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26 pages, 3908 KB  
Article
Balancing Resource Potential and Investment Costs in Offshore Wind Projects: Evidence from Northern Colombia
by Adalberto Ospino-Castro, Carlos Robles-Algarín and Jhon William Vásquez Capacho
Energies 2025, 18(22), 6003; https://doi.org/10.3390/en18226003 (registering DOI) - 16 Nov 2025
Abstract
This study presents a comprehensive techno-economic assessment of offshore wind projects in the Colombian Caribbean, emphasizing the impact of site-specific parameters on development costs and performance. Wind resource conditions were evaluated in four coastal regions (La Guajira, Magdalena, Atlántico, and Bolívar) using hourly [...] Read more.
This study presents a comprehensive techno-economic assessment of offshore wind projects in the Colombian Caribbean, emphasizing the impact of site-specific parameters on development costs and performance. Wind resource conditions were evaluated in four coastal regions (La Guajira, Magdalena, Atlántico, and Bolívar) using hourly meteorological data from 2015 to 2024, adjusted to 100 m above ground level through logarithmic and power law wind profile models. The analysis included wind speed, bathymetry, distance to shore, distance to substation, foundation type, wind power density (WPD), and capacity factor (Cf). Based on these parameters, annual energy generation was estimated, and both capital expenditures (CAPEX) and operational expenditures (OPEX) were calculated, considering the technical and cost differences between fixed and floating foundations. Results show that La Guajira combines excellent wind conditions (WPD of 796 W/m2 and Cf of 61.5%) with favorable construction feasibility (bathymetry of −32 m), resulting in the lowest CAPEX among the studied regions. In contrast, Magdalena and Atlántico, with bathymetries exceeding 200 m, require floating foundations that more than double the investment costs. Bolívar presents an intermediate profile, offering solid wind potential and fixed foundation feasibility at a moderate cost. The findings confirm that offshore wind project viability depends not only on wind resource quality but also on physical site constraints, which directly influence the cost structure and energy yield. This integrated approach supports more accurate project prioritization and contributes to strategic planning for the sustainable deployment of offshore wind energy in Colombia. Full article
(This article belongs to the Special Issue Recent Developments of Wind Energy: 2nd Edition)
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17 pages, 1732 KB  
Article
Adaptation Mechanisms of Understory Vegetation in Subtropical Plantations: Synergistic Drivers of Stand Spatial Structure and Soil Fertility
by Fenglin Zheng, Dehao Lu, Wenyi Ou, Sha Tan, Xiongjian Xu, Shucai Zeng and Lihua Xian
Plants 2025, 14(22), 3452; https://doi.org/10.3390/plants14223452 - 11 Nov 2025
Viewed by 235
Abstract
Understory vegetation plays a pivotal role in enhancing forest biodiversity, and its restoration is crucial for sustainable forest development, energy flow, and nutrient cycling. However, the dynamics of the biomass, diversity, and species composition of understory vegetation in plantations in south China, along [...] Read more.
Understory vegetation plays a pivotal role in enhancing forest biodiversity, and its restoration is crucial for sustainable forest development, energy flow, and nutrient cycling. However, the dynamics of the biomass, diversity, and species composition of understory vegetation in plantations in south China, along with their key drivers, remain poorly understood. This study investigated four mature plantation types (Pinus massoniana, Pinus caribaea, Cunninghamia lanceolata, and mixed Chinese fir–broadleaf forests) in south China through plot surveys, environmental factor measurements, and structural equation modeling (SEM) to explore the diversity, biomass allocation patterns, and driving mechanisms of understory vegetation. The results demonstrated the following. (1) The introduced Caribbean pine forests exhibited higher shrub biomass than native Masson pine forests, which was driven by their high canopy openness favoring light-demanding species (e.g., Melicope pteleifolia, IV = 33.93%), but their low mingling degree limited herb diversity. (2) Masson pine forests showed superior shrub diversity due to their random spatial distribution and higher soil total potassium (TK) content. (3) Mixed Chinese fir–broadleaf forests achieved 24.50–66.06% higher herb biomass compared to coniferous monocultures, supported by high mingling degree, random spatial configuration, and phosphorus-potassium-enriched soil, with concurrently improved herb diversity. SEM revealed that stand structure (DBH, density, mingling degree) directly drove shrub diversity by regulating light availability, while herb biomass was primarily governed by soil total phosphorus (TP) and pH. Canopy-induced light suppression negatively affected herb diversity. We recommend optimizing stand density and canopy structure through thinning and pruning to enhance light heterogeneity alongside supplementing slow-release P fertilizers in P-deficient stands. This study provides theoretical support for the multi-objective management of south China plantations, emphasizing the synergistic necessity of stand structure optimization and soil amendment. Full article
(This article belongs to the Collection Forest Environment and Ecology)
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15 pages, 7147 KB  
Article
The Large-Scale Geostrophic Circulation Around Cuba: Insights from Altimeter Data
by Roberto Iacono, Massimiliano Palma, Ernesto Napolitano and Alain Muñoz Caravaca
Oceans 2025, 6(4), 75; https://doi.org/10.3390/oceans6040075 - 11 Nov 2025
Viewed by 196
Abstract
Due to the scarcity of in situ observations, the current description of the circulation around Cuba is far from complete. For example, the structure and variability of the flow through the Windward Passage, which hosts a significant fraction of the transport from the [...] Read more.
Due to the scarcity of in situ observations, the current description of the circulation around Cuba is far from complete. For example, the structure and variability of the flow through the Windward Passage, which hosts a significant fraction of the transport from the Atlantic to the Caribbean Sea, are still unclear. In this study, we use a recent, high-resolution Copernicus product based on satellite altimeter observations to obtain new insights into the large-scale geostrophic circulation around the eastern and southern coasts of Cuba. Among other results, we uncover a robust seasonal variability of the circulation around the Windward Passage, related to the presence of a cyclone to the south of the passage. Through most of the year the cyclone, with a companion anticyclone to the west, hinders the Atlantic inflow, but in autumn a strong stream crosses the western side of the passage and deeply penetrates the northern Caribbean Sea. The last part of the work deals with the time variability of the sea level in the Caribbean. We find that an apparent change in trend advocated in the recent literature has been reabsorbed in the last decade, yielding a local average sea level trend over the last thirty years in line with that for the global ocean. Full article
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19 pages, 535 KB  
Review
The Origins and Genetic Diversity of HIV-1: Evolutionary Insights and Global Health Perspectives
by Ivailo Alexiev and Reneta Dimitrova
Int. J. Mol. Sci. 2025, 26(22), 10909; https://doi.org/10.3390/ijms262210909 - 11 Nov 2025
Viewed by 414
Abstract
Human immunodeficiency virus (HIV), comprising two distinct types, HIV-1 and HIV-2, remains one of the most significant global health challenges, originating from multiple cross-species transmissions of simian immunodeficiency viruses (SIVs) in the early 20th century. This review traces the evolutionary trajectory of HIV [...] Read more.
Human immunodeficiency virus (HIV), comprising two distinct types, HIV-1 and HIV-2, remains one of the most significant global health challenges, originating from multiple cross-species transmissions of simian immunodeficiency viruses (SIVs) in the early 20th century. This review traces the evolutionary trajectory of HIV from zoonotic spillover to its establishment as a global pandemic. HIV-1, the principal strain responsible for AIDS, emerged from SIVcpz in Central African chimpanzees, with phylogenetic evidence indicating initial human transmission between the 1920s and 1940s in present day Democratic Republic of Congo. The virus disseminated through colonial trade networks, reaching the Caribbean by the 1960s before establishing endemic transmission in North America and Europe. HIV’s extraordinary genetic diversity—driven by high mutation rates (~10−5 mutations per base per replication cycle) and frequent recombination events—has generated multiple groups, subtypes, and circulating recombinant forms (CRFs) with distinct epidemiological patterns. HIV-1 Group M, comprising subtypes A through L, accounts for over 95% of global infections, with subtype C predominating in sub-Saharan Africa and Asia, while subtype B dominates in Western Europe and North America. The extensive genetic heterogeneity of HIV significantly impacts diagnostic accuracy, antiretroviral therapy efficacy, and vaccine development, as subtypes exhibit differential biological properties, transmission efficiencies, and drug resistance profiles. Contemporary advances, including next-generation sequencing (NGS) for surveillance, broadly neutralizing antibodies for cross-subtype prevention and therapy, and long-acting antiretroviral formulations to improve adherence, have transformed HIV management and prevention strategies. NGS enables near real-time surveillance of drug resistance mutations and inference of transmission networks where it is available, although access and routine application remain uneven across regions. Broadly neutralizing antibodies demonstrate cross-subtype efficacy, while long-acting formulations have the potential to improve treatment adherence. This review synthesizes recent evidence and offers actionable recommendations to optimize clinical and public health responses—including the routine use of genotypic resistance testing where feasible, targeted use of phylogenetic analysis for outbreak investigation, and the development of region-specific diagnostic and treatment algorithms informed by local subtype prevalence. While the understanding of HIV’s evolutionary dynamics has substantially improved and remains essential, translating this knowledge into universally implemented intervention strategies remains a key challenge for achieving the UNAIDS 95-95-95 targets and the goal of ending AIDS as a public health threat by 2030. Full article
(This article belongs to the Section Molecular Microbiology)
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22 pages, 3516 KB  
Article
Hurricane Precipitation Intensity as a Function of Geometric Shape: The Evolution of Dvorak Geometries
by Ivan Gonzalez Garcia, Alfonso Gutierrez-Lopez, Ana Marcela Herrera Navarro and Hugo Jimenez-Hernandez
ISPRS Int. J. Geo-Inf. 2025, 14(11), 443; https://doi.org/10.3390/ijgi14110443 - 8 Nov 2025
Viewed by 260
Abstract
The Dvorak technique has represented a fundamental tool for understanding the power of tropical cyclones based on their shape and geometric evolution. However, it should be noted that the Dvorak technique is purely morphological in nature and was developed for wind, not precipitation. [...] Read more.
The Dvorak technique has represented a fundamental tool for understanding the power of tropical cyclones based on their shape and geometric evolution. However, it should be noted that the Dvorak technique is purely morphological in nature and was developed for wind, not precipitation. The role of shape methods in precipitation prediction remains uncertain, particularly in the context of modern multi-sensor capabilities. This uncertainty forms the motivation for the present study. In an attempt to enrich Dvorak’s technique, this study proposes a novel hypothesis. This study tests the hypothesis that higher precipitation intensity is associated with more organized cloud-system morphology, as captured by simple geometric descriptors and indicative of dynamically coherent convection. A total of 3419 cloud-system objects (after size filter) were utilized to establish geometric relationships in each of them. For the case study of Hurricane Patricia over the Mexican coast in 2015, 3858 geometric shapes were processed. The cloud-system morphology was derived from geostationary imagery (GOES-13) and collocated with satellite precipitation estimates in order to isolate intense-rainfall objects (>50 mm/h). For each object, simple geometric descriptors were computed, and shape variability was summarised via Principal Component Analysis (PCA). The present study sought to evaluate the associations with rain-rate metrics (mean, mode, maximum) using rank correlations and k-means clustering. Furthermore, sensitivity analyses were conducted on the rain threshold and minimum object size. A Shape Descriptor: ratio between perimeter and diameter was identified as a promising tool to enhance early prediction models of extreme rainfall, contributing to enhanced meteorological risk management. The study indicates that cloud shape can serve as a valuable indicator in the classification and forecasting of intense cloud systems. Full article
(This article belongs to the Special Issue Cartography and Geovisual Analytics)
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13 pages, 252 KB  
Article
Viperine Ecologies, Obeah, Hermeneutical Insurgence: Robert Wedderburn’s Afrodiasporic Audience
by Alick D. McCallum
Humanities 2025, 14(11), 219; https://doi.org/10.3390/h14110219 - 7 Nov 2025
Viewed by 268
Abstract
Son of the “rebellious” Rosanna, and grandson of an obeah woman, ‘Talkee Amy’, Robert Wedderburn was a formerly enslaved ultra-radical prophet, pamphleteer, and anti-abolitionist campaigner who migrated to England from Jamaica in 1778. A recent uptick in Wedderburn scholarship, in the words of [...] Read more.
Son of the “rebellious” Rosanna, and grandson of an obeah woman, ‘Talkee Amy’, Robert Wedderburn was a formerly enslaved ultra-radical prophet, pamphleteer, and anti-abolitionist campaigner who migrated to England from Jamaica in 1778. A recent uptick in Wedderburn scholarship, in the words of Shelby Johnson, centers “Caribbean history in our approaches to Wedderburn, whose career in London looms large in critical assessments of his work.” However, even this tradition overlooks the place of Black political actors in Wedderburn’s audiences. By reading spy reports of “West Indian” attendees at Wedderburn’s debates and his frequent address of “ye Africans” in his periodical The Axe Laid to the Root, I argue there is an important difference between approaching Caribbean history as a means of explaining where Wedderburn’s political orientations came from versus regarding the Caribbean as a place where Afrodiasporic people developed critical apparatuses of their own which were themselves used to interpret Wedderburn’s work in his own time. By reapproaching Wedderburn’s archives through interpretive frameworks that may have been available to his Afro-Caribbean audiences, I argue Wedderburn curated spaces of Black political belonging through which Black political agents circulated Black political thought around the Atlantic world of his time. Full article
(This article belongs to the Special Issue Anglophone Riot)
15 pages, 1544 KB  
Article
Assessment of One Health Initiatives from a Veterinary Public Health Approach in Latin America and the Caribbean
by Baldomero Molina-Flores, Marco Antonio Natal Vigilato, Felipe Rocha, Ottorino Cossivi, Margarita Corrales, Germán Andrés Vásquez Niño, Álvaro A. Faccini-Martínez, Wagner Antonio Chiba de Castro, Alexander Welker Biondo and Natalia Cediel-Becerra
Trop. Med. Infect. Dis. 2025, 10(11), 315; https://doi.org/10.3390/tropicalmed10110315 - 6 Nov 2025
Viewed by 376
Abstract
The Pan American Health Organization (PAHO) launched the One Health policy in September 2021. To respond to this regional policy, a baseline was generated regarding the use of One Health intersectoral actions aimed at preventing, controlling, and eliminating zoonotic, foodborne diseases and antimicrobial [...] Read more.
The Pan American Health Organization (PAHO) launched the One Health policy in September 2021. To respond to this regional policy, a baseline was generated regarding the use of One Health intersectoral actions aimed at preventing, controlling, and eliminating zoonotic, foodborne diseases and antimicrobial resistance. For this purpose, in July 2022, the Pan American Food and Mouth Disease and Veterinary Public Health Center, Pan American, Health Organization/World Health Organization (PANAFTOSA/VPH-PAHO/WHO), organized a meeting in Rio de Janeiro, Brazil, to bring together recognized public health and animal health and food safety officers from ministries of health and agriculture from nine different countries of the region: Argentina, Belize, Bolivia, Brazil, Chile, Cuba, Honduras, México, and Uruguay, including the three representatives of the Americas in the Quadripartite Panel of One Health High Level Expert Panel (OHHLEP 2021–2024). Several good practice examples and lessons learned of multisectoral communication, collaboration, coordination, and capacity building regarding control and prevention of zoonoses, food safety, and antimicrobial resistance programs were identified in these countries. The establishment of governance mechanisms and legal frameworks were the main aspects discussed, followed by the importance of the environmental sector, which often is poorly articulated in One Health initiatives. The leadership of PAHO for more than seven decades is part of the good health governance practices to create the ground for the One Health implementation in Latin America and the Caribbean. Full article
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11 pages, 1025 KB  
Article
Dispersal Ecology of the Beet Armyworm in the Florida Panhandle: Implications for Outbreaks and Insecticide Resistance Spread
by Eduardo Soares Calixto, João Gabriel Tardin de Moraes, Ethan Carter, Isaac L. Esquivel and Silvana V. Paula-Moraes
Insects 2025, 16(11), 1131; https://doi.org/10.3390/insects16111131 - 5 Nov 2025
Viewed by 479
Abstract
Beet armyworm (BAW), Spodoptera exigua (Hübner), is a polyphagous and migratory lepidopteran pest that causes damage to a broad range of host plants, including row crops and vegetables, with increasing reports of insecticide-resistant populations. Understanding its movement ecology is essential for integrated pest [...] Read more.
Beet armyworm (BAW), Spodoptera exigua (Hübner), is a polyphagous and migratory lepidopteran pest that causes damage to a broad range of host plants, including row crops and vegetables, with increasing reports of insecticide-resistant populations. Understanding its movement ecology is essential for integrated pest management (IPM) and insect resistance management (IRM) programs. We investigated the population dynamics and migratory origins of BAW during the 2024 cropping season in two counties of the Florida Panhandle, USA. Larval sampling and adult pheromone trapping were conducted in commercial peanut fields, and hydrogen stable isotopes were used to infer the probable geographic origins of moths. Across the season, the presence of BAW accounted for 7.1% of all individuals collected, with infestation occurring only in July and August. Moth captures were significantly higher in the eastern Florida panhandle than in the western Florida Panhandle. Stable isotope analysis revealed four distinct migratory patterns, with most BAW likely originating from South Florida, the Caribbean, or the central and southern United States, indicating northward movement. Our findings provide critical insights into the movement ecology of BAW and highlight its implications for outbreak forecasting, resistance management, and regional IPM/IRM strategies in the southeastern United States. Full article
(This article belongs to the Special Issue Travelers on the Wind: Migratory Insects as Emerging Research Models)
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17 pages, 1316 KB  
Article
Visual Narratives of Resilience: Caribbean Families’ Coping Before and Since COVID-19
by Karina Donald, Ko-Hui Lin and Xingyi Li
Fam. Sci. 2025, 1(2), 11; https://doi.org/10.3390/famsci1020011 - 5 Nov 2025
Viewed by 286
Abstract
This study examines how Caribbean families visually represented resilience and emotional coping before and after the onset of COVID-19 pandemic. Using an arts-based research methodology, 25 English-speaking families created visual artworks depicting their strategies for managing stress across these two periods. Visual and [...] Read more.
This study examines how Caribbean families visually represented resilience and emotional coping before and after the onset of COVID-19 pandemic. Using an arts-based research methodology, 25 English-speaking families created visual artworks depicting their strategies for managing stress across these two periods. Visual and thematic analyses identified four central themes of resilience: emotional expression, shifting family dynamics, wellness practices, and enduring cultural traditions. While spiritual and familial values remained foundational over time, the pandemic prompted new forms of emotional expression, as well as greater reliance on nature-based healing practices. These findings highlight resilience as a dynamic, relational, and culturally embedded process of creative adaptation. By integrating creative methodologies with family resilience theory and multisystemic resilience frameworks, this study advances understanding of non-verbal, culturally relevant forms of coping in underrepresented contexts. The use of visual storytelling further demonstrates its potential as both a methodological tool for capturing emotional complexity and a practical resource for fostering intergenerational dialogue and family well-being. Full article
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14 pages, 715 KB  
Article
Breast Cancer Characteristics and Outcomes in Canadian Black Women by Ancestry
by Anna N. Wilkinson, Aisha Lofters, Moira Rushton, Jean M. Seely and Carmina Ng
Curr. Oncol. 2025, 32(11), 616; https://doi.org/10.3390/curroncol32110616 - 4 Nov 2025
Viewed by 411
Abstract
Breast cancer is the most common cancer among women in Canada. Its presentation and outcomes vary significantly by race/ethnicity. This study explores breast cancer incidence, age at diagnosis, stage, subtype, and mortality, comparing Black and White women aged 20 years and older, using [...] Read more.
Breast cancer is the most common cancer among women in Canada. Its presentation and outcomes vary significantly by race/ethnicity. This study explores breast cancer incidence, age at diagnosis, stage, subtype, and mortality, comparing Black and White women aged 20 years and older, using the 2011 and 2016 Canadian Census Health and Environment Cohorts databases. Black women were disaggregated into Caribbean, Central/West African (C/WA), Southern/East African (S/EA), and “Other” ancestry groups. The Black female study population had a lower mean age (43.0 years) than the White (50.5 years). Black women had lower overall age-standardized breast cancer incidence than White women. The age-specific incidence in Black women ages 30–39 of Caribbean origin was higher (RR 95% CL, 1.36, 1.04–1.79; 58.7 vs. 43.1 cases/100,000 person-years) than in White. White women had 14.6% of cases diagnosed at ages 20–49 compared to over 50% in Black women of C/WA and S/EA origins, with highest proportions of diagnoses occurring at least 10 years earlier among Black women (C/WA 46, S/EA 48, Caribbean 57, White 67). Proportions of prognostic stage I diagnoses were less common among Black vs. White women (53.2% vs. 65.9%, p < 0.0001), and triple negative breast cancer was more frequent among Black women (17.1% vs. 9.9%, p < 0.0001), particularly those of Central/West African ancestry (21.8%). Higher age-specific mortality was observed among Black women with Caribbean origins aged 40–49 (RR 95% CL, 1.70, 1.19–2.42) and 50–59 (RR 95% CL, 1.42, 1.08–1.88) compared to White women. Breast cancer characteristics and outcomes vary substantially by ancestry within Canada’s Black population. Tailored screening strategies accounting for earlier onset and aggressive subtypes may help mitigate disparities. Full article
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16 pages, 3616 KB  
Article
Influence of Lunar Periodicity on Medusae (Cnidaria) Composition in a Western Caribbean Reef: Community Structure Before Sargassum Blooms
by Edgar Tovar-Juárez, Manuel Elías-Gutiérrez, Lourdes Segura-Puertas and María A. Mendoza-Becerril
Diversity 2025, 17(11), 769; https://doi.org/10.3390/d17110769 - 3 Nov 2025
Viewed by 440
Abstract
The medusae of the Mahahual reef, in the Mexican Caribbean Sea, were studied to document changes in species composition and abundance over a lunar cycle in 2001–2002. Plankton was sampled during two months of the dry and rainy seasons, in the fore reef, [...] Read more.
The medusae of the Mahahual reef, in the Mexican Caribbean Sea, were studied to document changes in species composition and abundance over a lunar cycle in 2001–2002. Plankton was sampled during two months of the dry and rainy seasons, in the fore reef, channel, and reef lagoon. Fifty-two species were collected. The highest abundance and species richness occurred during the rainy season. Their composition and abundance were similar in the fore reef and channel, but different in the reef lagoon. Abundance and biomass changed among seasons, reef zones and lunar phases; the highest abundance and the lowest biomass were recorded during the full moon. The fore reef and channel were dominated by Liriope tetraphylla and Aglaura hemistoma, the reef lagoon by Cubaia aphrodite and Slabberia halterata. Pennaria disticha and Bougainvillia frondosa were exclusive to the new moon and Pelagia noctiluca and Aequorea macrodactyla to the full moon. The results suggest that the medusae assemblage do not change species composition during the lunar cycle of either season, and abundance increases during full moon. The oceanic influence and tide currents explain the presence of oceanic species and the similarities between localities, but they do not explain the increase in abundance during the full moon. This study was conducted prior to the arrival of Sargassum influxes in this region and can serve as a reference point for assessing its effects in recent years. Full article
(This article belongs to the Topic Taxonomy and Ecology of Zooplankton)
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16 pages, 2205 KB  
Article
The Dutch HbA1c Lifestyle Study (DAF-Study): Seasonal Variation of HbA1c in the Dutch Diabetes Population—Associations with Macronutrient Intake and Physical Activity
by Erwin Kemna, Henk Bilo, Martine Deckers, Christiaan Slim, Annemarieke Loot, Linda M. Henricks, Jacoline Brinkman, Jody van den Ouweland, Steef Kurstjens, Madeleen Bosma, Iris van Vlodrop, Pauline Verschuure, Jurgen Kooren, Stefan Coolen, Karin Mohrmann, Martin Schuijt, Johannes Krabbe, Robert Wever, Marlies Oostendorp, Ivon van der Linden, Margriet van Kogelenberg, Margo Molhoek, Mieke Koenders, Silvia Endenburg, Roseri de Beer and Cas Weykampadd Show full author list remove Hide full author list
Diabetology 2025, 6(11), 135; https://doi.org/10.3390/diabetology6110135 - 3 Nov 2025
Viewed by 334
Abstract
Background/Objectives: Seasonal variation in hemoglobin A1c (HbA1c) values has been previously documented, with physical activity (PA) and macronutrient intake (MNI) suggested as potential drivers. This study combines seasonal mean HbA1c values from the Dutch (pre)diabetes population with national survey data on PA [...] Read more.
Background/Objectives: Seasonal variation in hemoglobin A1c (HbA1c) values has been previously documented, with physical activity (PA) and macronutrient intake (MNI) suggested as potential drivers. This study combines seasonal mean HbA1c values from the Dutch (pre)diabetes population with national survey data on PA and MNI from 2018 to 2021 to identify key associations. Methods: HbA1c data were collected from 24 laboratory organizations in the Netherlands and Dutch Caribbean. MNI and total energy intake data were extracted from the Dutch National Food Consumption Survey, while PA data came from the Dutch National Sports Participation Index Survey. Weighting factors were applied to align PA and MNI data with HbA1c data. Seasonal averages were analyzed for significant differences, and a prediction model compared PA and MNI with actual HbA1c values. Results: Among 5,635,920 HbA1c results, the average HbA1c increased by 0.71 mmol/mol (NGSP 0.06%) over four years, with an overall mean of 52.4 mmol/mol (NGSP 7.0%). Seasonal HbA1c variation showed a dip in summer–autumn and a peak in winter–spring (1.2 mmol/mol; NGSP 0.11%; p < 0.0001). MNI, except for total energy intake (which peaked in summer; p < 0.001), showed no significant trends or association with HbA1c (p = 0.157). PA decreased by 7.2% over the study period, with seasonal peaks in summer–autumn, showing an inverse relationship with HbA1c (p < 0.0001). During the COVID-19 lockdowns, PA significantly decreased, and mean HbA1c values increased more markedly than in previous years. The prediction model confirmed PA as a significant driver of seasonal HbA1c variation (p = 0.004). Conclusions: These findings suggest that PA is the strongest driver of seasonal variation in HbA1c. Public health initiatives and support programs promoting physical activity are essential for improving HbA1c regulation. Full article
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26 pages, 15315 KB  
Article
Machine and Deep Learning Framework for Sargassum Detection and Fractional Cover Estimation Using Multi-Sensor Satellite Imagery
by José Manuel Echevarría-Rubio, Guillermo Martínez-Flores and Rubén Antelmo Morales-Pérez
Data 2025, 10(11), 177; https://doi.org/10.3390/data10110177 - 1 Nov 2025
Viewed by 383
Abstract
Over the past decade, recurring influxes of pelagic Sargassum have posed significant environmental and economic challenges in the Caribbean Sea. Effective monitoring is crucial for understanding bloom dynamics and mitigating their impacts. This study presents a comprehensive machine learning (ML) and deep learning [...] Read more.
Over the past decade, recurring influxes of pelagic Sargassum have posed significant environmental and economic challenges in the Caribbean Sea. Effective monitoring is crucial for understanding bloom dynamics and mitigating their impacts. This study presents a comprehensive machine learning (ML) and deep learning (DL) framework for detecting Sargassum and estimating its fractional cover using imagery from key satellite sensors: the Operational Land Imager (OLI) on Landsat-8 and the Multispectral Instrument (MSI) on Sentinel-2. A spectral library was constructed from five core spectral bands (Blue, Green, Red, Near-Infrared, and Short-Wave Infrared). It was used to train an ensemble of five diverse classifiers: Random Forest (RF), K-Nearest Neighbors (KNN), XGBoost (XGB), a Multi-Layer Perceptron (MLP), and a 1D Convolutional Neural Network (1D-CNN). All models achieved high classification performance on a held-out test set, with weighted F1-scores exceeding 0.976. The probabilistic outputs from these classifiers were then leveraged as a direct proxy for the sub-pixel fractional cover of Sargassum. Critically, an inter-algorithm agreement analysis revealed that detections on real-world imagery are typically either of very high (unanimous) or very low (contentious) confidence, highlighting the diagnostic power of the ensemble approach. The resulting framework provides a robust and quantitative pathway for generating confidence-aware estimates of Sargassum distribution. This work supports efforts to manage these harmful algal blooms by providing vital information on detection certainty, while underscoring the critical need to empirically validate fractional cover proxies against in situ or UAV measurements. Full article
(This article belongs to the Section Spatial Data Science and Digital Earth)
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11 pages, 265 KB  
Article
Exploring the Association Between Positive and Negative Social Support and Spiritual Well-Being: Results from the National Survey of American Life
by Shaila M. Strayhorn-Carter, Brook E. Harmon, Latrice C. Pichon and Michelle Y. Martin
Int. J. Environ. Res. Public Health 2025, 22(11), 1660; https://doi.org/10.3390/ijerph22111660 - 1 Nov 2025
Viewed by 264
Abstract
Previous studies have found that support that is uplifting in nature (i.e., positive social support) can have a positive influence on the spiritual well-being of individuals with chronic diseases. However, few studies have explored positive and negative social support’s (i.e., the individual receiving [...] Read more.
Previous studies have found that support that is uplifting in nature (i.e., positive social support) can have a positive influence on the spiritual well-being of individuals with chronic diseases. However, few studies have explored positive and negative social support’s (i.e., the individual receiving the support feeling unsupported) impact. The purpose of this study is to assess the relationship between positive and negative social support and spiritual well-being among individuals of African descent with chronic illnesses. Survey items that focused on positive and negative social support as well as spiritual well-being were obtained from a secondary dataset, the National Survey of American Life. Missing imputation models were adjusted by demographic characteristics (gender, age, income, education, marital status, employment, length of stay in the U.S., insurance, and religious service attendance). Findings from the analysis revealed a positive association between positive social support and spiritual well-being (β: 0.07, SE: 0.01, p < 0.0001). No significant associations were observed between negative social support and spiritual well-being (β: 0.01, SE: 0.01, p = 0.51). Future researchers should continue to explore the impact of social support on the spiritual well-being of individuals of African descent through the implementation of a culturally tailored program designed to reduce chronic diseases within this population. Full article
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Review
School-Based Interventions to Prevent Overweight in Latin America: A Scoping Review and Policy Analysis
by Analí Morales-Juárez, Norma Alfaro, Yvette Fautsch-Macías, Maaike Arts, Paula Veliz and María F. Kroker-Lobos
Nutrients 2025, 17(21), 3435; https://doi.org/10.3390/nu17213435 - 31 Oct 2025
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Abstract
Overweight, including its severe form obesity, among children and adolescents has risen rapidly in Latin America. Schools play a critical role in addressing this growing public health challenge, as they offer a structured setting to implement preventive interventions targeting nutrition literacy, physical activity, [...] Read more.
Overweight, including its severe form obesity, among children and adolescents has risen rapidly in Latin America. Schools play a critical role in addressing this growing public health challenge, as they offer a structured setting to implement preventive interventions targeting nutrition literacy, physical activity, and the food environment. The aim of this article is to describe the effectiveness of school-based interventions for preventing overweight in Latin America and whether existing policies, programs and other initiatives in the region align with the best available evidence. Among the 27 interventions included, most were conducted in Chile (41%), used a pre–post design (41%), adopted a preventive approach (85%), and reported positive effects (52%). Effective interventions included activities on nutrition literacy, physical activity, nutritious foods and diets, provision of free and safe drinking water (e.g., water that is free from microbial contamination and suitable for drinking), and healthy food environment. Experimental studies showed that the duration of effective interventions ranged from two months to two years and were primarily directed at primary school students including parents and teachers. Argentina, Chile, Colombia, Mexico, Peru, and Uruguay had multi-component policies and programs under a regulatory framework (e.g., laws or regulations passed by a government) based on the best available evidence to prevent overweight in school-aged children and adolescents. Only a limited number of countries have implemented these interventions. Ensuring program sustainability is critical to inform evidence-based childhood overweight prevention policies in the region. Policymakers should use the best scientific evidence to guide childhood overweight prevention strategies. Full article
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