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Search Results (568)

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Authors = Daniel Oliveira ORCID = 0000-0002-1369-6567

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13 pages, 2106 KiB  
Article
Diagnosis of the Multiepitope Protein rMELEISH3 for Canine Visceral Leishmaniasis
by Rita Alaide Leandro Rodrigues, Mariana Teixeira de Faria, Isadora Braga Gandra, Juliana Martins Machado, Ana Alice Maia Gonçalves, Daniel Ferreira Lair, Diana Souza de Oliveira, Lucilene Aparecida Resende, Maykelin Fuentes Zaldívar, Ronaldo Alves Pinto Nagem, Rodolfo Cordeiro Giunchetti, Alexsandro Sobreira Galdino and Eduardo Sergio da Silva
Appl. Sci. 2025, 15(15), 8683; https://doi.org/10.3390/app15158683 - 6 Aug 2025
Abstract
Canine visceral leishmaniasis (CVL) is a major zoonosis that poses a growing challenge to public health services, as successful disease management requires sensitive, specific, and rapid diagnostic methods capable of identifying infected animals even at a subclinical level. The objective of this study [...] Read more.
Canine visceral leishmaniasis (CVL) is a major zoonosis that poses a growing challenge to public health services, as successful disease management requires sensitive, specific, and rapid diagnostic methods capable of identifying infected animals even at a subclinical level. The objective of this study was to evaluate the performance of the recombinant chimeric protein rMELEISH3 as an antigen in ELISA assays for the robust diagnosis of CVL. The protein was expressed in a bacterial system, purified by affinity chromatography, and evaluated through a series of serological assays using serum samples from dogs infected with Leishmania infantum. ROC curve analysis revealed a diagnostic sensitivity of 96.4%, a specificity of 100%, and an area under the curve of 0.996, indicating excellent discriminatory power. Furthermore, rMELEISH3 was recognized by antibodies present in the serum of dogs with low parasite loads, reinforcing the diagnostic potential of the assay in asymptomatic cases. It is concluded that the use of the recombinant antigen rMELEISH3 could significantly contribute to the improvement of CVL surveillance and control programs in endemic areas of Brazil and other countries, by offering a safe, reproducible and effective alternative to the methods currently recommended for the serological diagnosis of the disease. Full article
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20 pages, 998 KiB  
Article
Colony Nutrition Enhances Bee Resilience to Fungicides, While the Benefit of Propolis Supplementation Depends on Stress Conditions
by Yara Martins Molina Ferraz, Aline Yukari Kato, Tainá Angelica de Lima Freitas, Cássia Regina de Avelar Gomes, Thais Regina Ramos Alves, Matheus Franco Trivellato, Samir Moura Kadri, Ricardo de Oliveira Orsi, David De Jong, Jaqueline Dalbello Biller and Daniel Nicodemo
Agriculture 2025, 15(15), 1665; https://doi.org/10.3390/agriculture15151665 - 1 Aug 2025
Viewed by 253
Abstract
Enhanced colony nutrition can support brood development, resulting in better physiological conditions and increased resilience in adult honey bees, particularly under stress. This study investigated the effects of colony nutrition and adult dietary supplementation with green propolis on bee health under fungicide exposure. [...] Read more.
Enhanced colony nutrition can support brood development, resulting in better physiological conditions and increased resilience in adult honey bees, particularly under stress. This study investigated the effects of colony nutrition and adult dietary supplementation with green propolis on bee health under fungicide exposure. Colonies were managed under food restriction or nutritional supplementation for 22 weeks. Newly emerged bees from each colony were then caged and fed protein diets consisting of honey-pollen patties contaminated or not with fungicide, and sucrose sugar syrup with or without aqueous green propolis extract. Bees from supplemented colonies showed greater body weight, higher hemolymph protein levels, and higher consumption of protein food after seven days in cages. Fungicide exposure reduced hemolymph protein levels, altered the expression of detoxification and immune-related genes, and significantly decreased bee survival. Interestingly, propolis supplementation alone changed gene expression patterns and slightly reduced longevity compared to bees not exposed to propolis or fungicide. However, under fungicide stress, bees that ingested propolis survived longer, indicating a protective effect. While colony nutritional supplementation clearly promotes honey bee resilience against fungicide exposure, feeding propolis also showed promising effects, though further studies are needed to determine an optimal dietary concentration. Full article
(This article belongs to the Special Issue Honey Bees and Wild Pollinators in Agricultural Ecosystems)
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23 pages, 1627 KiB  
Article
A Comprehensive Ecotoxicological Evaluation of a Treated Olive Mill Wastewater and Obtained Sludge
by José N. Pinto, Andreia Pereira, Ana Rita R. Silva, Diogo N. Cardoso, Amid Mostafaie, Fábio Campos, Iryna Rehan, Olga Moreira, Ivã Guidini Lopes, Daniel Murta, Alexandra Afonso, Margarida Oliveira, Karina S. Silvério, Maria Teresa Santos, Fátima Carvalho, Adelaide Almeida and Susana Loureiro
Toxics 2025, 13(8), 648; https://doi.org/10.3390/toxics13080648 - 30 Jul 2025
Viewed by 253
Abstract
Olive mill wastewaters (OMWWs) are an environmental problem in the Mediterranean region, and it is crucial to explore strategies for their treatment and repurposing. The chemical precipitation technique (CPT) has been presented as a cost-effective wastewater treatment solution that might be applied to [...] Read more.
Olive mill wastewaters (OMWWs) are an environmental problem in the Mediterranean region, and it is crucial to explore strategies for their treatment and repurposing. The chemical precipitation technique (CPT) has been presented as a cost-effective wastewater treatment solution that might be applied to OMWW. The CPT-resulting precipitant subproducts (sludge) may be reprocessed (e.g., agricultural fertilizer and/or soil amendment), while the treated wastewater may be repurposed or reused (e.g., irrigation, aquaponic, or industrial processes). This study aimed to evaluate the efficacy of CPT in treating wastewater from the olive oil industry from an ecotoxicological perspective. Additionally, to assess the safe use of the obtained sludge in CPT treatment, its effects on soil biota were assessed. For this, a set of ecotoxicological assays using freshwater (Raphidocelis subcapitata, Daphnia magna and Danio rerio), terrestrial invertebrates (Folsomia candida and Enchytraeus crypticus), and plants (Brassica oleracea and Lolium perenne) were used as model organisms. Results demonstrated that CPT reduced OMWW toxicity to freshwater organisms, offering a favorable outlook on CPT’s potential as a wastewater treatment method. Increasing application rates of sludge in soil reduced the shoot biomass and the hydric content of both plants compared to the control. Survival of F. candida and E. crypticus was not affected by sludge in soil at any tested application rate, yet sludge application negatively affected the reproduction of both species, even at relevant sludge application rates (2%) of sludge in soils. Overall, the applicability of this sludge obtained by the CPT treatment in soils should be carefully evaluated due to the observed adverse effects on soil biota. Although the results of CPT were promising in reducing the toxicity of OMWW for these aquatic species, some adjustments/improvements should be performed to improve this technique and use all the obtained resources (treated water and sludge) in a fully circular perspective. Full article
(This article belongs to the Special Issue Biomass Conversion and Organic Waste Utilization in Wastewater)
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13 pages, 886 KiB  
Article
The Associations Between the Swimming Speed, Anthropometrics, Kinematics, and Kinetics in the Butterfly Stroke
by Mafalda P. Pinto, Henrique P. Neiva, Tatiana Sampaio, João P. Oliveira, Daniel A. Marinho, Tiago M. Barbosa and Jorge E. Morais
Bioengineering 2025, 12(8), 797; https://doi.org/10.3390/bioengineering12080797 - 25 Jul 2025
Viewed by 398
Abstract
There is scarce information about what characterizes the swimming speed in the butterfly stroke and the role of thrust in its characterization and prediction. The aim of this study was to compare the fastest and poorest butterfly swimmers based on a set of [...] Read more.
There is scarce information about what characterizes the swimming speed in the butterfly stroke and the role of thrust in its characterization and prediction. The aim of this study was to compare the fastest and poorest butterfly swimmers based on a set of anthropometric, kinematic, and kinetic variables and to identify the swimming speed predictors. Eight young male swimmers were divided into two equal groups (each group comprising four swimmers). The swimming speed, as well as a set of anthropometric, kinematic, and kinetic variables, were measured. The swimming speed presented significant differences between the groups (p = 0.011, d = 2.18). The stroke frequency (kinematics, p = 0.027, d = 1.69) and thrust (kinetics, p = 0.034, d = 1.57) also presented significant differences between the groups. The swimming speed presented significant correlations with the stroke index (rs = 0.83, p = 0.011) and thrust (rs = 0.83, p = 0.011). The swimming speed was predicted by a combination of the stroke frequency and thrust (R2 = 0.84, p = 0.010). Coaches and athletes must be aware that combining fast stroke frequencies and the generation of greater thrust leads to the fastest swimming speeds. Full article
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40 pages, 4462 KiB  
Article
Leveraging Feature Extraction to Perform Time-Efficient Selection for Machine Learning Applications
by Duarte Coelho, Ana Madureira, Ivo Pereira, Ramiro Gonçalves, Susana Nicola, Inês César and Daniel Alves de Oliveira
Appl. Sci. 2025, 15(15), 8196; https://doi.org/10.3390/app15158196 - 23 Jul 2025
Viewed by 348
Abstract
In the age of rapidly advancing machine learning capabilities, the pursuit of maximum performance encounters the practical limitations imposed by limited resources in several fields. This work presents a cost-effective proposal for feature selection, which is a crucial part of machine learning processes, [...] Read more.
In the age of rapidly advancing machine learning capabilities, the pursuit of maximum performance encounters the practical limitations imposed by limited resources in several fields. This work presents a cost-effective proposal for feature selection, which is a crucial part of machine learning processes, and intends to partly solve this problem through computational time reduction. The proposed methodology aims to strike a careful balance between feature exploration and strict computational time concerns, by enhancing the quality and relevance of data. This approach focuses on the use of interim representations of feature combinations to significantly speed up a potentially slow and computationally expensive process. This strategy is evaluated in several datasets against other feature selection methods, and the results indicate a significant reduction in the temporal costs associated with this process, achieving a mean percentage decrease of 85%. Furthermore, this reduction is achieved while maintaining competitive model performance, demonstrating that the selected features remain effective for the learning task. These results emphasize the method’s feasibility, confirming its ability to transform machine learning applications in environments with limited resources. Full article
(This article belongs to the Special Issue Machine Learning and Soft Computing: Current Trends and Applications)
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11 pages, 317 KiB  
Article
Strength Training and Nutrition Help Prevent Sarcopenia in Older Adults
by Milton Pereira, Ana Carolina Silva, Vinícius Mapa, Lilian Peixoto, Ingrid Lacerda, João Batista Ferreira-Júnior, Izinara Rosse, Emerson Cruz de Oliveira, Lenice Kappes Becker, Gabriela Venturini and Daniel Barbosa Coelho
Int. J. Environ. Res. Public Health 2025, 22(7), 1118; https://doi.org/10.3390/ijerph22071118 - 16 Jul 2025
Viewed by 441
Abstract
Sarcopenia is a musculoskeletal, progressive, and generalized disease characterized by decreased muscle strength and mass, leading to reduced quality of life. Sarcopenia is directly related to age, a sedentary lifestyle, and poor nutrition. The objective of this study was to evaluate the effect [...] Read more.
Sarcopenia is a musculoskeletal, progressive, and generalized disease characterized by decreased muscle strength and mass, leading to reduced quality of life. Sarcopenia is directly related to age, a sedentary lifestyle, and poor nutrition. The objective of this study was to evaluate the effect of 12-week progressive intensity Resistance Training (RT) associated with nutritional advice on the frequency of sarcopenia in older adults. A total of 74 older adults (37 in the intervention group and 37 in the control group), with a mean age of 69.1 ± 6.85 years, were included in the study. The sarcopenia status of the participants was assessed at baseline and after a 12-week intervention. In the intervention group, resistance training combined with nutritional counseling reduced the prevalence of sarcopenia from 35.14% to 0% (p < 0.001). Additionally, participants in the intervention group showed significant improvements in handgrip strength (from 27.70 ± 10.71 to 30.24 ± 10.38 kg), chair stand test performance (from 14.04 ± 3.46 to 11.67 ± 1.80 s), and time up and go test (from 7.49 ± 1.20 to 6.74 ± 0.95 s) (p < 0.05). On the other hand, the control group increased the incidence of sarcopenia (p < 0.001). After 12 weeks, progressive intensity RT associated with nutritional advice proved to be an effective treatment to reverse sarcopenia and help participants remain non-sarcopenic. In addition, the results of this study provide information about efficient and non-pharmacological sarcopenia treatment. Full article
14 pages, 565 KiB  
Article
GerenciaVida: Validity Evidence of a Mobile Application for Suicide Behavior Management
by Daniel de Macêdo Rocha, Aline Costa de Oliveira, Sandra Marina Gonçalves Bezerra, Laelson Rochelle Milanês Sousa, Rafael Saraiva Alves, Breno da Silva Oliveira, Iara Barbosa Ramos, Muriel Fernanda de Lima, Renata Karina Reis and Lídya Tolstenko Nogueira
Int. J. Environ. Res. Public Health 2025, 22(7), 1115; https://doi.org/10.3390/ijerph22071115 - 15 Jul 2025
Viewed by 327
Abstract
Technology-based strategies for the prevention and management of suicidal behavior are widely referenced for identifying vulnerable groups and for supporting clinical reasoning, decision-making, and appropriate referrals. In this study, we estimated the interface and content validity evidence of an interactive mobile application developed [...] Read more.
Technology-based strategies for the prevention and management of suicidal behavior are widely referenced for identifying vulnerable groups and for supporting clinical reasoning, decision-making, and appropriate referrals. In this study, we estimated the interface and content validity evidence of an interactive mobile application developed for managing suicidal behavior. This methodological study employed psychometric parameters to evaluate the content and interface of the mobile application, following five action phases: analysis, design, development, implementation, and evaluation. A total of 27 healthcare professionals participated, selected by convenience sampling, all working within the Psychosocial Care Network across different regions of Brazil. Data were collected using an electronic form, the Delphi technique for evaluation rounds, and a Likert scale to achieve consensus. The validity analysis was based on a Content Validity Index (CVI) equal to or greater than 0.80. The results showed that GerenciaVida, a technology developed for healthcare workers—regardless of their level of care or professional category—can be used to screen for suicide risk in the general population and indicate preventive alternatives. The app demonstrated satisfactory indicators of content validity (0.974) and interface validity (0.963), reflecting clarity (0.925), objectivity (1.00), adequacy (0.925), coherence (0.962), accuracy (0.962), and clinical relevance (1.00). The development path of this mobile application provided scientific, technological, and operational support, establishing it as an innovative care tool. It consolidates valid evidence that supports the identification, risk classification, and prevention of suicidal behavior in various healthcare contexts. Full article
(This article belongs to the Special Issue Media Psychology and Health Communication)
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15 pages, 809 KiB  
Article
Fermentation of Microalgae as a Platform for Naturally Encapsulated Oil Powders: Characterization of a High-Oleic Algal Powder Ingredient
by Walter Rakitsky, Leon Parker, Kevin Ward, Thomas Pilarski, James Price, Mona Correa, Roberta Miller, Veronica Benites, Dino Athanasiadis, Bryce Doherty, Lucy Edy, Jon Wittenberg, Gener Eliares, Daniel Gates, Manuel Oliveira, Frédéric Destaillats and Scott Franklin
Microorganisms 2025, 13(7), 1659; https://doi.org/10.3390/microorganisms13071659 - 14 Jul 2025
Viewed by 372
Abstract
Powdered oil ingredients are widely used across food, nutrition, and personal care industries, but they are typically produced through encapsulation technologies that involve multiple additives and stabilizers. These systems can compromise oxidative stability, clean-label compliance, and functional performance. Here, we present the development [...] Read more.
Powdered oil ingredients are widely used across food, nutrition, and personal care industries, but they are typically produced through encapsulation technologies that involve multiple additives and stabilizers. These systems can compromise oxidative stability, clean-label compliance, and functional performance. Here, we present the development and characterization of a novel high-oleic algal powder (HOAP) produced from a heterotrophically fermented microalgae. The production strain was developed through classical mutagenesis to enhance oleic acid and lipid accumulation. Three independent fermentation batches at a 20 L scale demonstrated strong reproducibility in key metrics, including dried-cell weight (210.0 g per L on average, CV% = 0.7), oil content (62.0% of DCW on average, CV% = 2.0), and oleic acid (88.8% of total fatty acids on average, CV% = 0.1). HOAP exhibited a favorable nutritional profile (e.g., high monounsaturated fat and fiber, low sugar and moisture) and good oxidative stability under ambient and accelerated storage conditions. Microbiological analyses confirmed compliance with food-grade standards, and in silico allergenicity screening revealed no clinically relevant homologs. Unlike traditional oil powders, HOAP does not require encapsulation and retains oil within a natural protein–fiber matrix, offering both functional and clean-labeling advantages. Its compositional attributes and stability profile support potential use in food, nutrition, and the delivery of bioactive nutrients. These findings establish HOAP as a next generation of oil powder ingredients with broad application potential. Full article
(This article belongs to the Special Issue Microalgal Biotechnology: Innovations and Applications)
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20 pages, 1390 KiB  
Article
Performance of Trichogramma pretiosum Riley (Hymenoptera: Trichogrammatidae) Strains on Eggs from Different Populations of Tuta absoluta (Meyrick) (Lepidoptera: Gelechiidae)
by Alessandro Bandeira Dalbianco, Diego Fernando Daniel, Dirceu Pratissoli, Daniel de Lima Alvarez, Nadja Nara Pereira da Silva, Daniel Mariano Santos, Santino Seabra Júnior and Regiane Cristina de Oliveira
Agronomy 2025, 15(7), 1692; https://doi.org/10.3390/agronomy15071692 - 13 Jul 2025
Viewed by 439
Abstract
Tomato is the most widely cultivated fruit–vegetable worldwide, and the tomato leafminer (Tuta absoluta) is the primary pest of this crop. In this context, biological control using parasitoids belonging to the genus Trichogramma is crucial. This study aimed to evaluate the [...] Read more.
Tomato is the most widely cultivated fruit–vegetable worldwide, and the tomato leafminer (Tuta absoluta) is the primary pest of this crop. In this context, biological control using parasitoids belonging to the genus Trichogramma is crucial. This study aimed to evaluate the biological characteristics of T. pretiosum strains collected from different locations and exposed to eggs from various T. absoluta populations/generations, using parameters such as parasitism capacity, viability (percentage of emergence), sex ratio, and female longevity. The presence of endosymbionts in the T. absoluta populations was also assessed. The experiment followed a randomized design, with treatments consisting of eggs from T. absoluta populations collected in different years (2019, 2020, 2021, 2022, and 2023) and different strains of T. pretiosum. We used 20 replicates, with one female per replicate in each treatment, organized in a 5 × 4 factorial scheme (five populations of T. absoluta × four strains of T. pretiosum). The S2 strain of T. pretiosum was found to be the most efficient in terms of biological characteristics for parasitism of T. absoluta eggs, especially in T. absoluta populations collected in recent years (2022 and 2023). These results suggest that S2 is the preferred strain for future studies aimed at using this parasitoid as a control agent to combat T. absoluta. The endosymbionts Arsenophonus and Serratia were identified in T. absoluta populations collected in 2019–2020 and 2020–2021, respectively. These findings highlight the presence of these microorganisms in pest populations in different years. Full article
(This article belongs to the Special Issue Biological Pest Control in Agroecosystems—2nd Edition)
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13 pages, 3313 KiB  
Article
CT Texture Patterns Reflect HPV Status but Not Histological Differentiation in Oropharyngeal Squamous Cell Carcinoma
by Lays Assolini Pinheiro de Oliveira, Caio Elias Irajaya Lobo Peresi, Daniel Vitor Aguiar Nozaki, Ericka Francislaine Dias Costa, Lana Ferreira Santos, Carmen Silvia Passos Lima, Sérgio Lúcio Pereira de Castro Lopes and Andre Luiz Ferreira Costa
Cancers 2025, 17(14), 2317; https://doi.org/10.3390/cancers17142317 - 11 Jul 2025
Viewed by 364
Abstract
Background: Texture analysis (TA) has shown promise in characterizing intratumoral heterogeneity from imaging data. We add to the literature that shows its capability to differentiate oropharyngeal cancers based on HPV status. Methods: Multislice CT analysis was done in 120 patients with confirmed OP [...] Read more.
Background: Texture analysis (TA) has shown promise in characterizing intratumoral heterogeneity from imaging data. We add to the literature that shows its capability to differentiate oropharyngeal cancers based on HPV status. Methods: Multislice CT analysis was done in 120 patients with confirmed OP SCC: a single 5 mm region of interest was placed on three consecutive homogeneous CT slices per patient. Texture features were extracted by using gray-level co-occurrence matrices averaged per patient. HPV status (via p16 IHC and molecular confirmation) and differentiation grade (i.e., good, moderate, and poor) were recorded. Non-parametric statistical tests assessed differences between subgroups. Results: Seven texture parameters (i.e., angular second moment, contrast, sum of squares, sum entropy, entropy, inverse difference moment, and difference variance) differed significantly between HPV+ and HPV− tumors (all p < 0.05). HPV+ tumors exhibited increased heterogeneity and complexity on CT imaging. No texture feature correlated with histological grade. Conclusions: This study adds to the growing evidence that CT-based TA can assess HPV status in OP SCC. TA may be promising, though it requires further validation as an adjunctive method integrating into radiomics workflows to develop predictive models for diagnosis, prognosis, and treatment planning. Full article
(This article belongs to the Collection Imaging Biomarker in Oncology)
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15 pages, 1680 KiB  
Article
Thermal Tolerance and Host Plant Suitability of Bemisia tabaci MED (Gennadius) in Brazilian Legume Crops
by Daniel de Lima Alvarez, Rafael Hayashida, Daniel Mariano Santos, Felipe Barreto da Silva, Cristiane Müller, Renate Krause-Sakate, William Wyatt Hoback and Regiane Cristina de Oliveira
Agronomy 2025, 15(7), 1622; https://doi.org/10.3390/agronomy15071622 - 3 Jul 2025
Viewed by 407
Abstract
The whitefly, Bemisia tabaci, is a complex of cryptic species that is a significant pest of different legume hosts that inhabits various regions worldwide with diverse climates and characteristics. Its adaptability is often facilitated by the insect’s microbiome, which can contribute to both [...] Read more.
The whitefly, Bemisia tabaci, is a complex of cryptic species that is a significant pest of different legume hosts that inhabits various regions worldwide with diverse climates and characteristics. Its adaptability is often facilitated by the insect’s microbiome, which can contribute to both the metabolism of host plant secondary compounds and insecticide resistance. The most relevant biotypes in Brazil are Middle East-Asia Minor 1 (MEAM1) and Mediterranean (MED), because of their ability to damage different hosts. Although MEAM1 is the prevalent species in Brazil, MED has great potential to spread, and there is little current knowledge about the biology of this biotype in the country. Therefore, the objective of this study was to evaluate the development and viability of MED on two legumes, soybean and common bean, alongside cotton, bell pepper, and tomato, at temperatures of 20 °C, 23 °C, 26 °C, 29 °C, 32 °C, and 35 °C and characterize the composition of its endosymbionts. Temperatures between 23 °C and 32 °C were the most suitable for B. tabaci MED development and viability across all tested host plants, whereas 35 °C proved harmful for insects reared on legumes. We observed a temperature threshold (°C) and thermal constant (degree-days) that varied according to the host plant, ranging from 9.81 °C and 384.62 for soybean to 11.17 °C and 333.33 for bell pepper, respectively. The main endosymbionts were in a ratio of 80% Hamiltonella and 20% Cardinium. These results allow the future mapping of risk for the MED biotype on different host plants in Brazil and elsewhere in South America. Full article
(This article belongs to the Special Issue Recent Advances in Legume Crop Protection)
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14 pages, 737 KiB  
Article
An Octant-Based Multi-Objective Optimization Approach for Lightning Warning in High-Risk Industrial Areas
by Marcos Antonio Alves, Bruno Alberto Soares Oliveira, Douglas Batista da Silva Ferreira, Ana Paula Paes dos Santos, Osmar Pinto, Fernando Pimentel Silvestrow, Daniel Calvo and Eugenio Lopes Daher
Atmosphere 2025, 16(7), 798; https://doi.org/10.3390/atmos16070798 - 30 Jun 2025
Viewed by 273
Abstract
Lightning strikes are a major hazard in tropical regions, especially in northern Brazil, where open-area industries such as mining are highly exposed. This study proposes an octant-based multi-objective optimization approach for spatial lightning alert systems, focusing on minimizing both false alarm rate (FAR) [...] Read more.
Lightning strikes are a major hazard in tropical regions, especially in northern Brazil, where open-area industries such as mining are highly exposed. This study proposes an octant-based multi-objective optimization approach for spatial lightning alert systems, focusing on minimizing both false alarm rate (FAR) and failure-to-warn (FTW). The method uses NSGA-III to optimize a configuration vector consisting of directional radii and alert thresholds, based solely on historical lightning location data. Experiments were conducted using four years of cloud-to-ground lightning data from a mining area in Pará, Brazil. Fifteen independent runs were executed, each with 96 individuals and up to 150 generations. The results showed a clear trade-off between FAR and FTW, with optimal solutions achieving up to 16% reduction in FAR and 50% reduction in FTW when compared to a quadrant-based baseline. The use of the hypervolume metric confirmed consistent convergence across runs. Sensitivity analysis revealed spatial patterns in optimal configurations, supporting the use of directional tuning. The proposed approach provides a flexible and interpretable model for risk-based alert strategies, compliant with safety regulations such as NBR 5419/2015 and NR-22. It offers a viable solution for automated alert generation in high-risk environments, especially where detailed meteorological data is unavailable. Full article
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11 pages, 1811 KiB  
Case Report
A Transcutaneous Randomized Pulsed Radiofrequency Application for Spine Pain Conditions: A Case Series
by Daniel de Moraes Ferreira Jorge, Olav Rohof, Melina Brigato Ferreira Jorge, Alexandre Teixeira, Cezar Augusto de Oliveira, Pablo Sobreiro, Douglas Freitas Dos Santos, Stephany Cares Huber and Jose Fabio Santos Duarte Lana
J. Funct. Morphol. Kinesiol. 2025, 10(3), 242; https://doi.org/10.3390/jfmk10030242 - 25 Jun 2025
Viewed by 496
Abstract
Background: Transcutaneous Randomized Pulsed Radiofrequency (TCPRF-STP) is a non-invasive therapeutic approach increasingly explored for managing spine-related pain, particularly in cases involving disc herniations and degenerative spine conditions. Objectives: To evaluate the use of transcutaneous PRF-STP in the treatment of spine pathologies and its [...] Read more.
Background: Transcutaneous Randomized Pulsed Radiofrequency (TCPRF-STP) is a non-invasive therapeutic approach increasingly explored for managing spine-related pain, particularly in cases involving disc herniations and degenerative spine conditions. Objectives: To evaluate the use of transcutaneous PRF-STP in the treatment of spine pathologies and its evolution in short-term follow-up. Methods: This case series examines the outcomes of three patients treated with TCPRF-STP for varying spine pathologies, including lumbar and cervical disc herniations, lumbar stenosis, and radiculopathy. All patients had previously undergone conventional conservative therapies without a satisfactory improvement and were unwilling or unable to undergo invasive procedures. The treatment involved the application of electromagnetic fields through adhesive skin patches at targeted sites. Patients underwent three sessions of TCPRF-STP, with follow-up assessments evaluating pain and MRI. Results: Transcutaneous PRF-STP showed notable reductions in pain (VAS 0 in most cases), improvements in movement, and the restoration of normal daily activities. Follow-up MRI scans demonstrated positive structural changes in the treated discs. Although long-term recurrence occurred in one case, the patient remained active without functional limitations. Conclusions: Transcutaneous PRF-STP offers a promising, minimally invasive alternative for patients seeking to avoid surgery, though further studies with larger cohorts and longer follow-up periods are necessary to establish more robust evidence of its efficacy. This technique could become an important adjunct in managing chronic spinal pain conditions, offering patients an option with minimal risk and hospital demands. Full article
(This article belongs to the Section Functional Anatomy and Musculoskeletal System)
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20 pages, 1207 KiB  
Article
Performance Comparison of Large Language Models on Brazil’s Medical Revalidation Exam for Foreign-Trained Graduates
by Renato Freitas Bessa, Adonias Caetano de Oliveira, Rafael Freitas Bessa, Daniel Lima Sousa, Rafaela Alves, Amanda Barbosa, Alinne Carneiro, Carla Soares and Ariel Soares Teles
Appl. Sci. 2025, 15(13), 7134; https://doi.org/10.3390/app15137134 - 25 Jun 2025
Viewed by 559
Abstract
This study aimed to compare the performance of various Large Language Models (LLMs) in answering multiple-choice questions from the last six editions (2017 to 2024) of Revalida exam. The evaluation focused on models capable of processing content in Brazilian Portuguese (PT-BR), including open-source [...] Read more.
This study aimed to compare the performance of various Large Language Models (LLMs) in answering multiple-choice questions from the last six editions (2017 to 2024) of Revalida exam. The evaluation focused on models capable of processing content in Brazilian Portuguese (PT-BR), including open-source models, namely LLaMA 3.1 (8B parameters), Qwen 2.5 (7B parameters), and their reasoning-oriented distilled variants based on the DeepSeek-R1 architecture, as well as open-access commercial models such as GPT-3.5, GPT-4o, and Gemini. After evaluating the models’ accuracy against the official answer keys, GPT-4o emerged as the top-performing model, achieving an average accuracy of 63.85%. Next, GPT-4o was prompted to justify its answers to the 2024 exam, and its explanations were independently reviewed by three licensed physicians. The evaluators reported full agreement with the clinical reasoning presented, indicating the model’s ability to produce coherent and medically relevant justifications. Lastly, justifications generated by GPT-4o for correctly answered questions from previous exams (2017–2023) were compiled into a knowledge base, which was then used to enhance GPT-4o through retrieval-augmented generation and to fine-tune LLaMA 3.1, leading to measurable performance improvements on the 2024 exam. Despite promising performance, these models still demonstrate variability in responses, hallucinations, and limited reliability in high-stakes contexts. As such, their outputs should always be reviewed by qualified professionals, and human expertise remains essential in clinical decision-making and medical education scenarios, considering the PT-BR language. However, the observed gains from integrating prior exam content indicate that domain-specific adaptation strategies may help mitigate some of these limitations and enhance model alignment. Full article
(This article belongs to the Special Issue Improving Healthcare with Artificial Intelligence)
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15 pages, 972 KiB  
Article
Tracking Drug Resistance in Plasmodium falciparum: Genetic Diversity of Key Resistance Markers in Brazilian Malaria Hotspots
by Rebecca de Abreu-Fernandes, Lucas Tavares de Queiroz, Natália Ketrin Almeida-de-Oliveira, Aline Rosa de Lavigne Mello, Jacqueline de Aguiar Barros, Lilian Rose Pratt-Riccio, Gisely Cardoso de Melo, Patrícia Brasil, Cláudio Tadeu Daniel-Ribeiro, Didier Menard and Maria de Fátima Ferreira-da-Cruz
Int. J. Mol. Sci. 2025, 26(13), 5977; https://doi.org/10.3390/ijms26135977 - 21 Jun 2025
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Abstract
Malaria remains a health problem, with Plasmodium falciparum accounting for 96% of cases in Africa and 15% in Brazil. The growing threat of drug resistance to artemisinin-based combination therapies (ACTs) jeopardizes progress toward elimination. This study examined P. falciparum samples collected from 141 [...] Read more.
Malaria remains a health problem, with Plasmodium falciparum accounting for 96% of cases in Africa and 15% in Brazil. The growing threat of drug resistance to artemisinin-based combination therapies (ACTs) jeopardizes progress toward elimination. This study examined P. falciparum samples collected from 141 patients in Brazil (2013–2023) by PCR and DNA sequencing to identify single-nucleotide polymorphisms in the pfcrt, pfmdr1, and pfk13 genes. Half of the samples carried the SVMNTMCGI haplotype in pfcrt, and none of the samples showed C350R mutations. In pfmdr1, the NYCDY haplotype was dominant (70%), with low occurrences of N86Y (4%) and no Y184F polymorphisms. No mutations linked to artemisinin partial resistance were detected in pfk13. Only one Amazonas sample exhibited wild-type haplotypes across all genes. Genetic diversity was more pronounced in pfcrt than pfmdr1, reflecting selective drug pressure. Significant linkage disequilibrium (LD) was observed within pfcrt (C72S and K76T) and pfmdr1 (S1034C and N1042D), but not between the two genes. The absence of pfk13-resistant mutations and the low prevalence of key pfmdr1 markers support the efficacy of ACTs. The persistence of diverse haplotypes and intragenic LD reflects ongoing drug pressure, underscoring the need for continuous genetic surveillance to anticipate emerging resistance. Full article
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