Improve the performance of transfer learning without fine-tuning using dissimilarity-based multi-view learning for breast cancer histology images

Breast cancer is one of the most common types of cancer and leading cancer-related death causes for women. In the context of ICIAR 2018 Grand Challenge on Breast Cancer Histology Images, we compare one handcrafted feature extractor and five transfer learning feature extractors based on deep learning. We find out that the deep learning networks pretrained on ImageNet have better performance than the popular handcrafted features used for breast cancer histology images. The best feature extractor achieves an average accuracy of 79.30%. To improve the classification performance, a random forest dissimilarity based integration method is used to combine different feature groups together. When the five deep learning feature groups are combined, the average accuracy is improved to 82.90% (best accuracy 85.00%). When handcrafted features are combined with the five deep learning feature groups, the average accuracy is improved to 87.10% (best accuracy 93.00%)

Exploring the role of service delivery in remarkable tourism experiences

The purpose of the article is to analyze through a service-experience framework the consequences and contingency factors of Service Delivery (SD) in Remarkable Tourism Experiences (RTE) and explore to what extent these factors interact to evoke delight behaviors in customers. The proposal was validated with empirical data from 284 tourists collected through survey method on remarkable experiences in hotels and restaurants. Both an exploratory and a confirmatory analysis were developed using structural equation modeling (SEM). The result highlights to what extent SD components identified (service staff, service availability, and customer service interaction) affect RTE and aid to evoke CD in tourists with high-quality memories. The service-experience model goes beyond the frontline employees with a service-oriented perspective to better understand the emerging factors that provide happiness in customers. The organizational staff is the most important component influencing a customer’s happiness and love feelings. The empirical findings support a model and measurement scale that allows analysis of the impact of SD component statements about customer delight (CD). The study shows the antecedents and interactions among SD emergent factors in RTE, specifically regarding CD behavior. The model proposed in this study links SD components and basic emotions and has important practical implications.This work was supported by Secretariat for Universities and Research, from the Department Economy and Knowledge of the Government of Catalonia, Spain; the European Social Fund, the Spanish Ministry of Science and Innovation [ECO2017-86054-C3-1-R], and the Autonomous Government of Catalonia [2017 SGR 1259].info:eu-repo/semantics/publishedVersio

Sentimientos de adolescentes con Diabetes Mellitus delante del proceso de vivir con la enfermedad

Qualitative research conducted in a diabetes service in the countryside of the state of Ceará, Brazil, with 11 teenagers with diabetes mellitus. The study aimed to understand the experience of adolescents facing the process of living with diabetes. Data were collected in 2007 May and June, through semi-structured interviews. It was observed that the teenager faces difficulties since the moment of diagnosis, especially because their food habits and lifestyles need to change, triggering feelings like fear, insecurity and anger. Over time, they incorporate the necessary changes to treatment and care, and begin to see the disease as normal. One concludes that it is necessary to understand teenagers, their behaviors, fears and desires and support them in the different areas of this experience.Investigación cualitativa, llevada a cabo en un servicio de diabetes del interior del estado de Ceará, Brasil, con 11 adolescentes con diabetes mellitus. El objetivo fue comprender la experiencia del adolescente delante del proceso de vivir con diabetes. Los datos fueron recolectados entre mayo y junio de 2007 a través de entrevistas semi estructuradas. Se observó que el adolescente enfrenta dificultades desde el momento del diagnóstico, sobre todo en el plan alimentar y cambios en el estilo de vida, desencadenando sentimientos como miedo, inseguridad e ira. Con el tiempo, incorporan los cambios necesarios al tratamiento y atención, y llegan a ver la enfermedad como algo normal. En conclusión, que es necesario entender los adolescentes, sus comportamientos, miedos y deseos, y apoyarlos en las diferentes áreas de esta experiencia.Pesquisa de natureza qualitativa, realizada em um serviço de diabetes do interior do Ceará com 11 adolescentes portadores de diabetes mellitus. O estudo objetivou compreender a experiência do adolescente frente ao processo de viver com o diabetes. Os dados foram coletados nos meses de maio e junho de 2007 por meio de entrevista semiestruturada. Constatou-se que o adolescente enfrenta dificuldades desde o momento do diagnóstico, principalmente no plano alimentar e nas mudanças no estilo de vida, desencadeando sentimentos como medo, insegurança e revolta. Com o passar do tempo, incorporam as mudanças necessárias ao tratamento e cuidados; e passam a ver a doença de forma normal. Conclui-se que é necessário compreender os adolescentes, seus comportamentos, medos e anseios e apoiá-los nos diversos âmbitos dessa experiência.Secretaria Municipal de Saúde de Pio IX-PI Programa de Saúde da FamíliaUniversidade Federal do Ceará Faculdade de Farmácia Odontologia e Enfermagem Departamento de EnfermagemUniversidade Federal de São Paulo (UNIFESP) Programa de Pós-Graduação em Saúde ColetivaUNIFESP, Programa de Pós-Graduação em Saúde ColetivaSciEL