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This research assesses Bologna Process's success to achieve its main objective of enhancing employability among Spanish university graduates who completed their degree during the 2013-2014 Academic Year. The outcomes indicate that the education obtained under the Bologna Process does not either enhance their employability versus pre-Bologna university plan or the probability of employment, while negatively influences the quality of the job by turning it more unstable and poorly paid. Education assessment analysis by the graduates indicates that Bologna Process students do not believe that their education either boosts their probability of employment or significatively impact on their wages. The lack of financing tools and the absence of coordination among universities when it comes to implementing Bologna Process may explain this temporary lack of results.

Este artigo teve como objetivo aprofundar os estudos sobre o transtorno de personalidade borderline, do ponto de vista da psicologia analítica, e compreender a dinâmica da psique nos pacientes portadores de tal condição, por meio da ampliação da mitologia africana. A partir do estudo de autores junguianos e pós-junguianos, foi feito um paralelo simbólico do atendimento de pacientes com transtorno de personalidade borderline, por meio dos itãs (histórias) iorubás dos orixás Nanã, Oxalá e Obaluaê, apresentando ainda a ausência paterna de Oxalá e o aspecto guerreiro de Obaluaê. Iemanjá foi trazida como o aspecto materno positivo, da Grande Mãe, sendo ela a figura que acolhe e cuida do filho rejeitado, permitindo a ampliação e a correlação entre as figuras da mãe e do terapeuta. A mitologia africana, diferentemente da grega, pode ser vivida e experienciada, seja na clínica, no centro de umbanda ou no terreiro de candomblé. Apesar de o Brasil ser um país diverso e plural, o preconceito e o racismo sobre as religiões de matrizes africanas permeiam e atravessam a coletividade. Estudar e experenciar os mitos é acessar uma possibilidade de transformação.

O objetivo é apresentar uma análise filosófica a respeito das modificações ocorridas no mundo contemporâneo causadas pelo desenvolvimento das tecnologias de informação e comunicação (TIC) impactaram nossa compreensão ontológica do mundo, cuja uma das consequências também foram uma reformatação na compreensão de problemas morais clássicos. Para tanto, nossa investigação se baseia na teoria filosófica exposta por Luciano Floridi, que defende a tese segundo a qual todas essas transformações socias ocorreram a partir de uma revolução tecnológica a partir da qual podemos considerar que estamos vivendo em um ambiente hiper histórico, denominado de sociedade da informação. Por fim, discutimos, nos baseando nos textos de Han e Bruzonne, o problema ético da privacidade informacional e como as grandes empresas e governos utilizam da coleta de informações digitais retiradas dos perfis usuários digitais do mundo online para manipularem e até mesmo interferirem em nossas escolhas.

ABSTRACT The objective of this study was to perform early selection of the best progenies for traits related to tolerance to water deficit, pests, and diseases in Eucalyptus progeny tests. The experimental trials were set up in a randomized block design, with one plant per plot, and 20 replicates across three distinct locations (Buritizeiro/MG, Bocaiúva/MG, and Inhambupe/BA). At 6 months of age, the tested families were evaluated in terms of mean annual increment (MAI) and tolerance to pests and diseases. The analyses were conducted based on the genetic-statistics procedure of mixed models via REML/BLUP. The selection process was based on the estimated genetic values for the families, associating both traits in analyses using selection indices, namely the Multiplicative Selection Index and the Mulamba and Mock Selection Index, which allowed simultaneous selection for productivity (MAI) and tolerance to biotic agents. In Buritizeiro/MG and Bocaiúva/MG, plant tolerance to the psyllid (Glycaspis brimblecombei) was evaluated, while in Inhambupe/BA, tolerance to eucalyptus rust (Austropuccinia psidii) was assessed. For the trait of tolerance to biotic agents, heritabilities (hg2) were moderate across the three sites, with values of 0.20, 0.26, and 0.24 in Buritizeiro, Bocaiúva, and Inhambupe, respectively. The use of the Multiplicative Index (MI) and Mulamba and Mock Index (MMI) enabled the selection of genetic materials with better performance for both traits simultaneously.

Background Thoracic injuries are a very common entity throughout all age groups. With rising numbers of geriatric patients, characteristics of this patient group need to be better defined. The aim of this study was to investigate the impact of age on the outcome of thoracic trauma. In this project we provide a stratification of differentiated age groups regarding outcome parameter on rib fractures. Methods The study employed a retrospective design using data from patients who sustained thoracic trauma and received treatment at a level I trauma center over a 5-year period. Patients with the same pattern of injury and gender but different age (above and below 70 years) were matched. Results The mean age of the study population was 57 ± 19 years, 69% were male, 54% of patients had preexisting comorbidities. Hemothorax was present in 109 (16%), pneumothorax in 204 (31%) and lung contusions in 136 patients (21%). The overall complication rate was 36%, with a mortality rate of 10%. The matched pair analysis of 70 pairs revealed a higher prevalence of comorbidities in the older age group. They had significantly fewer pulmonary contusions and pneumothoraces than the younger patients and a shorter length of stay. However, the older age group had a significantly higher mortality rate. Conclusions Geriatric patients with rib fractures exhibit different patterns of intrathoracic injuries compared to their younger counterparts. Although numeric age may not be the most accurate predictor of adverse outcome, we found that higher age was associated with a clear trend towards an increased mortality rate. Our findings build a basis for further research to evaluate the outcome of age for instance with the tool of a rib fracture scoring system within stratified age groups in order to identify patients at major risk.

O presente artigo relata um caso de febre catarral maligna (FCM), causada pelo herpesvírus ovino tipo 2 (OvHV-2), ocorrida em um bovino em uma propriedade leiteira do Oeste Catarinense em 2023. O animal apresentou sinais clínicos típicos da doença e para o diagnóstico foi realizado histopatológico, reação em cadeia da polimerase (PCR) e sequenciamento de DNA. Esse artigo ressalta a importância dos rebanhos ovinos e bovinos serem mantidos separados a fim evitar a transmissão de patógenos entre essas duas espécies animais. Ademais, esse relato reforça a necessidade da realização de diagnóstico laboratorial para confirmação de suspeitas clínicas a fim de se obter um diagnóstico preciso e uma prevenção/controle assertivos das doenças infectocontagiosas que acometem bovinos.

Cetacean morbillivirus is an etiologic agent associated with strandings of live and dead cetacean species occurring sporadically or as epizootics worldwide. We report 2 cases of cetacean morbillivirus in humpback whales (Megaptera novaeangliae) in Brazil and describe the anatomopathological, immunohistochemical, and molecular characterization findings in the specimens.

High energy collisions at the High-Luminosity Large Hadron Collider (LHC) produce a large number of particles along the beam collision axis, outside of the acceptance of existing LHC experiments. The proposed Forward Physics Facility (FPF), to be located several hundred meters from the ATLAS interaction point and shielded by concrete and rock, will host a suite of experiments to probe standard model (SM) processes and search for physics beyond the standard model (BSM). In this report, we review the status of the civil engineering plans and the experiments to explore the diverse physics signals that can be uniquely probed in the forward region. FPF experiments will be sensitive to a broad range of BSM physics through searches for new particle scattering or decay signatures and deviations from SM expectations in high statistics analyses with TeV neutrinos in this low-background environment. High statistics neutrino detection will also provide valuable data for fundamental topics in perturbative and non-perturbative QCD and in weak interactions. Experiments at the FPF will enable synergies between forward particle production at the LHC and astroparticle physics to be exploited. We report here on these physics topics, on infrastructure, detector, and simulation studies, and on future directions to realize the FPF's physics potential.

This is a comparative analysis of everyday executive functioning between individuals with Autism Spectrum Disorder (ASD), Schizophrenia Spectrum Disorders (SSD) and controls using Dysexecutive Questionnaire-Spanish (DEX-Sp), to identify patterns of difficulties. Also we assessed the relationship between EF and adaptive behavior as measured by the Vineland Adaptive Behavioral Scale-II. Common areas of everyday executive functions were established as problematic in individuals with ASD and SSD related to Disinhibition and Apathy, while Disorganization and Impulsivity was gravely affected in ASD group only. The degree of Dysexecutive Syndrome was predictive of adaptive behavior in ASD group only. These suggest that DEX-Sp could be a useful tool in differentiating areas of strength and weaknesses in clinical groups such as ASD and SDD.

Abstract Brain structure and function are intimately linked, however this association remains poorly understood and the complexity of this relationship has remained understudied. Healthy aging is characterised by heterogenous levels of structural integrity changes that influence functional network dynamics. Here, we use the multilayer brain network analysis on structural (diffusion weighted imaging) and functional (magnetoencephalography) data from the Cam-CAN database. We found that the level of similarity of connectivity patterns between brain structure and function in the parietal and temporal regions (alpha frequency band) is associated with cognitive performance in healthy older individuals. These results highlight the impact of structural connectivity changes on the reorganisation of functional connectivity associated with the preservation of cognitive function, and provide a mechanistic understanding of the concepts of brain maintenance and compensation with aging. Investigation of the link between structure and function could thus represent a new marker of individual variability, and of pathological changes.

Educational public-private partnerships (EPPPs) promise to increase education access and quality in developing countries, provided they have an adequate design that restricts the distribution of subsidies including targeted programs, centralized controlled enrolment, and accountability. This study investigates the effects of publicly subsidized private schools (PSPS) in Colombia--a type of EPPP program that follows all of these recommendations. We use propensity score and regression techniques to identify PSPS effects on student achievement, measured by national standardized tests. Our results show that Colombian PSPS serve vulnerable students, who are fairly similar to those attending traditional public schools (TPS). Nevertheless, students at PSPS underperform compared to TPS students. Our conclusion suggests that design restrictions may prevent student selection and self-selection, but do not guarantee quality improvement for disadvantaged students at subsidized schools. We also argue that design restrictions for PSPS may not be enough when private providers are scarce or difficult to attract for serving the most disadvantaged population.

This study analyzes the integration of the Arabic dialectal loan wesh into the French language and the language habits of the French. Through the suburban language commonly defined as "slang" and hip hop culture, particularly rap, this borrowing has undergone several important semantic shifts and numerous graphic variants. The various definitions of this term in the Petit Robert 2023 (paper version) and the Wiktionnaire (online), as well as statistical research in Internet corpora, reveal evolutions, linguistic variations and trends generated essentially by sociolinguistic functions.

The conjunctiva plays an essential role in eye health and immunity and acts as a barrier to the entry of microorganisms. Conjunctival infections are common in dogs and result from both the invasion of pathogenic microorganisms and the uncontrolled growth of the existing microbiota. Most of the existing data come from studies based on traditional culture methods. These reports indicate the predominance of gram-positive bacteria, especially Staphylococcus spp. In the present study, we analyzed the microbiota present on the conjunctival surface from a heterogeneous dog population without ophthalmological disorders using DNA sequencing. After a thorough ophthalmological examination, conjunctival swabs were collected from both eyes of 30 dogs. After processing and nucleic acid extraction, the sample pool was subjected to shotgun DNA sequencing through the Illumina platform and analyzed via the Metagenomic Rapid Annotations using Subsystems Technology (MGRAST) server. A predominance of the phylum Proteobacteria and the genera Ralstonia and Burkholderia were identified along with a minority of fungi, whereas viruses were not found. Microbial DNA sequencing has provided new data on this subject, revealing the presence of noncultivable organisms that were previously unknown as part of the ocular microbiome.

IntroductionFrench bulldogs can be affected by several neurological diseases, with myelopathies representing the most frequent cause of neurological signs. Studies focusing on the epidemiology of cervical diseases in this breed are lacking. This study aims to describe the prevalence of neurological pathologies responsible for cervical pain and/or signs of cervical myelopathy, assuming that intervertebral disc herniation represents the most common disease; a second aim was to evaluate how often different pathologies coexist in this spinal region in French bulldogs.Materials and methodsA retrospective analysis of medical records from the database of a single referral center (AniCura I Portoni Rossi Veterinary Hospital—Zola Predosa, Bologna, Italy) was performed, including French bulldogs presented for neck pain and/or neurological deficits consistent with cervical myelopathy. Clinical and imaging data were reviewed and used as inclusion criteria. Based on the number of MRI-diagnosed diseases, the eligible dogs were divided into three groups.ResultsOne hundred five French bulldogs met the inclusion criteria. The most commonly diagnosed condition was an intervertebral disc herniation (66.9%), followed by C2 idiopathic hypertrophic ganglioneuritis (15.1%), cervical syringomyelia (11.5%), congenital osseous malformations (1.4%), spinal arachnoid diverticula (1.4%), neoplasms (1.4%), steroid-responsive meningitis-arteritis (0.7%), traumatic vertebral fractures (0.7%), and other (0.7%). For the vast majority of dogs (75/105) a single pathology was diagnosed, with intervertebral disc herniations accounting for 86.7% of cases, involving C3–C4 IVD most commonly. In the remaining 30 dogs, two or three different and concurrent diseases were detected. Among these 30 dogs, intervertebral disc herniations still remained the most diagnosed condition, in combination with C2 idiopathic hypertrophic ganglioneuritis and syringomyelia in 19 and seven cases, respectively.ConclusionThe results of this study highlight that different pathologies can affect the cervical spinal cord in French bulldogs, with intervertebral disc herniations representing the most frequent condition, as previously described in the veterinary literature. In almost a third of cases, different pathologies can coexist at the cervical level. However, for cases in which different pathologies are present at the same time, it is not always possible to clearly establish their clinical significance.

Este artículo analiza dos explicaciones de por qué la retórica ha sobrevivido más de dos milenios hasta la actualidad. La filosofía del lenguaje de Ortega y Gasset se centró en que el acontecer personal del hablante es irreductible a los automatismos sociales. Chomsky analizó los automatismos que actúan en la gramaticalización para concluir que la competencia es irreductible al algoritmo. Ambos remontan, a través de Humboldt, a la idea platónica del lenguaje. Según Chomsky la lengua aborda situaciones nuevas con recursos memorísticos incomparablemente inferiores a los de una máquina generadora de textos, como el ChatGPT. Siguiendo a Ortega cada persona produce innumerables decires nuevos en la diversidad de situaciones, razón por la que perdura la retórica. Ambos argumentos explican que, por potente que sea, la máquina no puede conseguir la plena simulación moral de la inconmensurable intencionalidad humana.

Este artigo se refere a um recorte de uma pesquisa de mestrado, que versa sobre a inclusão do estudante com TEA no Ensino Superior, e se detém às análises que tratam sobre os desafios encontrados nesse nível de ensino, tendo em vista a Educação Inclusiva. Tratou-se de uma pesquisa de cunho qualitativo, na qual os dados foram obtidos por meio das entrevistas semiestruturadas e analisados a partir da Análise Textual Discursiva (ATD). A partir das análises interpretativas, pode-se inferir que os profissionais sentem necessidade de formação continuada para atuar com o estudante com TEA, de forma a ampliar e construir conhecimentos acerca do seu processo de ensino, aprendizagem e sociabilidade. Evidenciou-se, ainda, que os profissionais desejam fazer parte de uma rede de apoio que ouça seus anseios docentes, que auxilie a elaborar soluções e realizar encaminhamentos para os desafios que dificultam o processo de ensino-aprendizagem desse público. No que tange a Universidade, destaca-se um movimento para a criação de estratégias que visam facilitar o processo de inclusão. Porém, mostraram-se algumas contradições entre a estrutura organizacional historicamente construída e as necessidades que a realidade da inclusão dos estudantes com TEA exige, o que tenciona uma série de reestruturações fundamentais em nível institucional à educação inclusiva no Ensino Superior.

Los estudios literarios de Aristóteles perduran a pesar de que la lingüística cartesiana negó que su autoridad pudiera servir de prueba científica. Fueron los mismos gramáticos quienes los validaron como prueba al reconocer la competencia lingüística del hablante. Comprobaron que la ambigüedad léxica, que algunos filósofos reprochaban como defecto del lenguaje cotidiano, obedecía al proceso de gramaticalización que Aristóteles explicó en sus trabajos sobre gramática, poética y retórica. El artículo enlaza la persistencia de la tradición retórica durante la modernidad con la automatización de los procesos mentales que alcanza, con el algoritmo ChatGPT, un punto culminante, para concluir, con Chomsky, que la máquina usa medios incalculables para emular la inconmensurable creatividad humana sin superarla.

IntroductionEffective implementation of strategies to promote health and prevent noncommunicable illnesses requires a profound understanding of the interaction between the individual and society. This study brings to health research the consideration of psychosocial factors that influence the maintenance and change of health behaviors and conduct. From a primary care perspective, it is crucial to propose a biopsychosocial approach for the development of health promotion and self-care programs that embrace personal aptitudes as a relevant individual aspect.ObjectivesTo explore experiences related to personal aptitudes and personality traits that influence health behaviors and conduct, taking into account the social determinants of health, through a thematic analysis based on the capability-opportunity-motivation and behavior (COM-B) system.Methods and analysisThis qualitative research is carried out from a descriptive phenomenological perspective, based on 17 focus groups in which 156 people participated. Inductive and deductive analysis techniques were used following Lincoln and Guba’s criteria of methodological rigor. In addition to 7 different triangulations of analysts, 6 main categories were identified based on the COM-B system: psychological capacity, physical capacity, physical opportunity, social opportunity, reflective motivation, and automatic motivation. The importance of considering these factors to promote healthy behaviors was stressed.DiscussionThis study examined how personal experiences related personal aptitudes and personality traits influence health behaviors and conduct in Spain. It was found that personality traits such as health literacy, self-efficacy, activation, and self-determination can influence the adoption of healthy behaviors. Likewise, the need for control, overthinking, and ambivalence made it impossible. Furthermore, social determinants of health and interpersonal relationships also play an important role.Trial registrationClinicalTrials.gov, NCT04386135. Registered on April 30, 2020

Methods: We examined a quality measurement database containing de-identified cases from across Switzerland. All patients with a complete dataset treated between 2015 and 2021 were included. A case-control matching method (same age, comorbidity, sex, diagnosis, admission type, and insurance coverage) was used to evaluate the impact of pre-admission residence. The outcomes measured included complications during hospitalization, in-hospital mortality, and length of stay. Statistical significance was set at a p-value of

Introduction: Coronavirus disease 2019 (COVID-19) is an acute virus infection, which was declared a pandemic by the World Health Organization. The Swiss government decreed a public lockdown to reduce and restrict further infections. The aim of this investigation was to analyze the impact of the first COVID-19 lockdown on the performance of general and visceral surgery procedures. Materials and Methods: A retrospective study was performed on the basis of the surgical registry of the working group for quality assurance in surgery (“Arbeitsgemeinschaft für Qualitätssicherung in der Chirurgie” or AQC). All patients with specific surgical diagnoses (complicated gastric or duodenal ulcer, acute appendicitis, hernia, diverticular disease, gallstone disease, pilonidal sinus, cutaneous and perianal abscess) were analyzed during 2019 and the corresponding lockdown period of March 14 through April 26, 2020. Data regarding patients’ characteristics, diagnoses, and treatments were analyzed. Results: In total, 3,330 patients were analyzed, with 2,203 patients treated in 2019 and 1,127 patients treated in 2020. There was a reduction in the number of all investigated diagnoses during the pandemic period, with statistically significant differences in acute appendicitis, hernia, diverticular disease, gallstone disease, pilonidal sinus (all p < 0.001), and cutaneous abscess (p = 0.01). The proportion of complicated appendicitis (p = 0.02), complicated hernia (p < 0.001), and complicated gallstone disease (choledocholithiasis p = 0.01; inflammation, p = 0.001) was significantly higher during the lockdown period. The surgical urgency rate in all patients was higher during the lockdown period compared to the control period (p < 0.001). Conclusions: The socioeconomic lockdown significantly impacted the number of general and visceral surgery procedures in Switzerland. The reasons for the reduction are multifactorial.

BackgroundIntellectual disability (ID) affects approximately 1% of the worldwide population and individuals with ID have a higher comorbidity with mental illness, and specifically psychotic disorders. Unfortunately, among individuals with ID, limited research has been conducted since ID individuals are usually excluded from mental illness epidemiological studies and clinical trials. Here we perform a clinical trial to investigate the effectiveness of clozapine in the treatment of resistant psychosis in individuals with ID. The article highlights the complexity of diagnosing and treating psychopathological alterations associated with ID and advocates for more rigorous research in this field.MethodsA Phase IIB, open-label, randomized, multicenter clinical trial (NCT04529226) is currently ongoing to assess the efficacy of oral clozapine in individuals diagnosed with ID and suffering from treatment-resistant psychosis. We aim to recruit one-hundred and fourteen individuals (N=114) with ID and resistant psychosis, who will be randomized to TAU (treatment as usual) and treatment-with-clozapine conditions. As secondary outcomes, changes in other clinical scales (PANSS and SANS) and the improvement in functionality, assessed through changes in the Euro-QoL-5D-5L were assessed. The main outcome variables will be analyzed using generalized linear mixed models (GLMM), assessing the effects of status variable (TAU vs. Clozapine), time, and the interaction between them.DiscussionThe treatment of resistant psychosis among ID individuals must be directed by empirically supported research. CLOZAID clinical trial may provide relevant information about clinical guidelines to optimally treat adults with ID and treatment-resistant psychosis and the benefits and risks of an early use of clozapine in this underrepresented population in clinical trials.Trial registrationClinicaltrials.gov: NCT04529226. EudraCT: 2020-000091-37.

Abstract Psidium guajava L., a fruit crop belonging to the Myrtaceae family, is highly valued for its nutritional and medicinal properties. The family exhibits a diverse chemical profile of essential oils and serves as a valuable resource due to its ecological interactions, adaptability, and dispersal capacity. The Myrtaceae family has been extensively studied for its terpenoids. Genetic studies have focused on foliar terpene yield in species from the Eucalypteae and Melaleucaceae tribes. To understand the evolutionary trends in guava breeding, this study predicted terpene synthase genes (TPS) from different cultivars. Through this analysis, 43 full-length TPS genes were identified, and approximately 77% of them exhibited relative expression in at least one of the five investigated plant tissues (root, leaf, bud, flower, and fruit) of two guava cultivars. We identified intra-species variation in the terpene profile and single nucleotide polymorphisms (SNPs) in twelve TPS genes, resulting in the clustering of 62 genotypes according to their essential oil chemotypes. The high concentration of sesquiterpenes is supported by the higher number of TPS-a genes and their expression. The expansion for TPS sub-families in P. guajava occurred after the expansion of other rosids species. Providing insight into the origin of structural diversification and expansion in each clade of the TPS gene family within Myrtaceae. This study can provide insights into the diversity of genes for specialized metabolites such as terpenes, and their regulation, which can lead to a diverse chemotype of essential oil in different tissues and genotypes. This suggests a mode of enzymatic evolution that could lead to high sesquiterpene production, act as a chemical defense and contribute to the adaptive capacity of this species to different habitats.

Data extracted directly from a vehicle’s electronic control unit (ECU) play a crucial role in the automotive industry because they contain valuable information from the engine and electronic parts. These data have the potential to enable compliance analysis, detect faults and errors, and guarantee driver and car safety as well as product quality. Among the possible uses of the data from the ECUs, driving profile analysis and fuel consumption prediction stand out, which enable analyses for insurers and transportation companies, and help to reduce fuel consumption and greenhouse gases, in addition to providing feedback to the driver. In this work, we apply machine learning algorithms to real data from an engine ECU to examine the driver’s driving behavior and accurately classify their fuel efficiency. Moreover, we develop regression models that predict fuel consumption for vehicles in operation. To ensure the effectiveness of our models, we carefully select variables strongly correlated with fuel consumption using a feature selection process. Compared to related works, both our profile classification results in precision, recall, and accuracy metrics, and our regression models result in the metrics of mean square errors, mean absolute error, and coefficient of determination, which are superior or similar. Notably, our algorithms exhibit lower computational costs and enable real-time analysis by utilizing a cloud server.

In-field quality prediction in agricultural products is mainly based on near-infrared spectroscopy (NIR). However, initiatives applied to sugarcane quality are only observed under laboratory-controlled conditions. This study proposed a framework for NIR spectroscopy sensing to measure sugarcane quality during a real harvest operation. A platform was built to support the system composed of the NIR sensor and external lighting on the elevator of a sugarcane harvester. Real-time data were acquired in commercial fields. Georeferenced samples were collected for calibration, validation, and adjustment of the multivariate models by partial least squares (PLS) regression. In addition, subsamples of defibrated cane were NIR-acquired for the development of calibration transfer models by piecewise direct standardization (PDS). The method allowed the adjustment of the spectra collected in real time to predict the quality properties of soluble solids content (Brix), apparent sucrose in juice (Pol), fiber, cane Pol, and total recoverable sugar (TRS). The results of the relative mean square error of prediction (RRMSEP) were from 1.80 to 2.14%, and the ratio of interquartile performance (RPIQ) was from 1.79 to 2.46. The PLS-PDS models were applied to data acquired in real-time, allowing estimation of quality properties and identification of the existence of spatial variability in quality. The results showed that it is possible to monitor the spatial variability of quality properties in sugarcane in the field. Future studies with a broader range of quality attribute values and the evaluation of different configurations for sensing devices, calibration methods, and data processing are needed. The findings of this research will enable a valuable spatial information layer for the sugarcane industry, whether for agronomic decision-making, industrial operational planning, or financial management between sugar mills and suppliers.

Abstract Background Mitochondrial diseases (MDs) are genetic disorders characterized by dysfunctions in mitochondria. Clinical data suggest that additional factors, beyond genetics, contribute to the onset and progression of this group of diseases, but these influencing factors remain largely unknown. Mounting evidence indicates that immune dysregulation or distress could play a role. Clinical observations have described the co-incidence of infection and the onset of the disease as well as the worsening of symptoms following infection. These findings highlight the complex interactions between MDs and immunity and underscore the need to better understand their underlying relationships. Results We used Ndufs4 KO mice, a well-established mouse model of Leigh syndrome (one of the most relevant MDs), to test whether chronic induction of a neuroinflammatory state in the central nervous system before the development of neurological symptoms would affect both the onset and progression of the disease in Ndufs4 KO mice. To this aim, we took advantage of the GFAP-IL6 mouse, which overexpresses interleukin-6 (IL-6) in astrocytes and produces chronic glial reactivity, by generating a mouse line with IL-6 overexpression and NDUFS4 deficiency. IL-6 overexpression aggravated the mortality of female Ndufs4 KO mice but did not alter the main motor and respiratory phenotypes measured in any sex. Interestingly, an abnormal region-dependent microglial response to IL-6 overexpression was observed in Ndufs4 KO mice compared to controls. Conclusion Overall, our data indicate that chronic neuroinflammation may worsen the disease in Ndufs4 KO female mice, but not in males, and uncovers an abnormal microglial response due to OXPHOS dysfunction, which may have implications for our understanding of the effect of OXPHOS dysfunction in microglia.

Epilepsy is a neurological disorder (the third most common, following stroke and migraines). A key aspect of its diagnosis is the presence of seizures that occur without a known cause and the potential for new seizures to occur. Machine learning has shown potential as a cost-effective alternative for rapid diagnosis. In this study, we review the current state of machine learning in the detection and prediction of epileptic seizures. The objective of this study is to portray the existing machine learning methods for seizure prediction. Internet bibliographical searches were conducted to identify relevant literature on the topic. Through cross-referencing from key articles, additional references were obtained to provide a comprehensive overview of the techniques. As the aim of this paper aims is not a pure bibliographical review of the subject, the publications here cited have been selected among many others based on their number of citations. To implement accurate diagnostic and treatment tools, it is necessary to achieve a balance between prediction time, sensitivity, and specificity. This balance can be achieved using deep learning algorithms. The best performance and results are often achieved by combining multiple techniques and features, but this approach can also increase computational requirements.

In this study, the effects of ethylenediaminetetraacetic acid (EDTA) and humic acid (HA) chelate applied to soils contaminated with heavy metals on the development, antioxidant defence system, and phytoremediation of forage turnip (Brassica rapa L.) were investigated for the first. Three doses of EDTA (E1: 5 mmol/kg, E2: 10 mmol/kg, E3: 15 mmol/kg) and three doses of HA (HA1: 500 mg/kg, HA2: 1 000 mg/kg, HA3: 2 000 mg/kg) were applied to soils contaminated with heavy metals (Cd, Pb, Zn, and Cr) in the pot. According to experiment results, HA application as chelate to the polluted soil caused a significant increase in the growth of forage turnip. Phytoremediation values of the plant for Cd heavy metal were found to be BCFshoot, BCFroot > 1, and translocation factor > 1. This result proved that forage turnip has Cd accumulating properties. Also, HA application caused a decrease in H2O2 (46%) and malondialdehyde (6%) levels and antioxidative enzyme activity in polluted soil. It has been concluded that humic acid improves the oxidative stress conditions in the plant and is more effective in the development and growth of the plant than EDTA, so that it can be used effectively in phytoremediation studies.