68 results on '"Leonardo Franco"'
Search Results
2. Comparative Analysis of TNF-alpha, TNF-R1, and TNF-R2 in Patients with Low-impact Fractures Due to Osteoporosis
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Abel Oliveira Marques Teixeira, Virmondes Rodrigues-Júnior, Bárbara Rocha Rodrigues, Danila Malheiros Souza, Leonardo Franco Pinheiro Gaia, and Denise Bertulucci Rocha Rodrigues
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osteoporosis ,tumor necrosis factor-alpha ,receptors, tumor necrosis factor ,Medicine ,Orthopedic surgery ,RD701-811 - Abstract
Abstract Objective To analyze the serum levels of TNF-alpha and its TNF-R1 and TNF-R2 receptors in the blood of patients with low-impact fractures due to osteoporosis, comparing between genders and with healthy patients. Methods The present study was conducted with a blood sample of 62 patients, divided into patients with osteoporosis and healthy patients. The results were obtained using the ELISA method. Cytokine concentrations were determined based on the absorbance values obtained. Results Serum TNF-alpha levels were undetectable in female patients, while in males they were found only in one patient, with no significant difference. Similar results were found in the analyses of TNF-R1 and TNF-R2 levels, a significant increase in levels of TNF-alpha receptors in the groups of patients with osteoporosis compared with the control groupinbothsexes.There wasnosignificant difference between the sexes in the dosage of both receptors within the group with osteoporosis. There was also a positive and significant correlation in the levels of TNF-R1 and TNF-R2 only in women. Conclusion The significant increase in TNF-R1 and TNF-R2 levels in women with osteoporosis suggest that the release and expression of these receptors may be contributing differently to the development of osteoporosis in men and women.
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- 2023
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3. Evaluation of Hormonal Influence in Patients with Fractures Attributed to Osteoporosis
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Danila Malheiros-Souza, Leonardo Franco Pinheiro Gaia, Fausto Fernandes de Almeida Sousa, Pedro Ivo Ferreira Favaro, Virmondes Rodrigues, and Denise Bertulucci Rocha Rodrigues
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osteoporosis ,hormones ,estradiol ,calcitonin ,parathyroid hormone ,Medicine ,Orthopedic surgery ,RD701-811 - Abstract
Abstract Objective The present study aims to evaluate the influence of hormonal levels of vitamin D, calcitonin, testosterone, estradiol, and parathyroid in patients with fractures attributed to osteoporosis when compared with young patients with fractures resulting from high-impact accidents. Methods Blood samples were collected from 30 elderly patients with osteoporosisattributed fractures (T-score ≤-2.5) (osteoporotic group), and from 30 young patients with fractures resulting from high-impact accidents (control group). Measurement of 1,25-hydroxyvitamin D (Kit Diasorin, Saluggia, Italy), calcitonin (Kit Siemens, Tarrytown, NY, USA), testosterone, estradiol, and parathyroid hormone (Kit Beckman Couter, Indianapolis, IN, United States) was performed using a chemiluminescence technique. Data were inserted into a Microsoft Excel (Microsoft Corp., Armonk, WA, USA) spreadsheet and analyzed using Statview statistical software. Results showing non-normal distribution were analyzed with nonparametric methods. The Mann-Whitney test was applied for group comparison, and a Spearman test correlated hormonal levels. Statistical significance was set at p < 0.05. All analyzes compared gender and subjects with and without osteoporosis. Results Women with osteoporosis had significantly lower levels of estradiol and vitamin D (p = 0.047 and p = 0.0275, respectively). Men with osteoporosis presented significantly higher levels of parathyroid hormone (p = 0.0065). There was no significant difference in testosterone and calcitonin levels. Conclusion Osteoporosis patients presented gender-related hormonal differences. Women had significantly lower levels of estradiol and vitamin D, whereas men had significantly higher parathyroid hormone levels, apparently impacting the disease.
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- 2022
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4. WHAT IS THE KNOWLEDGE OF ELEMENTARY SCHOOL TEACHERS ABOUT SCOLIOSIS?
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ANDERSON ALVES DIAS, MARCOS VINICIUS LAZARINI DA CUNHA, LEONARDO FRANCO PINHEIRO GAIA, NÍCOLAS SANTOS DE OLIVEIRA, ANDRÉA LICRE PESSINA GASPARINI, ISABEL APARECIDA PORCATTI DE WALSH, and DERNIVAL BERTONCELLO
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Scoliosis ,School Teachers ,Adolescent ,Prevalence ,Medicine ,Orthopedic surgery ,RD701-811 - Abstract
ABSTRACT Objective: To evaluate the knowledge about scoliosis in teachers of municipal public schools. Methods: In total, 126 professionals were interviewed using a standard questionnaire containing issues related to scoliosis. Results: 31% of interviewees did not know what scoliosis is. Of those who knew 89.65% were partially correct about the definition. Of those who claimed to know how the scoliosis diagnosis is made, only 25.58% were completely correct. When questioned about the Adams test, 84.9% did not know it. Among the interviewees, 57.9% answered that it is impossible to identify scoliosis by a simple examination of their students and, off these, 86.3% stated the lack of knowledge about the subject; and 92.1% considered that training for the diagnosis and early identification of scoliosis in students. Conclusion: This study holds social impact since the interviewed teachers were not knowledgeable about the subject and had difficulty in providing a definition of the condition and in how to proceed with the investigation. Continuous education activities and the inclusion of this subject on the curricula of teacher education programs would improve the early diagnosis and treatment of scoliosis, with high success rates. Level of Evidence IV, Economic and Decision Analyses.
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- 2023
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5. Editorial: AI and multi-omics for rare diseases: Challenges, advances and perspectives, Volume II
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Silvia Bottini, Frank Emmert-Streib, and Leonardo Franco
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rare disease ,artificial intelligence ,AI ,multi-omics ,personalized medicine ,diagnosis ,Biology (General) ,QH301-705.5 - Published
- 2022
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6. Numerical Simulation of Debris Flows of the Catastrophic Event of February 2019 in Mirave – Peru
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Alexandre Almeida Del Savio, Samuel Ismael Quisca Astocahuana, and Leonardo Franco Castillo Navarro
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debris flow ,hazard assessment ,hydrographs ,hyperconcentrated flow ,mud flow ,Environmental sciences ,GE1-350 - Abstract
Debris flows are geophysical phenomena, caused by torrential rain, which occur in mountainous areas, characterized by the detachment of slope and riverbed materials and their consequent dislodge through watersheds and streams. Debris flows usually carry sludge, water and rocks, and can destroy everything in their path. On February 8th, 2019, an event of this type occurred and destroyed Mirave’s community in Peru, which was located in the areas of transport and deposition of debris flows. This research presents the modeling and numerical simulation to reproduce the transport and deposition processes of the debris flow that occurred in Mirave. The initiation process of the debris flow in streams was represented by hydrographs obtained from the estimated rain runoff volumes and solid materials found at each evaluated micro watershed. The numerical simulation results show acceptable results in terms of reproduction of the extension of the affectation and deposition areas of solids related to the studied debris flow. The resulting velocity field shows an adequate representation of the erosion zones observed in the area. The model used for evaluating the disaster risk by debris flows can predict and delimit, with acceptable accuracy, the potentially dangerous areas for a mudslide event. The application of the proposed methodology for assessing the disaster risk due to debris flows at watersheds and streams is useful to understand the extent of debris flow affectation during extreme weather events, as well as to develop emergency plans, and to formulate disaster management policies in Peru or in other countries with similar conditions.
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- 2019
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7. Editorial: AI and Multi-Omics for Rare Diseases: Challenges, Advances and Perspectives
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Silvia Bottini, Frank Emmert-Streib, and Leonardo Franco
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rare disease ,artificial inteligence ,bioinformatic ,multi-omic ,diagnosis ,Biology (General) ,QH301-705.5 - Published
- 2021
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8. Integration of a Passive Exoskeleton and a Robotic Supernumerary Finger for Grasping Compensation in Chronic Stroke Patients: The SoftPro Wearable System
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Gionata Salvietti, Leonardo Franco, Martin Tschiersky, Gerjan Wolterink, Matteo Bianchi, Antonio Bicchi, Federica Barontini, Manuel Catalano, Giorgio Grioli, Mattia Poggiani, Simone Rossi, and Domenico Prattichizzo
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assistive robotics ,wearable robotics ,exoskeletons ,human-robot interfaces ,upper-limb impairments ,Mechanical engineering and machinery ,TJ1-1570 ,Electronic computers. Computer science ,QA75.5-76.95 - Abstract
Upper-limb impairments are all-pervasive in Activities of Daily Living (ADLs). As a consequence, people affected by a loss of arm function must endure severe limitations. To compensate for the lack of a functional arm and hand, we developed a wearable system that combines different assistive technologies including sensing, haptics, orthotics and robotics. The result is a device that helps lifting the forearm by means of a passive exoskeleton and improves the grasping ability of the impaired hand by employing a wearable robotic supernumerary finger. A pilot study involving 3 patients, which was conducted to test the capability of the device to assist in performing ADLs, confirmed its usefulness and serves as a first step in the investigation of novel paradigms for robotic assistance.
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- 2021
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9. Comparative study between the hemocytometric and spectrophotometric methods for measuring the sperm concentration of young Nelore bulls
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Cléber Cardeal, Luiz Romulo Alberton, André Giarola Boscarato, Mirelly Vitalina Rocha, Lucas Giovanni Lima Marchetti, Gustavo Guerino Macedo, Emerson Luiz Botelho Lourenço, and Leonardo Franco Martins
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Absorbance ,Andrology ,Bos indicus ,Neubauer chamber ,Semen. ,Agriculture (General) ,S1-972 - Abstract
Determination of sperm concentration using the Neubauer chamber (hemocytometric method) is a direct method for counting cells and also the most reliable. However, the process is time-consuming rendering it the least practical method when large numbers of ejaculates need to be processed. The spectrophotometer measures sperm concentrations as optical density and its main advantages are practicality and speed. This paper aimed to compare the results between evaluators using the hemocytometric method and the spectrophotometer for measuring sperm concentrations in young Nelore bulls. In total, 73 ejaculations from 20 young Nelore bulls were collected by electroejaculation. After soundness examination, 10 µL of the semen was diluted in 2 mL saline formaldehyde for measuring the sperm concentration per mL by the hemocytometric method (measured by three different evaluators) and the spectrophotometer method at 550 nm wavelength. No differences were detected in the results of sperm concentration measurements per mL among the evaluators using the hemocytometric method and the spectrophotometer (P > 0.05). The intraclass correlation was high (0.9), showing high replicability among the evaluator measurements. These results demonstrate that measurements performed using the spectrophotometer are reliable and can substitute the hemocytometric method in future for performing sperm concentration measurements in young Nelore bulls, thus improving and standardizing the techniques used in andrology laboratories.
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- 2017
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10. Transfer learning with convolutional neural networks for cancer survival prediction using gene-expression data.
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Guillermo López-García, José M Jerez, Leonardo Franco, and Francisco J Veredas
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Medicine ,Science - Abstract
Precision medicine in oncology aims at obtaining data from heterogeneous sources to have a precise estimation of a given patient's state and prognosis. With the purpose of advancing to personalized medicine framework, accurate diagnoses allow prescription of more effective treatments adapted to the specificities of each individual case. In the last years, next-generation sequencing has impelled cancer research by providing physicians with an overwhelming amount of gene-expression data from RNA-seq high-throughput platforms. In this scenario, data mining and machine learning techniques have widely contribute to gene-expression data analysis by supplying computational models to supporting decision-making on real-world data. Nevertheless, existing public gene-expression databases are characterized by the unfavorable imbalance between the huge number of genes (in the order of tenths of thousands) and the small number of samples (in the order of a few hundreds) available. Despite diverse feature selection and extraction strategies have been traditionally applied to surpass derived over-fitting issues, the efficacy of standard machine learning pipelines is far from being satisfactory for the prediction of relevant clinical outcomes like follow-up end-points or patient's survival. Using the public Pan-Cancer dataset, in this study we pre-train convolutional neural network architectures for survival prediction on a subset composed of thousands of gene-expression samples from thirty-one tumor types. The resulting architectures are subsequently fine-tuned to predict lung cancer progression-free interval. The application of convolutional networks to gene-expression data has many limitations, derived from the unstructured nature of these data. In this work we propose a methodology to rearrange RNA-seq data by transforming RNA-seq samples into gene-expression images, from which convolutional networks can extract high-level features. As an additional objective, we investigate whether leveraging the information extracted from other tumor-type samples contributes to the extraction of high-level features that improve lung cancer progression prediction, compared to other machine learning approaches.
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- 2020
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11. Identificación de lesiones testiculares no palpables por medio de ultrasonografía en toros
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Rogério Oliveira Pinho, José Carlos Montes Vergara, Deiler Sampaio Costa, João Gabriel da Silva Neves, Jeanne Broch Siqueira, Leonardo Franco Martins, and José Domingos Guimarães
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Agriculture (General) ,S1-972 ,Medicine (General) ,R5-920 ,Biology (General) ,QH301-705.5 - Published
- 2019
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12. Testicular echotexture and seminal quality of young Montana Tropical Compound bulls classified as sound and unsound for breeding
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Rogério Oliveira Pinho, Deiler Sampaio Costa, Jeanne Broch Siqueira, Alberto Yukio Chaya, Tamires Miranda Neto, Leonardo Franco Martins, Simone Eliza Facioni Guimarães, and José Domingos Guimarães
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breeding soundness evaluation ,bulls ,reproductive physiology ,testicular ultrassonography ,Animal culture ,SF1-1100 - Abstract
The objective of this study was to investigate the relationship between testicular echotexture and seminal quality, in addition to evaluate the testicular parenchyma echogenicity pattern in young Montana bulls classified as sound and unsound for breeding. Fifty-two young Montana Tropical Compound bulls from 22 to 33 months of age were used. The animals were previously evaluated by breeding soundness evaluation and thereafter divided into two groups of breeding soundness classes: 1 = 16 animals sound for breeding; 2 = 36 animals unsound for breeding by means of physical and morphological analysis of semen. All animals underwent an ultrasound examination of the testes, and the images were analyzed with the software "Image J". ANOVA was used for statistical analysis, to determine the effect of groups in relation to testicular measurements, physical and morphological semen features and ultrasound pixel analysis. There was a difference between scrotal circumference between classes, with 39.7±2.1 cm and 37.3±3.1 cm for sound and unsound animals, respectively. Regarding testicular echotexture, mean values for the pixel intensity were 95.7 and 94.0 for sound and unsound animals for breeding, respectively, with no difference between the classes. None of the studied parameters were correlated with each other, indicating that the quantification of the pixel intensity in testicular echotexture was not effective in determining the degree of sexual maturity in Montana Tropical Compound bulls.
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- 2012
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13. Avaliação de diferentes osmolaridades de soluções hiposmóticas e tempos de incubação no teste hiposmótico do sêmen de touros Nelore Evaluation of different osmolarity among hiposmotic solutions and incubation time in hiposmotic test of Nellore bulls semen
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Leonardo Franco Martins, Rogério Oliveira Pinho, Renan Moreira Paraizo, Renan Reis de Oliveira, Erick Fonseca Castilho, and José Domingos Guimarães
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Bos indicus ,criopreservação ,espermatozoide ,testes complementares ,complementary tests ,cryopreservation ,spermatozoa ,Animal culture ,SF1-1100 - Abstract
O objetivo neste estudo foi avaliar diferentes osmolaridades e tempos de incubação durante o teste hiposmótico e suas correlações com a congelabilidade do sêmen de touros zebuínos. Foram utilizados 30 ejaculados de seis touros adultos da raça Nelore. No sêmen in natura foi feita avaliação física e morfológica, classificação quanto à coloração supravital e o teste hiposmótico. No teste hiposmótico foram utilizadas soluções com osmolaridades de 60, 100, 150 mOsm/kg e água destililada (19 mOsm/kg) om 15, 30 e 60 minutos de período de incubação a 37ºC. Após a criopreservação, as amostras foram descongeladas e avaliadas quanto aos testes hiposmótico, à coloração supravital, ao teste de termorresistência lento e à coloração fluorescente. Não foram detectadas interações entre os tempos e as osmolaridades. Não houve diferenças para os valores médios de espermatozoides reativos incubados nas soluções com diferentes osmolaridades para o sêmen congelado/ descongelado. Apenas a utilização de água destilada determinou diferença nos valores médios obtidos no teste hiposmótico realizado no sêmen in natura. Não houve diferença entre os valores médios de espermatozoides reativos incubados com diferentes tempos de incubação, tanto no sêmen in natura como no sêmen congelado/descongelado. O teste hiposmótico pode ser realizado com 15 minutos de incubação, e com uma solução que varie a osmolaridade de 60 a 150 mOsm/kg, tanto no sêmen in natura como no sêmen congelado/descongelado.The objective of this study was to evaluate different osmolarities and incubation times during the hiposmotic test and its correlation with cryopreservation of semen of Zebu bulls. It was used 30 ejaculates from six mature Nelore bulls. It was performed physical and morphological evaluation, supravital staining classification and hiposmotic test in the fresh semen. In the hiposmotic test, solutions with osmolarities of 60, 100, 150 mOsm/kg and distilled water (19 mOsm/kg) were used at 15, 30 and 60 minutes of incubation at 37ºC. After cryopreservation, the samples were thawed and evaluated for hiposmotic test, supravital staining, slow termoresistance test and for fluorescent stain. No interactions were detected between incubation times and solution osmolarities. There were no differences in average values of reactive sperm incubated in different solutions with different osmolarities for frozen/thawed semen. Only the use of distilled water determined differences in the average values obtained in the hiposmotic test performed in fresh semen. There was no difference between the mean values of reactive spermatozoa incubated with different incubation time in both fresh and frozen/thawed semen. Hiposmotic test can be accomplished in 15 minutes of incubation time and with a solution which varies osmolarity from 60 to 150 mOsm/kg in both fresh and frozen/thawed semen.
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- 2011
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14. Um novo escore para opacificação tomográfica dos seios paranasais em crianças A new score for tomographic opacificacation of paranasal sinuses in children
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Severino Aires de Araújo Neto, Emílio Carlos Elias Baracat, and Leonardo Franco Felipe
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pediatria ,radiologia ,sinusite ,tomografia ,pediatrics ,radiology ,sinusitis ,tomography ,Otorhinolaryngology ,RF1-547 - Abstract
Vários escores foram criados para medir alterações dos seios paranasais pela tomografia computadorizada. Atualmente o sistema de Lund e Makcay é o mais aceito. Contudo, em crianças seu resultado pode sofrer interferência do processo de desenvolvimento. OBJETIVO: Medir precisão e acurácia de um novo escore tomográfico, denominado "razão opacificação-desenvolvimento", cujo resultado traduz a percentagem de opacificação da área sinusal. MATERIAL E MÉTODOS: Estudo prospectivo transversal em pacientes de até 18 anos, submetidos à tomografia computadorizada de seios paranasais para avaliação de rinossinusite. Dois radiologistas avaliaram independentemente cada exame, utilizando o sistema de Lund e o escore aqui proposto. RESULTADO: A razão opacificação-desenvolvimento apresentou concordância intra e interobservador, equivalentes àqueles atingidos pelo sistema de Lund (Kappa > 0,60). Utilizando o sistema de Lund como padrão-ouro, o ponto de corte da razão opacificação-desenvolvimento com melhor acurácia foi o valor de 15, com sensibilidade e especificidade próximas de 90%. Houve forte correlação linear entre as escalas dos dois métodos (r > 0,90). CONCLUSÃO: A razão opacificação-desenvolvimento é um método preciso, com boa correlação com o sistema de Lund. Um ponto de corte de 15 pode ser utilizado para definir teste positivo.Many score methods have been created to measure paranasal sinus abnormalities seen under CT scan. Currently, the Lund-Mackay staging system is widely accepted. However, its results may be affected by the development in children. AIM: To assess the precision and accuracy of a new tomography score, called "opacification-development ratio". It translates the percentage of sinus area that is opaque. MATERIALS AND METHODS: A cross-sectional study was prospectively conducted in patients ranging from 0-18 years of age who underwent CT scan assessment of rhinosinusitis. Two independent radiologists examined each scan twice, using both the Lund system and the ratio herein proposed. RESULTS: The opacification-development ratio reached substantial intra and inter-examiner agreement, similar to the Lund system (Kappa > 0.60). Considering the Lund system as the gold standard, the most accurate cut-off point was approximately 15 (sensitivity and specificity approach 90%). There was a strong linear correlation between the two methods (r > 90). CONCLUSIONS: opacification-development ratio is precise and correlates with the Lund system. A cut-off point set at 15 could be used to call a test positive.
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- 2010
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15. Efeitos do tempo de descompressão após trauma medular na recuperação neurológica em ratos Wistar Effects of decompression time after spinal cord injury on neurologic recovery in Wistar rats
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César de César Netto, Leonardo Franco Pinheiro Gaia, Alexandre Adorno Sattin, Alexandre Fogaça Cristante, Raphael Martus Marcon, Tarcísio Eloy Pessoa de Barros Filho, Reginaldo Perilo Oliveira, Ivan Dias Rocha, Arthur Roncon Dias, and Clarissa Harumi Omori
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Traumatismos da medula espinal ,Ratos Wistar ,Descompressão ,Spinal cord injuries ,Rats, Wistar ,Decompression ,Medicine ,Orthopedic surgery ,RD701-811 - Abstract
OBJETIVO: Lesões traumáticas da medula espinal são frequentemente observadas no ambiente hospitalar de politraumatismos e cursam com grande morbi-mortalidade além de grandes custos psico-sociais e de saúde publica. Até os dias de hoje o tratamento destas lesões permanece controverso, sendo que diversos estudos na literatura compararam resultados do tratamento conservador e do tratamento cirúrgico imediato, precoce e tardio. O objetivo deste estudo é comparar a intervenção cirúrgica com descompressão imediata em relação à descompressão realizada após 1 hora de compressão medular. MÉTODOS: Acreditando no melhor resultado do tratamento cirúrgico este estudo realiza comparação experimental do tipo caso-controle, com análise histo-patológica e funcional, dos resultados no tratamento cirúrgico por laminectomia posterior, imediata e após 1 hora de compressão, em 25 ratos da raça Wistar. RESULTADOS: Respostas quanto à função e grau de déficit neurológico foram melhores nos ratos tratados por descompressão cirúrgica imediata em relação aos tratados após 1 hora de lesão (p=0,036). CONCLUSÃO: Quanto mais precoce a descompressão espinal nas lesões medulares traumáticas agudas, melhores seriam os resultados finais em relação à função e presença de déficit neurológico.OBJECTIVE: Traumatic spinal Cord injuries are common in patients with high-energy trauma, and have significant morbidity and mortality rates, as well as high psychological and social costs, causing a major impact on public health. To date, the treatment of such lesions remains controversial, with various studies in the literature comparing the results of non-surgical treatment with immediate, early or late surgical decompression. The objective of the present study is to compare the results of immediate and early (within 1 hour) spinal Cord decompression. METHODS: In the belief that the surgical treatment obtains the best result, this experimental study has a case-control design, with histopathological and functional analysis of the results of surgical treatment of 25 Wistar mice submitted to posterior laminectomy immediately, or after one hour of spinal Cord compression. RESULTS: in terms of functional and neurological deficit, the responses were better in the mice treated with immediate surgical decompression than in those treated one hour after the lesion (p=0.036). CONCLUSION: The earlier the decompression of spinal Cord injuries is performed, the better the end results in terms of the function and presence of neurological deficit.
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- 2010
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16. Transposição do enxerto vascularizado da fíbula pro fêmur diafisário sem microanastomoses Vascularized fibular graft transposition to upper femur avoiding microsurgery
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Luciano Ruiz Torres, Fernanda Bogdanovics Paganotti, Guilherme Pelosini Gaiarsa, Hsiang Wei Teng, Francisco Perez Soro Neto, Dan Carai Maia Viola, Fabiano Inácio de Souza, Clécio Seiji Yuhara, Rames Mattar Júnior, and Leonardo Franco Pinheiro Gaia
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Transplante ósseo ,Retalhos cirúrgicos ,Fíbula ,Músculo esquelético ,Bone transplantation ,Surgical flaps ,Fibula ,Muscle ,Skeletal ,Medicine ,Orthopedic surgery ,RD701-811 - Abstract
OBJETIVO: O estudo descreve uma maneira nova e simples de transplantar o enxerto ósseo vascularizado da fíbula pro fêmur diafisário sem necessidade de microcirurgia, demonstra o caso clínico operado com bom resultado quanto a vascularização e consolidação óssea e, por último, especula sobre possíveis outras aplicações dentro da cirurgia reconstrutiva. MÉTODOS: A fíbula vascularizada é transportada até o fêmur sem necessidade de microcirurgia, alcançando até sua metáfise proximal através das comunicações das perfurantes do músculo gêmeo lateral com as septais fibulares via retalho de pele póstero-lateral da perna que intersecciona os dois sistemas. RESULTADOS: O paciente operado evoluiu sem infecção. Cintilografia esquelética precoce demonstrou vascularização óssea. CONCLUSÃO: O retalho gêmeo fibular é nova arma no arsenal do cirurgião. Sua técnica é factível, reprodutível, seu tempo cirúrgico reduzido e o princípio de construção com ponte através de ilhas de pele e perfurantes poderá ser aplicado na construção de novos retalhos.OBJECTIVE: The study describes a new and simple way to transplanttranspose a vascularized fibular graft from the fibula to the femur diaphysis without the need for microsurgery, demonstrates a successful clinical case with good results with regards to vascularization and osseous consolidation, and speculates about other applications of this flap procedure in reconstructive surgery. METHODS: A stalked vascularized fibular bone graft was transferred without microsurgery. The bone reached the proximal diaphysis of the femur. Communication between the lateral gastrocnemius arterial system and fibular artery through a skin flap and it's perforating arteries allowed good vascularization to the graft. The concept of "perforating artery-to-perforating artery" was established with their vascular territories intersecting the skin island flap. RESULTS: The patient operated on healed without infection. Bone scintigraphy showed periosteal bone vascularization. CONCLUSION: The Cutaneous Gastrocnemius-Fibular Flap is a new weapon for the reconstructive surgeon. It´s practical and reliable, and its reduced surgery time and its principle of construction will be applicable to the creation of other flaps.
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- 2010
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17. Uso de própolis e ácido ascórbico na criopreservação do sêmen caprino Use of propolis and ascorbic acid on goat semen cryopreservation
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Erick Fonseca de Castilho, José Domingos Guimarães, Leonardo Franco Martins, Rogério Oliveira Pinho, Simone Eliza Facioni Guimarães, and Cláudio José Borela Espeschit
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ácido ascórbico ,antioxidantes ,caprinos ,criopreservação ,própolis ,sêmen ,acid ascorbic ,antioxidants ,cryopreservation ,goat ,propolis ,spermatozoa ,Animal culture ,SF1-1100 - Abstract
Os objetivos neste estudo foram verificar se a própolis e o ácido ascórbico têm efeito sobre a integridade da membrana plasmática dos espermatozoides de caprinos e investigar o potencial desses antioxidantes no uso de meios diluidores de criopreservação de sêmen caprino. Foram utilizados cinco bodes adultos das raças Alpina (n = 2) e Saanen (n = 3). Após a coleta de sêmen, realizaram-se o exame físico do sêmen e morfológico dos espermatozoides, o teste supravital e o teste hiposmótico. Em seguida, o sêmen fresco foi diluído com o diluidor Bioxcell® (controle); Bioxcell® + 0,25% de extrato liofilizado de própolis; Bioxcell® + 0,5% de extrato liofilizado de própolis; Bioxcell® + 0,05% de ácido ascórbico; ou Bioxcell® + 0,25% de ácido ascórbico. Após as diluições finais, foram avaliados a motilidade e o vigor espermático obtidos com cada diluidor e posteriormente o sêmen foi submetido a envase, resfriamento e congelamento. No sêmen fresco, os aspectos físicos e morfológicos e os resultados dos testes supravital e hiposmótico não diferiram entre os animais nem entre raças. As médias gerais de motilidade e vigor espermático e dos testes supravital e hiposmótico obtidos logo após o descongelamento e após 3 horas de teste de termorresistência diferiram entre si, de modo que o diluidor contendo ácido ascórbico e o controle foram similares e superiores àqueles contendo própolis. O ácido ascórbico mantém a integridade estrutural da membrana dos espermatozoides durante o processo de criopreservação, bem como sua viabilidade após o teste de termorresistência, e pode ser uma alternativa na composição de diluentes para criopreservação de sêmen caprino; a própolis não é eficaz na manutenção da integridade e da viabilidade espermática pós-descongelamento e é tóxica aos espermatozoides nas concentrações de 0,25 e 0,5%.The objectives of this study were to verify whether propolis and ascorbic acid have an effect on plasmatic membrane integrity of goat spermatozoa and investigate the potential of these antioxidants in the use of goats spermatozoa cryopreservation extenders. Five adult boars were used of the Alpine (n = 2) and Saanen (n = 3) breeds. After semen collection, the evaluation consisted of the physical and morphological exam, live and dead cells (supravital test) and hyposmotic swelling test. Afterwards, the fresh semen was diluted with the Bioxcell® extender (control); Bioxcell® + 0.25% freeze dried propolis extract); Bioxcell® + 0.5% freeze dried propolis extract); Bioxcell® + 0.05% ascorbic acid) or Bioxcell® + 0.25% ascorbic acid). After final dilutions, the sperm motility and vigor were assessed obtained in each extender, and then the semen was sealed, cooled and frozen. In fresh semen, the physical and morphological aspects and the results of the supravital test and hyposmotic swelling test did not differ between animals or breeds. The general means of the sperm motility and vigor, supravital test and hyposmotic swelling test obtained immediately after thawing and after three hours of heat resistence test were different, so that the extender with ascorbic acid and the control were similar and higher than the extenders containing propolis. The ascorbic acid maintained the structural integrity of the spermatozoa membrane during the cryopreservation process and its viability after the heat resistance test, and may be an alternative in extender composition for cryopreservation of goat semen; the propolis was not effective in maintaining sperm integrity and viability after thawing and was toxic to spermatozoa at concentrations of 0.25 and 0.5%.
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- 2009
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18. Advanced Online Survival Analysis Tool for Predictive Modelling in Clinical Data Science.
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Julio Montes-Torres, José Luis Subirats, Nuria Ribelles, Daniel Urda, Leonardo Franco, Emilio Alba, and José Manuel Jerez
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Medicine ,Science - Abstract
One of the prevailing applications of machine learning is the use of predictive modelling in clinical survival analysis. In this work, we present our view of the current situation of computer tools for survival analysis, stressing the need of transferring the latest results in the field of machine learning to biomedical researchers. We propose a web based software for survival analysis called OSA (Online Survival Analysis), which has been developed as an open access and user friendly option to obtain discrete time, predictive survival models at individual level using machine learning techniques, and to perform standard survival analysis. OSA employs an Artificial Neural Network (ANN) based method to produce the predictive survival models. Additionally, the software can easily generate survival and hazard curves with multiple options to personalise the plots, obtain contingency tables from the uploaded data to perform different tests, and fit a Cox regression model from a number of predictor variables. In the Materials and Methods section, we depict the general architecture of the application and introduce the mathematical background of each of the implemented methods. The study concludes with examples of use showing the results obtained with public datasets.
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- 2016
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19. Avaliação espermática e da concentração de proteínas solúveis no plasma seminal de bodes da raça Alpina em regime de monta controlada Reproductive performance, soluble proteins of the seminal plasm and hypoosmotic test in male goats of the Alpine breed under controlled mating
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Leonardo Franco Martins, Maria Cristina Baracat Pereira, José Domingos Guimarães, Eduardo Paulino da Costa, Thiago da Silva Silveira, Ciro Alexandre Alves Torres, Marcelo Teixeira Rodrigues, and Vandberg Barbosa Braz
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caprino ,concentração de proteínas do plasma ,teste hiposmótico ,goats ,hypoosmotic test ,plasma protein concentration ,Animal culture ,SF1-1100 - Abstract
Foram estudadas as relações entre a concentração de proteínas solúveis do plasma seminal, o teste hipoosmótico, a análise física e morfológica do sêmen e o desempenho reprodutivo de bodes da raça Alpina em regime de monta controlada. O experimento foi realizado durante os meses de fevereiro a abril de 2001. Foram realizadas 40 coletas de sêmen em quatro reprodutores adultos em regime de monta controlada. Em todas as coletas, além do exame físico e morfológico do sêmen, foram realizados os testes hipoosmóticos, isoosmóticos e a determinação da concentração de proteínas solúveis do plasma seminal. Foi detectada diferença entre os bodes na concentração de proteínas solúveis do plasma seminal, mas não houve diferença no teste hipoosmótico e no número de coberturas por prenhez. O teste hipoosmótico pode ser uma importante ferramenta para a avaliação de sêmen caprino, mas a concentração de proteínas solúveis do plasma seminal não pode ser utilizada como parâmetro para predizer a qualidade seminal e a fertilidade de bodes da raça Alpina utilizados em regime de monta natural.The relationships among soluble proteins of the seminal plasma, the hypoosmotic test, the physical and morphologic analyses of semen and the reproductive performance of male goats of the Alpine breed under controlled mating were studied using forty samples of semen from four adult male goats collected twice a week between February and April of 2001. Differences among male goats were observed for soluble protein concentration of the seminal plasma, but not for the hypoosmotic test and the pregnancy rate. These results suggest the hypoosmotic test may be used for the evaluation of goat semen, but the protein concentration of the seminal plasma can not be used as a parameter to predict the seminal quality and fertility of male goats of the Alpine breed.
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- 2006
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20. Avaliação de seis anos de fraturas cervicais subaxiais Evaluación de seis años de fracturas cervicales subaxiales Evaluation of six years of cervical sub-axial fractures
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Leonardo Franco Pinheiro Gaia, Helder de Souza Miyahara, Olavo Biraghi Letaif, Alexandre Sadao Iutaka, Alexandre Fogaça Cristante, Ivan Dias Rocha, Raphael Martus Marcon, Reginaldo Perilo Oliveira, and Tarcísio Eloy Pessoa de Barros Filho
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Fracturas de la columna vertebral ,Traumatismos de la médula espinal ,Vertebras cervicales ,Estudios retrospectivos ,Fraturas da coluna vertebral ,Traumatismo da medula espinal ,Vértebras cervicais ,Estudos retrospectivos ,Spinal fractures ,Spinal cord injuries ,Cervival vertebrae ,Retrospective studies ,Orthopedic surgery ,RD701-811 ,Diseases of the musculoskeletal system ,RC925-935 - Abstract
OBJETIVO: Avaliar retrospectivamente os fatores relacionados ao trauma cervical, segundo o tipo de fratura baseado na classificação AO. Levando-se em consideração aspectos etiológicos e epidemiológicos do evento. MÉTODOS: Foram analisados retrospectivamente prontuários de pacientes com fratura cervical, no período de 2004 a 2009. Estudou-se as fraturas subaxiais (C3-C7), por se enquadrarem em apenas uma classificação (AO). Usou-se radiografias frente e perfil, e tomografias para dividir as fraturas em A (compressão), B (distração) e C (rotação), de acordo com o padrão apresentado. Analisou-se os seguintes parâmetros: sexo, idade, classificação AO, mecanismo de trauma, presença de déficit neurológico, e tratamento cirúrgico ou conservador. RESULTADOS: Foram analisados 264 prontuários, sendo 216 pacientes do sexo masculino e 48 femininos. A média de idade destes pacientes foi de 38,55 anos. O mecanismo de trauma mais comum das fraturas cervical subaxiais foi o acidente automobilístico com 84 casos. Quanto ao tipo de fratura pela classificação AO, a mais frequente foi do tipo B. Dos casos avaliados, 136 pacientes apresentaram déficit neurológico, parcial ou completo. O tratamento cirúrgico foi realizado em 166 casos. CONCLUSÃO: Os dados apresentados demonstram que as fraturas cervicais representam um importante problema para a saúde no Brasil, pública e privada. A prevenção das fraturas cervicais apresenta a melhor relação custo benefício na abordagem destas lesões.OBJETIVO: Evaluar retrospectivamente los factores relacionados al trauma cervical, según el tipo de fractura, basándose en la clasificación AO, considerandose los aspectos etiológicos y epidemiológicos del evento. MÉTODOS: Fueron analizadas retrospectivamente las historias clínicas de pacientes con fractura cervical, desde el 2004 hasta el 2009. Se estudiaron las fracturas subaxiales (C3-C7), ya que éstas se encuadran en apenas una clasificación (AO). Se utilizaron radiografías en las incidencias frontal y lateral y tomografía computarizada, para dividir las fracturas en A (compresión), B (distracción) y C (rotación), de acuerdo con el patrón de presentación. Se analizaron los siguientes parámetros: sexo, edad, clasificación AO, mecanismo de trauma, presencia de déficit neurológico y tratamiento quirúrgico o conservador. RESULTADOS: Fueron analizadas 264 historias clínicas, siendo 216 pacientes hombres e 48 mujeres. La media de edad de éstos pacientes fue de 38,55 años. El mecanismo de trauma más común de las fracturas cervicales subaxiales fue el accidente automovilístico, con 84 casos. En cuanto al tipo de fractura según la clasificación AO, la más frecuente fue el tipo B. De los casos evaluados, 136 pacientes presentaron déficit neurológico parcial o completo. El tratamiento quirúrgico fue realizado en 166 casos. CONCLUSIÓN: Queda claro que las fracturas cervicales representan un importante problema para la salud pública y privada en Brasil. La prevención de fracturas cervicales presenta la mejor relación costo beneficio en el abordaje de éstas lesiones.OBJECTIVE: Retrospectively assess the factors related to cervical trauma, according to the type of fracture based on the AO classification, taking into account etiological and epidemiological aspects of the event. METHODS: Records of patients with cervical fractures were retrospectively reviewed, from 2004 to 2009. The sub-axial fractures (C3-C7) were studied because they fit into only one classification (AO). Frontal and lateral x-rays were used as well as CTs to divide the fractures into A (compression), B (distraction) and C (rotation), in accordance with the presented pattern. The following parameters were assessed: gender, age, AO classification, trauma mechanism, presence of neurological deficit, and conservative or surgical treatment. RESULTS: The study included 264 records from the spine, where 216 patients were male and 48 female. The average age of these patients was 38.55 years. The most common mechanism of injury of the cervical sub-axial fractures was car accident with 84 cases. Regarding the type of fracture by the AO classification, the most frequent was type B. Out of the assessed cases, 136 patients presented complete or partial neurological deficit. The surgical treatment was performed in 166 cases. CONCLUSION: It is clear, based on the data presented, that cervical fractures are a major problem to the public and private health in Brazil. The prevention of the cervical fractures presents the most cost-effective approach to these injuries.
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- 2013
21. The Generalization Complexity Measure for Continuous Input Data
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Iván Gómez, Sergio A. Cannas, Omar Osenda, José M. Jerez, and Leonardo Franco
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Technology ,Medicine ,Science - Abstract
We introduce in this work an extension for the generalization complexity measure to continuous input data. The measure, originally defined in Boolean space, quantifies the complexity of data in relationship to the prediction accuracy that can be expected when using a supervised classifier like a neural network, SVM, and so forth. We first extend the original measure for its use with continuous functions to later on, using an approach based on the use of the set of Walsh functions, consider the case of having a finite number of data points (inputs/outputs pairs), that is, usually the practical case. Using a set of trigonometric functions a model that gives a relationship between the size of the hidden layer of a neural network and the complexity is constructed. Finally, we demonstrate the application of the introduced complexity measure, by using the generated model, to the problem of estimating an adequate neural network architecture for real-world data sets.
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- 2014
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22. Semen quality and concentration of soluble proteins in the seminal plasma of Alpine bucks Semen quality and concentration of soluble proteins in the seminal plasma of Alpine bucks
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Simone Eliza Facione Guimarães, José Domingos Guimarães, Maria Cristina Baracat-Pereira, Leonardo Franco Martins, and Rogério Oliveira Pinho
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Aquaculture. Fisheries. Angling ,SH1-691 ,Animal culture ,SF1-1100 - Abstract
It was aimed to study the in vitro seminal quality analyzed by complementary tests and to compare them with physical, morphological and biochemical aspects of male goat semen of the Alpine breed. This experiment took place at the Federal University of Viçosa, situated at 20º45’ S latitude and 42º51’ W longitude, Southwest of Brazil. It was done during the summer months of January and February, and three adult male goats of the Alpine breed were used in intensive conditions. The semen was collected by artificial vagina method. In all semen samples (45 ejaculates), after the physical and morphological analysis, the hiposmotic test was done. In 24 ejaculates, it were done thermo-resistance test, and in 21 ejaculates it were determined the concentration of total soluble proteins in seminal plasma. The male goats presented difference in the semen physical and morphological aspects, in the hiposmotic test and thermo-resistance test, but they did not presented difference in total soluble proteins concentration in seminal plasma. Results of the slow thermo-resistance test and hiposmotic test were positively correlated (r = 0.60). It was concluded, according to our results, that the concentration of total soluble proteins in seminal plasma can not be used as a parameter to predict the seminal quality of Alpine bucks.It was aimed to study the in vitro seminal quality analyzed by complementary tests and to compare them with physical, morphological and biochemical aspects of male goat semen of the Alpine breed. This experiment took place at the Federal University of Viçosa, situated at 20º45’ S latitude and 42º51’ W longitude, Southwest of Brazil. It was done during the summer months of January and February, and three adult male goats of the Alpine breed were used in intensive conditions. The semen was collected by artificial vagina method. In all semen samples (45 ejaculates), after the physical and morphological analysis, the hiposmotic test was done. In 24 ejaculates, it were done thermo-resistance test, and in 21 ejaculates it were determined the concentration of total soluble proteins in seminal plasma. The male goats presented difference in the semen physical and morphological aspects, in the hiposmotic test and thermo-resistance test, but they did not presented difference in total soluble proteins concentration in seminal plasma. Results of the slow thermo-resistance test and hiposmotic test were positively correlated (r = 0.60). It was concluded, according to our results, that the concentration of total soluble proteins in seminal plasma can not be used as a parameter to predict the seminal quality of Alpine bucks.
- Published
- 2010
23. Perímetro escrotal e idade à puberdade em ovinos Merino Australiano submetidos a diferentes regimes alimentares - DOI: 10.4025/actascianimsci.v27i4.1179
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Antonio Bento Mancio, Luciane Lomas Santiago, Rafael H. Tonissi e Buschinelli de Goes, Leonardo Franco Martins, and Paulo Roberto Cecon
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escore corporal ,lupins ,não-púberes ,púberes ,restrição alimentar ,Animal culture ,SF1-1100 - Abstract
Testou-se a hipótese de que animais bem alimentados durante a vida fetal e durante o período pós-parto apresentariam melhor desempenho reprodutivo que aqueles com alimentação restrita durante a vida fetal e/ou no pós-parto, sendo animais com menor idade à puberdade. Utilizaram-se 120 ovelhas Merino Australiano prenhes com 60 dias de gestação, distribuídas em fatorial 2x2, com quatro níveis nutricionais, tendo metade de seus grupos invertidos. Os animais foram pesados no nascimento, e as ovelhas que pariram fêmeas foram eliminadas e os machos identificados por brincos de cores diferentes (laranja, roxo, preto e verde) e distribuídos entre os tratamentos. O escore corporal manteve as mesmas relações observadas para o peso corporal entre os grupos. Os animais de brinco preto apresentaram menor perímetro escrotal aos 132 dias, com maior crescimento escrotal, decorrente da melhora nutricional desses animais em determinados períodos. Como condição de escore corporal, o perímetro escrotal manteve a mesma relação entre os grupos, como observado para o peso corporal, com o grupo laranja com maior perímetro, seguido pelo grupo roxo, pelo verde e pelo preto. Apenas 62,5% dos animais manifestaram puberdade até o final do experimento. Os animais atingiram a puberdade com escore, com perímetro e com idade semelhantes, entretanto tiveram pesos diferentes
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- 2008
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24. Clinical-radiological aspects of primary extracranial meningioma of the ethmoid sinus in a child Aspectos clínico-radiológicos de meningioma primário do seio etmoidal em criança
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José Roberto Lopes Ferraz-Filho, Valdeci Hélio Floriano, Leonardo Franco Felipe, and José Alves Rocha-Filho
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Neurosciences. Biological psychiatry. Neuropsychiatry ,RC321-571 - Published
- 2008
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25. Denoising convolutional autoencoder configuration for condition monitoring of rotating machines
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Godói, Leonardo Franco de and Nóbrega, Eurípedes Guilherme de Oliveira
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- 2021
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26. Gestión natural de inundaciones.
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Fernanda Parra-Gómez, Luisa and Leonardo Franco-Idárraga, Freddy
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- *
BODIES of water , *FLOOD risk , *STREAMFLOW , *HYDRAULIC models , *HYDROLOGIC models - Abstract
This research evaluates natural flood management strategies in a mountain basin, the Olivares-Minitas creek in Manizales, Colombia, to quantify the effectiveness of their application in reducing floods. Hydraulic and hydrological modeling was performed simultaneously in Iber software. Multiple scenarios were proposed for three natural flood management alternatives: (1) making room for the channel, eliminating contractions and structures limitations, (2) changing the vegetation cover of the upper part of the basin, increasing the ground roughness, and (3) reconnect the stream with their floodplains, allowing the stream to dissipate flow and energy. Applying these strategies, the simulations resulted of the decrease the high discharges and the delay in peak times for the hydrographs. In conclusion, from natural solutions like rehabilitating, recovering the water body, and their ecosystem, is possible to manage and reduce the flooding risk, Attaining benefits through long-term reduction of flooding and enhancement of the river and its ecosystem. [ABSTRACT FROM AUTHOR]
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- 2024
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27. Differential abundances of four forms of Binder of SPerm 1 in the seminal plasma of Bos taurus indicus bulls with different patterns of semen freezability
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Magalhães, Marcos Jorge, Jr., Martins, Leonardo Franco, Senra, Renato Lima, Santos, Thaís Ferreira dos, Okano, Denise Silva, Pereira, Paulo Roberto Gomes, Faria-Campos, Alessandra, Campos, Sérgio Vale Aguiar, Guimarães, José Domingos, and Baracat-Pereira, Maria Cristina
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- 2016
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28. C-Mantec: A novel constructive neural network algorithm incorporating competition between neurons.
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José Luis Subirats, Leonardo Franco, and José M. Jerez
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- 2012
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29. Prevalência de escoliose idiopática do adolescente em escola da rede pública.
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Alves Dias, Anderson, Almeida Siqueira, Daniel, Bernardi Colombero, Rodrigo, Pinheiro Gaia, Leonardo Franco, Pessina Gasparini, Andréa Licre, Porcatti de Walsh, Isabel Aparecida, and Bertoncello, Dernival
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PREVENTIVE medicine ,SCOLIOSIS ,SPINE - Abstract
Copyright of Revista Sustinere is the property of Editora da Universidade do Estado do Rio de Janeiro (EdUERJ) and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
- Published
- 2023
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30. Generalization ability of Boolean functions implemented in feedforward neural networks.
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Leonardo Franco
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- 2006
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31. Short-term nickel residual effect in field-grown soybeans: nickel-enriched soil acidity amendments promote plant growth and safe soil nickel levels.
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Rodak, Bruna Wurr, Freitas, Douglas Siqueira, Bernardes, Leonardo Franco, Lima, G. J. E. O., Reis, A. R., Lavres Junior, José, and Guimarães Guilherme, Luiz Roberto
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SOIL amendments ,SOIL acidity ,SOILS ,SUSTAINABLE agriculture ,SOYBEAN ,PLANT growth - Abstract
Nickel-enriched soil acidity amendments (SAA) may be advantageous for neutralizing acidity and providing safe/uniform distribution of Ni in soils. We evaluated the short-term effects of Ni application on field-grown soybean yield, growth, and soil chemical attributes using three sources of SAA, two enriched with Ni (Ni-rich mining by-product and Ni-salt) and a commercial SAA. The tested Ni-enriched sources were effective in providing Ni to the soil at safe levels, neutralizing acidity and increasing base saturation. A one-time Ni application resulted in optimal Ni levels in the first cropping season, enhancing grain yield by up to 658 kg ha
−1 and improving nitrogen metabolism in soybean. A low residual effect of Ni was observed in the second year, with soil available Ni and plant Ni concentrations decreasing to sub-optimal levels and yield gains not being observed. In conclusion, the application of Ni-enriched SAA is a sustainable technology for agriculture, optimizing soil management practices. The SAA derived from by-products has benefits to the mining sector, meeting the 'Ensure Sustainable Consumption and Production Patterns' (SDG 12). Our findings suggest that this micronutrient may require a year-to-year adjustment via Ni-fertilization and the total Ni concentration in the soil should be monitored over the cropping seasons. [ABSTRACT FROM AUTHOR]- Published
- 2022
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32. FPGA Implementation of Neurocomputational Models: Comparison Between Standard Back-Propagation and C-Mantec Constructive Algorithm
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Francisco Ortega-Zamorano, Gustavo Juarez, Leonardo Franco, and José M. Jerez
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Speedup ,Theoretical computer science ,Artificial neural network ,Computer Networks and Communications ,Computer science ,General Neuroscience ,Computation ,020208 electrical & electronic engineering ,Computational intelligence ,02 engineering and technology ,Transfer function ,Constructive ,Backpropagation ,Computer engineering ,Artificial Intelligence ,0202 electrical engineering, electronic engineering, information engineering ,020201 artificial intelligence & image processing ,Field-programmable gate array ,Software - Abstract
Recent advances in FPGA technology have permitted the implementation of neurocomputational models, making them an interesting alternative to standard PCs in order to speed up the computations involved taking advantage of the intrinsic FPGA parallelism. In this work, we analyse and compare the FPGA implementation of two neural network learning algorithms: the standard and well known Back-Propagation algorithm and C-Mantec, a constructive neural network algorithm that generates compact one hidden layer architectures with good predictive capabilities. One of the main differences between both algorithms is the fact that while Back-Propagation needs a predefined architecture, C-Mantec constructs its network while learning the input patterns. Several aspects of the FPGA implementation of both algorithms are analyzed, focusing in features like logic and memory resources needed, transfer function implementation, computation time, etc. The advantages and disadvantages of both methods in relationship to their hardware implementations are discussed.
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- 2017
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33. Layer multiplexing FPGA implementation for deep back-propagation learning
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José M. Jerez, Leonardo Franco, Iván Gómez, and Francisco Ortega-Zamorano
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business.industry ,Computer science ,020101 civil engineering ,02 engineering and technology ,Parallel computing ,Multiplexing ,Backpropagation ,0201 civil engineering ,Computer Science Applications ,Theoretical Computer Science ,Computational Theory and Mathematics ,Artificial Intelligence ,0202 electrical engineering, electronic engineering, information engineering ,020201 artificial intelligence & image processing ,Layer (object-oriented design) ,business ,Field-programmable gate array ,Software ,Computer hardware - Published
- 2017
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34. Noisy Chaotic time series forecast approximated by combining Reny's entropy with Energy associated to series method: application to rainfall series
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Alvaro Orjuela Canon, Julian Pucheta, Victor Sauchelli, Yván Jesús Túpac Valdivia, Leonardo Franco, Paula Otano, and Cristian Rodriguez Rivero
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General Computer Science ,Artificial neural network ,Noise measurement ,business.industry ,020208 electrical & electronic engineering ,Chaotic ,02 engineering and technology ,White noise ,Machine learning ,computer.software_genre ,0202 electrical engineering, electronic engineering, information engineering ,Entropy (information theory) ,Artificial intelligence ,Electrical and Electronic Engineering ,Time series ,Predictability ,business ,Algorithm ,computer ,Smoothing ,Mathematics - Abstract
This article proposes that the combination of smoothing approach considering the entropic information provided by Renyi's method, has an acceptable performance in term of forecasting errors. The methodology of the proposed scheme is examined through benchmark chaotic time series, such as Mackey Glass, Lorenz, Henon maps, the Lynx and rainfall from Santa Francisca - Cordoba, with addition of white noise by using neural networks-based energy associated (EAS) predictor filter modified by Renyi's entropy of the series. When the time series is short or long, the underlying dynamical system is nonlinear and temporal dependencies span long time intervals, in which this are also called long memory process. In such cases, the inherent nonlinearity of neural networks models and a higher robustness to noise seem to partially explain their better prediction performance when entropic information is extracted from the series. Then, to demonstrate that permutation entropy is computationally efficient, robust to outliers, and effective to measure complexity of time series, computational results are evaluated against several non-linear ANN predictors to show the predictability of noisy rainfall and chaotic time series reported in the literature.
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- 2017
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35. Supervised discretization can discover risk groups in cancer survival analysis
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Emilio Alba, José M. Jerez, Nuria Ribelles, Leonardo Franco, and Iván Gómez
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Adult ,0301 basic medicine ,medicine.medical_specialty ,Discretization ,Decision tree ,Breast Neoplasms ,Health Informatics ,TNM staging system ,computer.software_genre ,03 medical and health sciences ,0302 clinical medicine ,Breast cancer ,medicine ,Humans ,Medical physics ,Survival analysis ,Aged ,Aged, 80 and over ,Proportional hazards model ,business.industry ,Middle Aged ,medicine.disease ,Survival Analysis ,Computer Science Applications ,030104 developmental biology ,Categorization ,Spain ,030220 oncology & carcinogenesis ,Female ,Data mining ,business ,computer ,Algorithms ,Software ,Predictive modelling - Abstract
TNM staging system remains the main prognostic classification in many adult cancers in order to predict treatment outcomes.Machine learning algorithms are performed to find different patient groups in the treatment of breast cancer disease.The new approaches found novel group risks that improve prediction results of breast cancer relapse. Discretization of continuous variables is a common practice in medical research to identify risk patient groups. This work compares the performance of gold-standard categorization procedures (TNM+A protocol) with that of three supervised discretization methods from Machine Learning (CAIM, ChiM and DTree) in the stratification of patients with breast cancer. The performance for the discretization algorithms was evaluated based on the results obtained after applying standard survival analysis procedures such as Kaplan-Meier curves, Cox regression and predictive modelling. The results show that the application of alternative discretization algorithms could lead the clinicians to get valuable information for the diagnosis and outcome of the disease. Patient data were collected from the Medical Oncology Service of the Hospital Clinico Universitario (Malaga, Spain) considering a follow up period from 1982 to 2008.
- Published
- 2016
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36. Smart sensor/actuator node reprogramming in changing environments using a neural network model
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Leonardo Franco, José M. Jerez, Ignacio Molina, José Luis Subirats, and Francisco Ortega-Zamorano
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Artificial neural network ,business.industry ,Computer science ,Circuit design ,Node (networking) ,Energy consumption ,Microcontroller ,Software ,Artificial Intelligence ,Control and Systems Engineering ,Arduino ,Embedded system ,Benchmark (computing) ,Electrical and Electronic Engineering ,business - Abstract
The techniques currently developed for updating software in sensor nodes located in changing environments require usually the use of reprogramming procedures, which clearly increments the costs in terms of time and energy consumption. This work presents an alternative to the traditional reprogramming approach based on an on-chip learning scheme in order to adapt the node behaviour to the environment conditions. The proposed learning scheme is based on C-Mantec, a novel constructive neural network algorithm especially suitable for microcontroller implementations as it generates very compact size architectures. The Arduino UNO board was selected to implement this learning algorithm as it is a popular, economic and efficient open source single-board microcontroller. C-Mantec has been successfully implemented in a microcontroller board by adapting it in order to overcome the limitations imposed by the limited resources of memory and computing speed of the hardware device. Also, this work brings an in-depth analysis of the solutions adopted to overcome hardware resource limitations in the learning algorithm implementation (e.g., data type), together with an efficiency assessment of this approach when the algorithm is tested on a set of circuit design benchmark functions. Finally, the utility, efficiency and versatility of the system is tested in three different-nature case studies in which the environmental conditions change its behaviour over time.
- Published
- 2014
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37. Lack of relationship between testicular echotexture and breeding soundness evaluation in adult Nelore bulls
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Jeanne Broch Siqueira, Luís Adriano Teixeira, Simone Eliza Facioni Guimarães, Rogério Oliveira Pinho, Leonardo Franco Martins, José Domingos Guimarães, and Deiler Sampaio Costa
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endocrine system ,medicine.medical_specialty ,General Veterinary ,urogenital system ,business.industry ,Testicular volume ,Ultrasound ,Testicular Parenchyma ,Echogenicity ,Semen ,Pixel intensity ,Biology ,urologic and male genital diseases ,Andrology ,Semen quality ,Endocrinology ,Internal medicine ,Testicular fibrosis ,medicine ,Animal Science and Zoology ,business - Abstract
The objective of this study was to describe the pattern of testicular echogenicity and the degree of commitment caused by fibrotic lesions in semen quality in adult Nelore bulls. A total of 402 extensively raised adult Nelore bulls were evaluated for breeding soundness and submitted to ultrasound examinations of their testes. Additionally, a testicular fibrosis score ranging from 0 to 5 was assigned to each bull to quantify the patterns, sizes and frequencies of the fibrotic lesions. No correlation was detected among the studied semen features and the pixel intensity values of the studied images. The testicular fibrosis score was only slightly correlated with scrotal circumference, testicular volume, and animal age. The other examined features did not correlate with the studied ultrasound parameters ( p >0.05). No correlation was detected between the fibrosis score and testicular sperm quality ( p >0.05). Thus, the appearance of the testicular parenchyma of the adult bulls did not correlate with breeding ability. Moreover, the varying degrees of testicular fibrosis did not appear to affect sperm quality. As a result, ultrasonic evaluation of the testes is not a useful tool for evaluating breeding soundness in old Nelore bulls.
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- 2013
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38. Missing data imputation using statistical and machine learning methods in a real breast cancer problem
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Miguel Martín, Ignacio Molina, Nuria Ribelles, Leonardo Franco, Pedro J. García-Laencina, José M. Jerez, and Emilio Alba
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Adult ,Databases, Factual ,Computer science ,Medicine (miscellaneous) ,Breast Neoplasms ,Machine learning ,computer.software_genre ,Breast cancer ,Artificial Intelligence ,Statistics ,medicine ,Humans ,Imputation (statistics) ,Aged ,Demography ,Aged, 80 and over ,Models, Statistical ,Artificial neural network ,business.industry ,Listwise deletion ,Middle Aged ,Prognosis ,Perceptron ,Missing data ,medicine.disease ,Survival Analysis ,Data set ,ROC Curve ,Female ,Pairwise comparison ,Artificial intelligence ,Neoplasm Recurrence, Local ,business ,computer ,Algorithms - Abstract
Objectives: Missing data imputation is an important task in cases where it is crucial to use all available data and not discard records with missing values. This work evaluates the performance of several statistical and machine learning imputation methods that were used to predict recurrence in patients in an extensive real breast cancer data set. Materials and methods: Imputation methods based on statistical techniques, e.g., mean, hot-deck and multiple imputation, and machine learning techniques, e.g., multi-layer perceptron (MLP), self-organisation maps (SOM) and k-nearest neighbour (KNN), were applied to data collected through the ''El Alamo-I'' project, and the results were then compared to those obtained from the listwise deletion (LD) imputation method. The database includes demographic, therapeutic and recurrence-survival information from 3679 women with operable invasive breast cancer diagnosed in 32 different hospitals belonging to the Spanish Breast Cancer Research Group (GEICAM). The accuracies of predictions on early cancer relapse were measured using artificial neural networks (ANNs), in which different ANNs were estimated using the data sets with imputed missing values. Results: The imputation methods based on machine learning algorithms outperformed imputation statistical methods in the prediction of patient outcome. Friedman's test revealed a significant difference (p=0.0091) in the observed area under the ROC curve (AUC) values, and the pairwise comparison test showed that the AUCs for MLP, KNN and SOM were significantly higher (p=0.0053, p=0.0048 and p=0.0071, respectively) than the AUC from the LD-based prognosis model. Conclusion: The methods based on machine learning techniques were the most suited for the imputation of missing values and led to a significant enhancement of prognosis accuracy compared to imputation methods based on statistical procedures.
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- 2010
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39. Multiclass Pattern Recognition Extension for the New C-Mantec Constructive Neural Network Algorithm
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Leonardo Franco, José Luis Subirats, Iván Gómez, and José M. Jerez
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Artificial neural network ,business.industry ,Time delay neural network ,Computer science ,Cognitive Neuroscience ,Supervised learning ,Pattern recognition ,Computer Science Applications ,Set (abstract data type) ,Multiclass classification ,Statistical classification ,Pattern recognition (psychology) ,Benchmark (computing) ,Computer Vision and Pattern Recognition ,Artificial intelligence ,business - Abstract
The new C-Mantec algorithm constructs compact neural network architectures for classsification problems, incorporating new features like competition between neurons and a built-in filtering stage of noisy examples. It was originally designed for tackling two class problems and in this work the extension of the algorithm to multiclass problems is analyzed. Three different approaches are investigated for the extension of the algorithm to multi-category pattern classification tasks: One-Against-All (OAA), One-Against-One (OAO), and P-against-Q (PAQ). A set of different sizes benchmark problems is used in order to analyze the prediction accuracy of the three multi-class implemented schemes and to compare the results to those obtained using other three standard classification algorithms.
- Published
- 2010
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40. Neural Network Architecture Selection: Can Function Complexity Help?
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Leonardo Franco, Iván Gómez, and José M. Jerez
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Network architecture ,Artificial neural network ,Computer Networks and Communications ,business.industry ,Generalization ,General Neuroscience ,Computational intelligence ,Function (mathematics) ,Complexity index ,Artificial Intelligence ,Complexity class ,Artificial intelligence ,Boolean function ,business ,Software ,Mathematics - Abstract
This work analyzes the problem of selecting an adequate neural network architecture for a given function, comparing existing approaches and introducing a new one based on the use of the complexity of the function under analysis. Numerical simulations using a large set of Boolean functions are carded out and a comparative analysis of the results is done according to the architectures that the different techniques suggest and based on the generalization ability obtained in each case. The results show that a procedure that utilizes the complexity of the function can help to achieve almost optimal results despite the fact that some variability exists for the generalization ability of similar complexity classes of functions.
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- 2009
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41. Prediction of Subjective Affective State From Brain Activations
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Fabian Grabenhorst, Leonardo Franco, and Edmund T. Rolls
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Adult ,Male ,Physiology ,Models, Neurological ,Neuroimaging ,Predictive Value of Tests ,Physical Stimulation ,Neural Pathways ,mental disorders ,Image Processing, Computer-Assisted ,medicine ,Humans ,Thermosensing ,Brain Mapping ,medicine.diagnostic_test ,General Neuroscience ,Brain ,Magnetic resonance imaging ,Hand ,Magnetic Resonance Imaging ,Oxygen ,Affect ,nervous system ,Female ,State (computer science) ,Psychology ,Neuroscience ,Algorithms ,Cognitive psychology - Abstract
Decoding and information theoretic techniques were used to analyze the predictions that can be made from functional magnetic resonance neuroimaging data on individual trials. The subjective pleasantness produced by warm and cold applied to the hand could be predicted on single trials with typically in the range 60–80% correct from the activations of groups of voxels in the orbitofrontal and medial prefrontal cortex and pregenual cingulate cortex, and the information available was typically in the range 0.1–0.2 (with a maximum of 0.6) bits. The prediction was typically a little better with multiple voxels than with one voxel, and the information increased sublinearly with the number of voxels up to typically seven voxels. Thus the information from different voxels was not independent, and there was considerable redundancy across voxels. This redundancy was present even when the voxels were from different brain areas. The pairwise stimulus-dependent correlations between voxels, reflecting higher-order interactions, did not encode significant information. For comparison, the activity of a single neuron in the orbitofrontal cortex can predict with 90% correct and encode 0.5 bits of information about whether an affectively positive or negative visual stimulus has been shown, and the information encoded by small numbers of neurons is typically independent. In contrast, the activation of a 3 × 3 × 3-mm voxel reflects the activity of ∼0.8 million neurons or their synaptic inputs and is not part of the information encoding used by the brain, thus providing a relatively poor readout of information compared with that available from small populations of neurons.
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- 2009
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42. Numerical Simulation of Debris Flows of the Catastrophic Event of February 2019 in Mirave - Peru.
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Del Savio, Alexandre Almeida, Astocahuana, Samuel Ismael Quisca, and Navarro, Leonardo Franco Castillo
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COMPUTER simulation ,FLOW simulations ,STREAMFLOW ,WENCHUAN Earthquake, China, 2008 ,EMERGENCY management ,MUDFLOWS - Abstract
Copyright of Revista Ambiente e Água is the property of Revista Ambiente e Agua and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
- Published
- 2019
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43. Object, Space, and Object-Space Representations in the Primate Hippocampus
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Jianzhong Xiang, Leonardo Franco, and Edmund T. Rolls
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Property (philosophy) ,genetic structures ,Physiology ,Action Potentials ,Spatial Behavior ,Hippocampus ,Hippocampal formation ,Brain mapping ,Discrimination Learning ,Memory ,Orientation ,biology.animal ,Spatial view cells ,Reaction Time ,Animals ,Primate ,Episodic memory ,Cerebral Cortex ,Neurons ,Brain Mapping ,biology ,General Neuroscience ,Object (computer science) ,Macaca mulatta ,nervous system ,Space Perception ,Visual Fields ,Psychology ,Neuroscience ,Photic Stimulation - Abstract
A fundamental question about the function of the primate including human hippocampus is whether object as well as allocentric spatial information is represented. Recordings were made from single hippocampal formation neurons while macaques performed an object-place memory task that required the monkeys to learn associations between objects and where they were shown in a room. Some neurons (10%) responded differently to different objects independently of location; other neurons (13%) responded to the spatial view independently of which object was present at the location; and some neurons (12%) responded to a combination of a particular object and the place where it was shown in the room. These results show that there are separate as well as combined representations of objects and their locations in space in the primate hippocampus. This is a property required in an episodic memory system, for which associations between objects and the places where they are seen are prototypical. The results thus provide an important advance by showing that a requirement for a human episodic memory system, separate and combined neuronal representations of objects and where they are seen “out there” in the environment, is present in the primate hippocampus.
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- 2005
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44. Information encoding in the inferior temporal visual cortex: contributions of the firing rates and the correlations between the firing of neurons
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Edmund T. Rolls, Leonardo Franco, Alessandro Treves, and NC Aggelopoulos
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General Computer Science ,Population ,Action Potentials ,Firing Rate ,Macaque ,Redundancy (information theory) ,Encoding (memory) ,biology.animal ,medicine ,Animals ,Visual Fixation ,Temporal Cortex ,education ,Visual Cortex ,Mathematics ,Neurons ,Temporal cortex ,education.field_of_study ,biology ,Macaca mulatta ,Temporal Lobe ,medicine.anatomical_structure ,Visual cortex ,nervous system ,Neuron ,Fixation Task ,Neuroscience ,Photic Stimulation ,Biotechnology - Abstract
The encoding of information by populations of neurons in the macaque inferior temporal cortex was analyzed using quantitative information-theoretic approaches. It was shown that almost all the information about which of 20 stimuli had been shown in a visual fixation task was present in the number of spikes emitted by each neuron, with stimulus-dependent cross-correlation effects adding for most sets of simultaneously recorded neurons almost no additional information. It was also found that the redundancy between the simultaneously recorded neurons was low, approximately 4% to 10%. Consistent with this, a decoding procedure applied to a population of neurons showed that the information increases approximately linearly with the number of cells in the population.
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- 2004
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45. The UNHCR Note on International Protection: Introduction
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Leonardo Franco
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Management, Monitoring, Policy and Law ,Law ,Demography - Published
- 1992
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46. Generalization and selection of examples in feedforward neural networks
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Leonardo Franco and Sergio A. Cannas
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Neurons ,Artificial neural network ,Generalization ,Cognitive Neuroscience ,Sampling (statistics) ,Perceptron ,Generalization error ,Feedback ,Arts and Humanities (miscellaneous) ,Parity problem ,Artificial Intelligence ,Feedforward neural network ,Neural Networks, Computer ,Algorithm ,Algorithms ,Mathematics - Abstract
In this work, we study how the selection of examples affects the learning procedure in a boolean neural network and its relationship with the complexity of the function under study and its architecture. We analyze the generalization capacity for different target functions with particular architectures through an analytical calculation of the minimum number of examples needed to obtain full generalization (i.e., zero generalization error). The analysis of the training sets associated with such parameter leads us to propose a general architecture-independent criterion for selection of training examples. The criterion was checked through numerical simulations for various particular target functions with particular architectures, as well as for random target functions in a nonoverlapping receptive field perceptron. In all cases, the selection sampling criterion lead to an improvement in the generalization capacity compared with a pure random sampling. We also show that for the parity problem, one of the most used problems for testing learning algorithms, only the use of the whole set of examples ensures global learning in a depth two architecture. We show that this difficulty can be overcome by considering a tree-structured network of depth 2 log2(N) – 1.
- Published
- 2000
47. Optimal prediction of mortality after abdominal aortic aneurysm repair with statistical models
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Linda Hands, Leonardo Franco, Vassilis G. Hadjianastassiou, José M. Jerez, Paris P. Tekkis, D. R. Goldhill, and Iordanis E. Evangelou
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medicine.medical_specialty ,Receiver operating characteristic ,business.industry ,Subgroup analysis ,medicine.disease ,Abdominal aortic aneurysm ,Confidence interval ,Surgery ,Intensive care ,Cohort ,Emergency medicine ,medicine ,Observational study ,Elective surgery ,Cardiology and Cardiovascular Medicine ,business - Abstract
Objective To identify the best method for the prediction of postoperative mortality in individual abdominal aortic aneurysm surgery (AAA) patients by comparing statistical modelling with artificial neural networks’ (ANN) and clinicians’ estimates. Methods An observational multicenter study was conducted of prospectively collected postoperative Acute Physiology and Chronic Health Evaluation II data for a 9-year period from 24 intensive care units (ICU) in the Thames region of the United Kingdom. The study cohort consisted of 1205 elective and 546 emergency AAA patients. Four independent physiologic variables—age, acute physiology score, emergency operation, and chronic health evaluation—were used to develop multiple regression and ANN models to predict in-hospital mortality. The models were developed on 75% of the patient population and their validity tested on the remaining 25%. The results from these two models were compared with the observed outcome and clinicians’ estimates by using measures of calibration, discrimination, and subgroup analysis. Results Observed in-hospital mortality for elective surgery was 9.3% (95% confidence interval [CI], 7.7% to 11.1%) and for emergency surgery, 46.7% (95% CI, 42.5 to 51.0%). The ANN and the statistical models were both more accurate than the clinicians’ predictions. Only the statistical model was internally valid, however, when applied to the validation set of observations, as evidenced by calibration (Hosmer-Lemeshow C statistic, 14.97; P = .060), discrimination properties (area under receiver operating characteristic curve, 0.869; 95% CI, 0.824 to 0.913), and subgroup analysis. Conclusions The prediction of in-hospital mortality in AAA patients by multiple regression is more accurate than clinicians’ estimates or ANN modelling. Clinicians can use this statistical model as an objective adjunct to generate informed prognosis.
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- 2006
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48. Foreword
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Leonardo Franco
- Subjects
Political Science and International Relations ,Geography, Planning and Development - Published
- 1994
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49. Respuestas y propuestas ante el riesgo de inundación de las ciudades colombianas.
- Author
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Idarraga, Freddy Leonardo Franco
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FLOOD control , *FLOODS , *FLOOD damage prevention , *RIVER engineering , *STREAM restoration , *URBAN planning & the environment , *RIVERS , *GOVERNMENT policy - Abstract
Due to the inadequate conjunction between water wealth and urban development, we are constantly having to deal with tragedy, spending huge resources on ongoing repair work on constructions and on helping the lood victims. However, no country is exempt from urban loods, its consequences may be vary according to the characteristics of the cities and their relationships with their bodies of water. After reviewing disaster statistics and the basic concepts of risk, and evaluating typical engineering proposals, this paper introduces some background to the problems in Colombia, and proposes a new form of river management as a solution. [ABSTRACT FROM AUTHOR]
- Published
- 2010
- Full Text
- View/download PDF
50. Neural Network Architecture Selection: Can Function Complexity Help?
- Author
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Iván Gómez, Leonardo Franco, and José Jerez
- Subjects
ARTIFICIAL neural networks ,SOFTWARE architecture ,COMPUTATIONAL complexity ,COMPUTER simulation ,COMPARATIVE studies ,BOOLEAN algebra ,DIFFERENCES ,NUMERICAL analysis - Abstract
Abstract  This work analyzes the problem of selecting an adequate neural network architecture for a given function, comparing existing approaches and introducing a new one based on the use of the complexity of the function under analysis. Numerical simulations using a large set of Boolean functions are carried out and a comparative analysis of the results is done according to the architectures that the different techniques suggest and based on the generalization ability obtained in each case. The results show that a procedure that utilizes the complexity of the function can help to achieve almost optimal results despite the fact that some variability exists for the generalization ability of similar complexity classes of functions. [ABSTRACT FROM AUTHOR]
- Published
- 2009
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