula Invertida by Angela Goretti Perdomo Mosquera, Gerardo Antonio Chacón Guerrero

“…This article focused on a research project whose main objective was to develop a local theory explaining how communicative competence plays a fundamental role in the learning process of solving linear and quadratic equations, especially in a flipped classroom context aimed at eighth-grade students. …”
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Hubungan Pengetahuan Plebitis dengan Keterampilan Tenaga Kesehatan dalam Menerapkan Problem Solving for Better Health pada Plebitis di Rumah Sakit X by Yuhelma Yuhelma, Yulastri Arif, Leni Merdawati

“…Jumlah sampel yang digunakan sebanyak 31 orang dengan teknik purposive sampling. Uji statistik menggunakan Chi-square test. …”
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Strengthening household resilience for enhanced food security in northwestern Ethiopia: insights from resilience pillars by Mekonen Getachew Abebe

“…Consequently, this study recommends applying targeted resilience-oriented strategies programs, packages, and projects that improve these positively contributing pillars of resilience to enhance food security in the area.…”
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Registrars’ experience with research in family medicine training programmes in South Africa by Emcy Louw, Robert J. Mash

“…Extreme case purposive sampling selected registrars who had and had not completed their research on time, from all nine training programmes. …”
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Knowledge gaps among healthcare professionals regarding infertility: Exploring educational needs in primary healthcare setting-Morocco by Meriem Ouadrhiri, Chaymae Rochdi, Rachida Archou, Driss Touil, Mustapha Boucetta, Kamelia Amazian, Nisrine Mamouni

“…It is essential to provide them an appropriate education to assist Moroccan couple who are seeking their parental project as part of the promotion of SHR for all.…”
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LITTER DECOMPOSITION IN SOILS OF OVERGROWN GRASSLANDS IN DEPENDANCE OF TEMPERATURE by Marjetka SUHADOLC, Zalika ČREPINŠEK

“…The litter bags were sampled successively at 4 sampling times until May 2009 in 5 replicates. …”
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Pseudocell Tracer-A method for inferring dynamic trajectories using scRNAseq and its application to B cells undergoing immunoglobulin class switch recombination. by Derek Reiman, Godhev Kumar Manakkat Vijay, Heping Xu, Andrew Sonin, Dianyu Chen, Nathan Salomonis, Harinder Singh, Aly A Khan

“…The method uses a supervised encoder, trained with adjacent biological information, to project scRNAseq data into a low-dimensional manifold that maps the transcriptional states a cell can occupy. …”
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A Cross-sectional Study on Coping, Resilience, and Perceived Stress among Nursing Students by Saadhvi Nirmal, R. Selvi Kumari

“…This study employed a convenience sampling method for 100 nursing students in Madurai during their clinical practice. …”
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Comparing subsampling strategies for metagenomic analysis in microbial studies using amplicon sequence variants versus operational taxonomic units. by Daniel Segura, Divya Sharma, Osvaldo Espin-Garcia

“…We used 199 samples of infant-gut microbiome data from the DIABIMMUNE project to generate ASVs and OTUs, then generated subsamples based on five existing biologically driven subsampling methods and two data driven methods. …”
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Detecting Unbalanced Network Traffic Intrusions With Deep Learning by S. Pavithra, K. Venkata Vikas

“…The proposed system employs a combination of oversampling techniques for minority classes and under sampling techniques for majority classes during data preprocessing. …”
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Spatial Patterns in Fish Assemblages across the National Ecological Observation Network (NEON): The First Six Years by Dylan Monahan, Jeff S. Wesner, Stephanie M. Parker, Hannah Schartel

“…The objective of the NEON project is to provide data to facilitate the understanding and forecasting of the ecological impacts of anthropogenic change at a continental scale. …”
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A Unified Approach to Video Anomaly Detection: Advancements in Feature Extraction, Weak Supervision, and Strategies for Class Imbalance by Rui Z. Barbosa, Hugo S. Oliveira

“…Through comprehensive experimental analysis, the study examines the role of feature representations, sampling strategies, and curriculum learning in enhancing VAD performance. …”
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Mathematics student teachers external supervisors beliefs about mathematics: ODeL environment in focus by Masilo France Machaba, Terungwa James Age, Puleng Edwin Rankweteke

“…Method: A quantitative survey design was employed, utilizing a structured questionnaire adapted from the Firstmath Project. Data were collected from 43 respondents out of a population of 76 mathematics student teachers external supervisors, selected through random sampling across six provinces in South Africa. …”
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Teachers Navigating Faith and Inquiry Across Three School Types in Indonesia by Khairil Azhar, Mohammad Ali, Eero Ropo, Juwintar Febriani Arwan

“…Qualitatively designed, the study employed purposive sampling to select teachers, principals, and vice principals from three school types under a single educational foundation. …”
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Horizontal Transport of Picture Gorge Basalt Magma Through the Monument Dike Swarm Determined by Magnetic Fabric by Margaret S. Avery, Anthony F. Pivarunas

“…The source of CRBG melt is debated; widely spaced feeder dike swarms can be projected toward hypothetical sources near the Oregon‐Idaho border. …”
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Sepsis research in Canada: An environmental scan of sepsis investigators, research, and funding. by Muhadisa Ali, Saad Y Salim, Fatima Sheikh, Alison E Fox-Robichaud, Sepsis Canada

“…This cross-sectional study examines the sepsis research landscape in Canada, including demographics, scope, and funding. Using convenient sampling, sepsis researchers in Canada were asked to complete an online 20-question survey. …”
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Dalits and mental health: investigating perceptions, stigma and barriers to support in Kathmandu, Nepal by Amber N French

“…Participants were recruited through a Dalit community leader gatekeeper identified by the project host. Purposive and snowballing sampling methods were used. 12 participants gave informed consent and took part in semi-structured interviews. …”
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