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SecureQNN: Shielding the intellectual property of QNNs in TinyML systems

Costa, Miguel; Gomes, Tiago Manuel Ribeiro; Pinto, Sandro

Building accurate Machine Learning (ML) models requires substantial expertise and large-scale datasets typically only available in big data companies. These companies have been selling their models as Machine Learning as a Service. However, concerns about data privacy and the appliance of ML in mission-critical scenarios are forcing ML computation to move from the cloud to the deep edge, near sensor data. If ed...


Mértola (Portugal) entre Roma y el Islam. Evidencias de las transformaciones de...

Gómez-Martínez, Susana; Lopes, Vigílio; Palma, Mª de Fátima; Torres, Cláudio; Rodrigues, Clara; Fernandes, Marco; Rafael, Lígia; Costa, Miguel

The excavations of recent years in Mértola, Portugal, enabled the discovery of new contexts of occupation of the city, that attest the importance and dynamism of the city in Late Antiquity, also the continuities of its structures in the first centuries of Islamic rule and its slow transformations, and the new elements that were introduced into the urban landscape, especially from the 9th century. In this paper ...


Um banho privado na Mértola Islâmica: uma interpretação preliminar no contexto ...

Gómez-Martínez, Susana; Torres, Cláudio; Lopes, Virgílio; Rodrigues, Clara; Rafael, Lígia; Palma, Mª de Fátima; Fernandes, Marco; Costa, Miguel

Durante as escavações arqueológicas realizadas na Encosta do Castelo de Mértola, no mês de julho de 2023, foram encontradas estruturas correspondentes a uns pequenos banhos de época almóada (primeiras décadas do século XIII). Embora a escavação ainda não tenha sido concluída, numa parte significativa da sua área, foi possível identificar, sem lugar a dúvidas, o compartimento destinado à sala quente dos banhos e...


Childhood neglect: Another perspective on childhood obesity

Azevedo, Inês Alexandra; Aguiar, Benedita Bianchi; Silva, Joana; Marques, Elizabeth; Silva, Maria José; Monteiro, Virgínia; Gomes, Lúcia; Costa, Miguel

Childhood obesity is a multifactorial condition. Extreme cases are often associated with the inability of caregivers to follow the recommended diet plan, despite prior warnings of the potential risks associated of non-compliance. A seven-year-old girl with a body mass index (BMI) of 38.6 kg/m2 (z-score +7.3) and multiple comorbidities was seen in a Pediatric Nutrition outpatient consultation. After several atte...


O papel da IIoT na otimização de processos produtivos

Costa, Miguel; Ferreira, Pedro; Arroteia, Tatiana; Rolo, Ana


O papel da IIoT na otimização de processos produtivos

Costa, Miguel; Ferreira, Pedro; Arroteia, Tatiana; Rolo, Ana


Stromal Ascorbate Peroxidase (OsAPX7) Modulates Drought Stress Tolerance in Ric...

Jardim-Messeder, Douglas; Caverzan, Andreia; Balbinott, Natalia; Menguer, Paloma; Paiva, Ana L. S.; Lemos, Moaciria; Cunha, Juliana R.; Gaeta, Marcos L.

Chloroplast ascorbate peroxidases exert an important role in the maintenance of hydrogen peroxide levels in chloroplasts by using ascorbate as the specific electron donor. In this work, we performed a functional study of the stromal APX in rice (OsAPX7) and demonstrated that silencing of OsAPX7 did not impact plant growth, redox state, or photosynthesis parameters. Nevertheless, when subjected to drought stress...


Childhood neglect: Another perspective on childhood obesity

Azevedo, Inês Alexandra; Aguiar, Benedita Bianchi; Silva, Joana; Marques, Elizabeth; Silva, Maria José; Monteiro, Virgínia; Gomes, Lúcia; Costa, Miguel

Childhood obesity is a multifactorial condition. Extreme cases are often associated with the inability of caregivers to follow the recommended diet plan, despite prior warnings of the potential risks associated of non-compliance.A seven-year-old girl with a body mass index (BMI) of 38.6 kg/m2 (z-score +7.3) and multiple comorbidities was seen in a Pediatric Nutrition outpatient consultation. After several attem...


Acute Campylobacter spp. gastroenteritis in the Pediatric Emergency Department ...

Sá, Liliana; Pinheiro, Teresa; Silva, Joana; Pedrosa, Adriana; Soares, Laura; Costa, Miguel; Rocha, Cristina

Introduction: Campylobacter spp. is the main cause of pediatric acute bacterial gastroenteritis (ABG) in the European Union, with greater incidence in children under five years old. Most patients present complete recovery within days of infection, with no associated comorbidities. Antibiotic therapy should be reserved for severe cases. Objectives: The aim of this study was to investigate the epidemiology, sympt...


BMI changes and its effects on a paediatric obese population in the COVID-19 pa...

Azevedo, Inês Alexandra; Araújo, Sara Alves; Pinto, Diana; Silva , Joana; Gomes, Lúcia; Costa, Miguel

Introduction: The COVID-19 pandemic represented a major threat to global health. The special circumstances and changes to everyday life due to the worldwide measures had a strong impact, particularly in childhood and adolescent obesity. We aimed to evaluate the impact on the treatment of obesity and on the expression of comorbidities during the first lockdown. Methods: Retrospective cohort study of overweight a...


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