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1.
Cureus ; 16(4): e58003, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38738064

RESUMO

Chronic encapsulated sclerosing peritonitis (CESP) is a very rare cause of intestinal obstruction that has been associated with certain chronic conditions. It is characterized by the thickening of the peritoneum, generating a membrane that covers the intestinal loops and prevents their adequate mobilization. Most cases present as a surgical emergency, leading to a diagnosis during surgery; however, imaging studies can support the pre-surgical diagnosis. Treatment is based on the clinical context of the patient, based on medical management with corticosteroids in a stable patient, or surgical management when it presents as an acute complication. The morbidity and mortality associated with this condition are high and epidemiological data are scarce. There is still a lack of studies to describe the associated demographic data, diagnosis, and treatment.

2.
Artigo em Inglês | MEDLINE | ID: mdl-38646443

RESUMO

We present the complete genome sequences of 12 species of plants from Campeche, Mexico and the greater Yucatan Peninsula: Agave americana, Agave angustifolia, Agave fourcroydes, Agave karwinskii, Agave potatorum, Agave tequiliana, Annona squamosa, Cedrela odorata, Pouteria campechiana, Pouteria glomerata, Trichilia hirta and Trichilia minutiflora.

3.
Cureus ; 16(3): e56656, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38646313

RESUMO

INTRODUCTION: Diverticulitis is a prevalent gastrointestinal disease that may require surgical intervention. The aim of the study was to investigate the involvement of neutrophil-lymphocyte ratio (NLR) and platelet-lymphocyte ratio (PLR) as biomarkers of severity in complicated diverticular disease (CDD) in Mexican patients and their correlation with the need for surgical intervention, the length of hospital stay, and mortality. MATERIAL AND METHODS: An observational, longitudinal, and retrospective study performed from 2017 to 2021 was considered in patients over 18 years of age, with a diagnosis of CDD by using computed tomography and with a hemogram taken in the first 24 hours upon admission to the emergency department to describe the sensitivity, specificity, and positive and negative predictive values (PPV and NPV, respectively) of NLR and PLR in the CDD.  Results: A total of 102 Mexican patients suffering from CDD, 54% women and 46% men with a mean of 59 years, were analyzed. According to Hinchey's classification, 79 (77.5%) patients showed type I, 12 (12.8%) type II, 5 (4.9%) type III, and 6 (5.9%) type IV. The mean hospital stay was 8.8 days, with a mortality rate of 3.9%. The cut-off value was established at 5.1 for NLR according to the results of the receiver operating characteristic (ROC) curve with an area under the curve (AUC) of 0.633, a sensitivity of 90%, a specificity of 43%, PPV of 21.8%, and NPV of 96% for the prediction of CDD. A cut-off value for PLR at 72 was established according to the results of the ROC curve with an AUC of 0.482, a sensitivity of 78%, a specificity of 40%, PPV of 96%, and NPV of 9% for the prediction of CDD. CONCLUSION: The NLR and PLR are easily calculable and accessible biomarkers that can be part of the decision-making for the diagnosis and treatment of CDD in Mexican people as has been observed in other populations. However, more prospective, multicenter comparative studies are needed to assess the efficacy and safety of these biomarkers in relation to those already described.

4.
J Am Chem Soc ; 146(14): 9479-9492, 2024 Apr 10.
Artigo em Inglês | MEDLINE | ID: mdl-38547041

RESUMO

Single-site photocatalysts (SSPCs) are well-established as potent platforms for designing innovative materials to accomplish direct solar-to-fuel conversion. Compared to classical inorganic porous materials, such as zeolites and silica, covalent organic frameworks (COFs)─an emerging class of porous polymers that combine high surface areas, structural diversity, and chemical stability─are attractive candidates for SSPCs due to their molecular-level precision and intrinsic light harvesting ability, both amenable to structural engineering. In this Perspective, we summarize the design concepts and state-of-the-art strategies for the construction of COF SSPCs, and we review the development of COF SSPCs and their applications in solar-to-fuel conversion from their inception. Underlying pitfalls concerning photocatalytic characterization are discussed, and perspectives for the future development of this burgeoning field are given.

5.
Adv Mater ; 36(19): e2313197, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38300155

RESUMO

Covalent organic frameworks (COFs) are promising electrocatalyst platforms owing to their designability, porosity, and stability. Recently, COFs with various chemical structures are developed as efficient electrochemical CO2 reduction catalysts. However, controlling the morphology of COF catalysts remains a challenge, which can limit their electrocatalytic performance. Especially, while porphyrin COFs show promising catalytic properties, their particle size is mostly large and uncontrolled because of the severe aggregation of crystallites. In this work, a new synthetic methodology for rationally downsized COF catalyst particles is reported, where a tritylated amine is employed as a novel protected precursor for COF synthesis. Trityl protection provides high solubility to a porphyrin precursor, while its deprotection proceeds in situ under typical COF synthesis conditions. Subsequent homogeneous nucleation and colloidal growth yield smaller COF particles than a conventional synthesis, owing to suppressed crystallite aggregation. The downsized COF particles exhibit superior catalytic performance in electrochemical CO2 reduction, with higher CO production rate and faradaic efficiency compared to conventional COF particles. The improved performance is attributed to the higher contact area with a conductive agent. This study reveals particle size as an important factor for the evaluation of COF electrocatalysts and provides a strategy to control it.

7.
Rev Esp Salud Publica ; 972023 Nov 17.
Artigo em Espanhol | MEDLINE | ID: mdl-37975714

RESUMO

OBJECTIVE: Since the beginning of 2022, there has been an unusual outbreak of monkeypox in non-endemic countries that has alerted the international community. In Colombia, there are no recent studies on the epidemiology of patients in this new epidemic. Therefore, aim of this article was to establish the demographic and clinical characteristics of patients with monkeypox and their relationship with the frequency of hospitalization and other variables of clinical notification. METHODS: An observational, analytical, and cross-sectional study on monkeypox cases in Colombia between May and September 2022 was executed. Mann-Whitney U test was applied to contrast hypotheses between hospitalization and sociodemographic and quantitative notification variables; Fisher's exact test was used to contrast with the qualitative ones. RESULTS: Between May and September 2022, there were 1,260 cases of monkeypox reported in Colombia, 75% of the these were registered in Bogotá D.C. 99% (1,248) of those infected were male with a median age of 32.82% of the patients were from strata 2 and 3 (low to medium-low income). The source of infection was unknown in just over 80% of cases. Less than 1% belonged to ethnic groups. Only 3% required hospitalization. A significant statistically association was found between the frequency of hospitalization, being a woman (p=0.038), Afro-Colombian (p=0.024) and subsidized regime (p=0.009). No association of hospitalization was found with age, but it was found with the days from the onset of symptoms/rash to notification/diagnosis (p<0.05). CONCLUSIONS: Monkeypox cases are concentrated in the capital and other Andean departments of Colombia. Most of these progress without seriousness, without deaths. Men are the most affected population group. Women, afro-colombians and subsidized patients deserve special attention because they are more prone to hospitalization. Reducing the number of days from symptoms or rash to diagnosis and notification is key to avoiding serious cases.


OBJECTIVE: Desde inicio de 2022 se ha presentado un brote inusual de viruela símica en países no endémicos que ha alertado a la comunidad internacional. En Colombia, no existen trabajos recientes sobre la epidemiología de los pacientes en esta nueva epidemia. Por tanto, el objetivo del presente trabajo fue establecer las características epidemiológicas de pacientes con viruela símica y su relación con la frecuencia de hospitalización y otras variables de notificación clínica. METHODS: Se realizó un estudio observacional, analítico y transversal sobre los casos de viruela símica en Colombia entre mayo y septiembre de 2022. Se aplicó la prueba U de Mann-Whitney para el contraste de hipótesis entre hospitalización y variables sociodemográficas y de notificación cuantitativas; se usó la prueba exacta de Fisher para el contraste con las cualitativas. RESULTS: Entre mayo y septiembre de 2022 se presentaron 1.260 casos de viruela símica en Colombia, el 75% de estos se registraron en Bogotá D.C. El 99% (1.248) de los contagiados eran de sexo masculino, con mediana de 32 años. El 82% de los pacientes eran de estratos 2 y 3 (ingresos bajo a medio-bajo). La fuente de infección era desconocida en poco más del 80% de los casos. Menos del 1% pertenecían a grupos étnicos. Solo el 3% requirió hospitalización. Se encontró asociación estadística significativa entre frecuencia de hospitalización, ser mujer (p=0,038), afrocolombiano (p=0,024) y régimen subsidiado (p=0,009). No se encontró asociación de hospitalización con la edad, pero sí con los días desde el inicio de síntomas/exantema hasta la notificación/diagnóstico (p<0,05). CONCLUSIONS: Los casos de viruela símica se concentran en la capital y otros departamentos andinos de Colombia. La mayoría de estos cursan sin gravedad, sin fallecimientos. Los hombres son el grupo poblacional más afectado. Especial atención merecen las pacientes de sexo femenino, los afrocolombianos y los que se encuentran en régimen subsidiado por ser más proclives a hospitalización. Reducir el número de días desde los síntomas o exantema hasta el diagnóstico y notificación es clave para evitar casos graves.


Assuntos
Exantema , Mpox , Humanos , Masculino , Feminino , Colômbia/epidemiologia , Estudos Transversais , Espanha , Estudos Retrospectivos
8.
J Phys Chem B ; 127(30): 6814-6824, 2023 Aug 03.
Artigo em Inglês | MEDLINE | ID: mdl-37478840

RESUMO

This work numerically investigates dense disordered (maximally random) jammed packings of hard spherocylinders of cylinder length L and diameter D by focusing on L/D ∈ [0,2]. It is within this interval that one expects that the packing fraction of these dense disordered jammed packings ϕMRJ hsc attains a maximum. This work confirms the form of the graph ϕMRJ hsc versus L/D: here, comparably to certain previous investigations, it is found that the maximal ϕMRJ hsc = 0.721 ± 0.001 occurs at L/D = 0.45 ± 0.05. Furthermore, this work meticulously characterizes the structure of these dense disordered jammed packings via the special pair-correlation function of the interparticle distance scaled by the contact distance and the ensuing analysis of the statistics of the hard spherocylinders in contact: here, distinctly from all previous investigations, it is found that the dense disordered jammed packings of hard spherocylinders with 0.45 ≲ L/D ≤ 2 are isostatic.

9.
J Exp Bot ; 74(16): 4825-4846, 2023 09 02.
Artigo em Inglês | MEDLINE | ID: mdl-37490359

RESUMO

Adequate management of N supply, plant density, row spacing, and soil cover has proved useful for increasing grain yields and/or grain yield stability of rainfed crops over the years. We review the impact of these management practices on grain yield water-related determinants: seasonal crop evapotranspiration (ET) and water use efficiency for grain production per unit of evapotranspired water during the growing season (WUEG,ET,s). We highlight a large number of conflicting results for the impact of management on ET and expose the complexity of the ET response to environmental factors. We analyse the influence of management practices on WUEG,ET,s in terms of the three main processes controlling it: (i) the proportion of transpiration in ET (T/ET), (ii) transpiration efficiency for shoot biomass production (TEB), and (iii) the harvest index. We directly relate the impact of management practices on T/ET to their effect on crop light interception and provide evidence that management practices significantly influence TEB. To optimize WUEG,ET,s, management practices should favor soil water availability during critical periods for seed set, thereby improving the harvest index. The need to improve the performance of existing crop growth models for the prediction of water-related grain yield determinants under different management practices is also discussed.


Assuntos
Solo , Água , Água/fisiologia , Grão Comestível , Produtos Agrícolas , Sementes
10.
J Clin Oncol ; 41(19): 3523-3533, 2023 07 01.
Artigo em Inglês | MEDLINE | ID: mdl-37071836

RESUMO

PURPOSE: Rituximab improves progression-free survival (PFS) and time to next treatment (TTNT) when compared with the watch and wait strategy for patients with low-tumor burden follicular lymphoma (FL). Prolonged rituximab maintenance did not prolong TTNT, whereas it raises concerns about resources use and patient adhesion. Our aim was then to investigate the use of short rituximab maintenance using the subcutaneous (SC) route in patients with low-tumor burden FL. METHODS: Patients with histologically confirmed CD20+ low-tumor burden FL were randomly assigned to receive either rituximab, 375 mg/m2 once daily on D1, D8, D15, and D22, intravenous route (IV, control arm), or rituximab, 375 mg/m2, on day 1 (D1), IV followed by rituximab 1,400 mg total dose, SC once daily on D8, D15, and D22, with maintenance at months 3 (M3), M5, M7, and M9 (experimental arm). The primary end point was PFS. Secondary end points included safety, overall response rates, TTNT, and overall survival (OS). RESULTS: Two hundred two patients with low-tumor burden FL were randomly assigned to the experimental (n = 100) or control arm (n = 102). The primary end point was met: the 4-year PFS was 58.1% (95% CI, 47.5 to 67.4) and 41.2% (95% CI, 30.6 to 51.6) in experimental and control arms, respectively (hazard ratio, 0.585 [0.393 to 0.871]; P = .0076). Complete response (CR) rates were 59.0% (95% CI, 48.7 to 68.7) in the experimental arm and 36.3% (95% CI, 27.0 to 46.4) in the control arm (P = .001). TTNT and OS were not significantly different. CR was associated with longer PFS and TTNT. High rituximab exposure during the first three months was independently associated with higher CR, PFS, and TTNT. CONCLUSION: SC rituximab improves PFS for patients with low-tumor burden FL when used in induction followed by short maintenance. High rituximab exposure during the first 3 months after treatment initiation is, however, the only parameter influencing patient outcomes.


Assuntos
Linfoma Folicular , Humanos , Rituximab , Linfoma Folicular/patologia , Carga Tumoral , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversos , Intervalo Livre de Progressão
11.
Rev. Fed. Centroam. Ginecol. Obstet. ; 27 (1), 2023;27(1): 28-29, 30 de abril de 2023.
Artigo em Espanhol | LILACS-Express | LILACS | ID: biblio-1426985
12.
Rev. Fed. Centroam. Ginecol. Obstet. ; 27 (1), 2023;27(1): 16-21, 30 de abril de 2023.
Artigo em Espanhol | LILACS-Express | LILACS | ID: biblio-1426982

RESUMO

Objetivo: Determinar los hallazgos ultrasonográficos y laparoscópicos en pacientes con endometriosis profunda en el Servicio de Ginecología del Complejo Hospitalario Dr. Arnulfo Arias Madrid, Caja de Seguro Social (CHMDAAM - CSS). Metodología: Estudio descriptivo observacional transversal retrospectivo donde se evaluaron mediante expedientes clínicos los hallazgos ultrasonográficos y laparoscópicos en 48 pacientes con endometriosis en el servicio de Ginecología del Complejo Hospitalario Dr. Arnulfo Arias Madrid. Resultados: La prevalencia de endometriosis fue mayor en el grupo etario de 31 a 40 años (58%). La mayoría de la sintomatología presentada fue en el grupo de 31 a 40 años. Siendo la dismenorrea el síntoma más frecuente. En los hallazgos ultrasonográficos, la mayoría se encontró en el comportamiento posterior, involucrando mayormente al recto. Los hallazgos laparoscópicos más frecuentes fueron en el comportamiento posterior. En nuestro estudio, 35 de 46 de las pacientes con hallazgos ultrasonográficos que demostraba endometriosis profunda, tenían en la laparoscopia endometriosis profunda. Es decir, el ultrasonido por mapeo de endometriosis fue capaz de predecir el 76% de los hallazgos por laparoscopia. Conclusiones: los hallazgos ultrasonográficos concuerdan en su mayoría con los hallazgos encontrados por laparoscopia, siendo el compartimiento posterior el más afectado, las lesiones en el recto fueron las más frecuentes encontradas. (provisto por Infomedic International)


Objective: To determine the ultrasonographic and laparoscopic findings in patients with deep endometriosis in the Gynecology Service of the Dr. Arnulfo Arias Madrid Hospital Complex, Caja de Seguro Social (CHMDAAM - CSS). Methodology: Retrospective cross-sectional observational descriptive study in which ultrasonographic and laparoscopic findings in 48 patients with endometriosis in the Gynecology Service of the Complejo Hospitalario Dr. Arnulfo Arias Madrid were evaluated by means of clinical records. Results: The prevalence of endometriosis was higher in the 31-40 years age group (58%). Most of the symptomatology presented was in the 31 to 40 years age group. Dysmenorrhea was the most frequent symptom. In the ultrasonographic findings, most were found in the posterior behavior, mostly involving the rectum. The most frequent laparoscopic findings were in the posterior behavior. In our study, 35 of 46 of the patients with ultrasonographic findings demonstrating deep endometriosis had deep endometriosis at laparoscopy. In other words, endometriosis mapping ultrasound was able to predict 76% of the laparoscopic findings. Conclusions: the ultrasonographic findings are mostly consistent with the findings found by laparoscopy, being the posterior compartment the most affected, lesions in the rectum were the most frequently found. (provided by Infomedic International)

14.
Cardiol Young ; 33(3): 362-365, 2023 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-35301974

RESUMO

Patent ductus arteriosus is the most common cardiac anomaly in our country. In the last few decades, there has been a lot of interest in developing less invasive techniques like video-assisted thoracoscopic clipping; nevertheless, this also has some complications. We present an 8-year-old female, which had been treated with video-assisted thoracoscopic clipping of patent ductus arteriosus. Five years later, she presented with a large aneurysm of the ductus arteriosus extending to the pulmonary trunk and a residual patent ductus arteriosus. A Cardia ASD occluder of 24 mm was placed in the aneurysm, and the residual ductus arteriosus was then closed with an Amplatzer Plug vascular II device of 10 mm, with a good outcome. The development of an aneurysm after video-assisted patent ductus arteriosus closure is apparently a non-reported complication; therefore, there are also no reports for its treatment. That is why we present this case as an option for its resolution.


Assuntos
Aneurisma , Permeabilidade do Canal Arterial , Canal Arterial , Dispositivo para Oclusão Septal , Feminino , Humanos , Criança , Permeabilidade do Canal Arterial/cirurgia , Artéria Pulmonar , Cateterismo Cardíaco/métodos , Resultado do Tratamento
15.
16.
bioRxiv ; 2023 Dec 20.
Artigo em Inglês | MEDLINE | ID: mdl-38187679

RESUMO

Normal hematopoiesis requires constant prolific production of different blood cell lineages by multipotent hematopoietic stem cells (HSC). Stem- and progenitor- cells need to balance dormancy with proliferation. How genetic alterations impact frequency, lineage potential, and metabolism of HSC is largely unknown. Here, we compared induced expression of KRAS G12D or RasGRP1 to normal hematopoiesis. At low-resolution, both Ras pathway lesions result in skewing towards myeloid lineages. Single-cell resolution CyTOF proteomics unmasked an expansion of HSC- and progenitor- compartments for RasGRP1, contrasted by a depletion for KRAS G12D . SCENITH™ quantitates protein synthesis with single-cell precision and corroborated that immature cells display low metabolic SCENITH™ rates. Both RasGRP1 and KRAS G12D elevated mean SCENITH™ signals in immature cells. However, RasGRP1-overexpressing stem cells retain a metabolically quiescent cell-fraction, whereas this fraction diminishes for KRAS G12D . Our temporal single cell proteomics and metabolomics datasets provide a resource of mechanistic insights into altered hematopoiesis at single cell resolution.

17.
Rev. chil. obstet. ginecol. (En línea) ; 87(6): 381-387, dic. 2022. tab, graf
Artigo em Espanhol | LILACS | ID: biblio-1423748

RESUMO

Antecedentes: En Chile, la mitad de los casos de mortalidad perinatal son atribuibles a anomalías congénitas, y un tercio de estas corresponde a cardiopatías congénitas. Aproximadamente un 35% de estos últimos requerirán cirugía antes del año de vida, por lo que la pesquisa prenatal impacta profundamente en el pronóstico. Objetivo: Dar a conocer los resultados perinatales de pacientes con diagnóstico prenatal de canal atrio-ventricular controlados en el Centro de Referencia Perinatal Oriente (CERPO) entre los años 2003 y 2021, su asociación a otras anomalías, características demográficas y pronóstico a un año. Métodos: En este estudio se puede apreciar que tanto el pronóstico como el plan terapéutico posnatal dependerán de la presencia de otras alteraciones morfológicas y del estudio genético. De los factores estudiados, se puede concluir que tanto la presencia de anomalías cardiacas asociadas, como el grado de insuficiencia valvular y el tipo de canal no son predictores de la sobrevida perinatal. Conclusiones: Finalmente, en relación con la sobrevida posnatal, en este estudio, la sobrevida a un año de los recién nacidos vivos fue de un 52%, pero al desglosarlo en los niños con cariotipo euploide y trisomía 21, estos valores se tornan muy distintos, 44 y 81% respectivamente.


Background: In Chile, half of the perinatal mortality cases are attributable to congenital anomalies, and one third of these correspond to congenital heart disease. Approximately 35% of the later will require surgery before one year of life, so prenatal screening has a profound impact on the prognosis. Objective: To present the perinatal results of patients with a prenatal diagnosis of atrio-ventricular canal controlled at Centro de Referencia Perinatal Oriente CERPO) between 2003 and 2021, its association with other anomalies, demographic characteristics, and 1-year prognosis. Methods: In this study it can be seen that both the prognosis and the postnatal therapeutic plan will depend on the presence of other morphological alterations and the genetic study. From the factors studied, it can be concluded that the presence of associated cardiac anomalies, the degree of valvular insufficiency, and the type of canal are not predictors of perinatal survival. Conclusions: Finally, in relation to postnatal survival, in this study, the 1-year survival of live newborns was 52%, but when broken down into children with euploid karyotype and trisomy 21, these values become very different, 44 and 81% respectively.


Assuntos
Humanos , Masculino , Feminino , Gravidez , Recém-Nascido , Adulto , Comunicação Atrioventricular/diagnóstico , Comunicação Atrioventricular/mortalidade , Diagnóstico Pré-Natal , Resultado da Gravidez , Análise de Sobrevida , Chile/epidemiologia , Estudos Retrospectivos , Mortalidade Perinatal , Cardiopatias Congênitas/diagnóstico , Cardiopatias Congênitas/mortalidade
19.
PLoS Negl Trop Dis ; 16(4): e0010324, 2022 04.
Artigo em Inglês | MEDLINE | ID: mdl-35471983

RESUMO

BACKGROUND: The combination of Wolbachia-based incompatible insect technique (IIT) and radiation-based sterile insect technique (SIT) can be used for population suppression of Aedes aegypti. Our main objective was to evaluate whether open-field mass-releases of wAlbB-infected Ae. aegypti males, as part of an Integrated Vector Management (IVM) plan led by the Mexican Ministry of Health, could suppress natural populations of Ae. aegypti in urbanized settings in south Mexico. METHODOLOGY/PRINCIPAL FINDINGS: We implemented a controlled before-and-after quasi-experimental study in two suburban localities of Yucatan (Mexico): San Pedro Chimay (SPC), which received IIT-SIT, and San Antonio Tahdzibichén used as control. Release of wAlbB Ae. aegypti males at SPC extended for 6 months (July-December 2019), covering the period of higher Ae. aegypti abundance. Entomological indicators included egg hatching rates and outdoor/indoor adult females collected at the release and control sites. Approximately 1,270,000 lab-produced wAlbB-infected Ae. aegypti males were released in the 50-ha treatment area (2,000 wAlbB Ae. aegypti males per hectare twice a week in two different release days, totaling 200,000 male mosquitoes per week). The efficacy of IIT-SIT in suppressing indoor female Ae. aegypti density (quantified from a generalized linear mixed model showing a statistically significant reduction in treatment versus control areas) was 90.9% a month after initiation of the suppression phase, 47.7% two months after (when number of released males was reduced in 50% to match local abundance), 61.4% four months after (when initial number of released males was re-established), 88.4% five months after and 89.4% at six months after the initiation of the suppression phase. A proportional, but lower, reduction in outdoor female Ae. aegypti was also quantified (range, 50.0-75.2% suppression). CONCLUSIONS/SIGNIFICANCE: Our study, the first open-field pilot implementation of Wolbachia IIT-SIT in Mexico and Latin-America, confirms that inundative male releases can significantly reduce natural populations of Ae. aegypti. More importantly, we present successful pilot results of the integration of Wolbachia IIT-SIT within a IVM plan implemented by Ministry of Health personnel.


Assuntos
Aedes , Infertilidade Masculina , Wolbachia , Animais , Feminino , Humanos , Insetos , Masculino , México , Controle de Mosquitos/métodos , Mosquitos Vetores , Projetos Piloto
20.
Sensors (Basel) ; 22(5)2022 Feb 26.
Artigo em Inglês | MEDLINE | ID: mdl-35270994

RESUMO

In this paper, we addressed the problem of dataset scarcity for the task of network intrusion detection. Our main contribution was to develop a framework that provides a complete process for generating network traffic datasets based on the aggregation of real network traces. In addition, we proposed a set of tools for attribute extraction and labeling of traffic sessions. A new dataset with botnet network traffic was generated by the framework to assess our proposed method with machine learning algorithms suitable for unbalanced data. The performance of the classifiers was evaluated in terms of macro-averages of F1-score (0.97) and the Matthews Correlation Coefficient (0.94), showing a good overall performance average.


Assuntos
Algoritmos , Aprendizado de Máquina , Projetos de Pesquisa
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