Design and Development of a Conversational Agent for Cancer Patients
Autor(a) principal: | |
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Data de Publicação: | 2022 |
Tipo de documento: | Dissertação |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10362/138630 |
Resumo: | Cancer is a major public health issue and represents the most significant burden of disease in Portugal. With the overall increase in cancer patients, there is growing demand for bet- ter, more patient-centred healthcare. The lack of reliable information about the disease, including treatments and symptoms, is one of the most common unmet needs of a cancer patient. Consequently, user-friendly tools should be created to empower patients by ad- dressing their concerns. Chatbots are efficient tools to bridge the communication between health providers and patients, and have already been used successfully in healthcare. This study explored how people perceive a cancer chatbot and viewed preferences and expectations pertaining to communication between a chatbot and newly diagnosed cancer patients. A user exploratory study was carried out involving observations, interviews with stakeholders and co-creation sessions. The observations and interviews revealed the overall difficulties and concerns of cancer patients. The results allowed the conversational agent to be targeted to newly diagnosed cancer patients. The co-creation sessions allowed the exploration of the expectations and preferences for the tone of voice, content, and human characterization, which were then applied to develop the chatbot. This work culminated in the development of a conversational agent capable of recog- nizing and classifying the intention of the user and providing a perceptive and prompt response. The chatbot was created with the help of a Natural Language Understanding framework – Dialogflow. The chatbot was evaluated through user testing, scoring above the benchmark of the questionnaires employed in the usability test, and its completion rate was 82.9%. Further research and testing is needed, but these results demonstrated the viability of using a chatbot in a cancer hospital. By adding more data, the chatbot’s performance is expected to improve. |
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Design and Development of a Conversational Agent for Cancer PatientsChatbotsCo-designConversational agentsCancer patientseHealthDialogflowDomínio/Área Científica::Engenharia e Tecnologia::Outras Engenharias e TecnologiasCancer is a major public health issue and represents the most significant burden of disease in Portugal. With the overall increase in cancer patients, there is growing demand for bet- ter, more patient-centred healthcare. The lack of reliable information about the disease, including treatments and symptoms, is one of the most common unmet needs of a cancer patient. Consequently, user-friendly tools should be created to empower patients by ad- dressing their concerns. Chatbots are efficient tools to bridge the communication between health providers and patients, and have already been used successfully in healthcare. This study explored how people perceive a cancer chatbot and viewed preferences and expectations pertaining to communication between a chatbot and newly diagnosed cancer patients. A user exploratory study was carried out involving observations, interviews with stakeholders and co-creation sessions. The observations and interviews revealed the overall difficulties and concerns of cancer patients. The results allowed the conversational agent to be targeted to newly diagnosed cancer patients. The co-creation sessions allowed the exploration of the expectations and preferences for the tone of voice, content, and human characterization, which were then applied to develop the chatbot. This work culminated in the development of a conversational agent capable of recog- nizing and classifying the intention of the user and providing a perceptive and prompt response. The chatbot was created with the help of a Natural Language Understanding framework – Dialogflow. The chatbot was evaluated through user testing, scoring above the benchmark of the questionnaires employed in the usability test, and its completion rate was 82.9%. Further research and testing is needed, but these results demonstrated the viability of using a chatbot in a cancer hospital. By adding more data, the chatbot’s performance is expected to improve.O cancro é um dos maiores encargos no sistema nacional de saúde. Com o aumento da incidência de cancro, existe uma maior procura de cuidados de saúde que priorizem o paciente. Consequentemente, devem ser criadas ferramentas de fácil utilização, com o objetivo de habilitar os pacientes oncológicos com informação que aborde as suas dúvidas. Os chatbots são ótimas ferramentas de interação entre os pacientes e os sistemas de saúde, sendo já utilizados com sucesso. O objetivo deste estudo era desenvolver um produto focado particularmente no uti- lizador e que tivesse em conta as reais necessidades dos que lidam com a doença no seu dia a dia. Para tal, foi adotada uma metodologia de design participativo. Incluímos obser- vações e entrevistas a pacientes, cuidadores e colaboradores de um instituto oncológico, que permitiram compreender as principais dificuldades destes pacientes e direcionar o chatbot para os pacientes recém diagnosticados. Foram realizadas sessões de co-criação, que nos permitiram compreender melhor as expectativas e preferências relativamente ao tom de voz e outras características humanas associadas ao chatbot. Este trabalho culminou no desenvolvimento de um assistente virtual capaz de reco- nhecer e classificar a intenção do utilizador e fornecer uma resposta rápida e esclarecedora. O chatbot foi criado com a ajuda da framework Dialogflow. Foi utilizado um teste de usa- bilidade como forma de avaliação. Os resultados obtidos foram positivos e acima dos parâmetros de referência dos questionários e a taxa de conclusão foi de 82.9%. Será preciso efetuar investigação e testes adicionais, mas os resultados revelam a viabilidade deste assistente virtual num hospital oncológico. Prevê-se que o desempenho do chatbot melhore com a ampliação da base de dados.Magalhães, JoãoRUNFélix, Beatriz Jorge2022-05-25T17:36:17Z2022-022022-02-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10362/138630enginfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T05:15:58Zoai:run.unl.pt:10362/138630Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:49:09.964956Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
Design and Development of a Conversational Agent for Cancer Patients |
title |
Design and Development of a Conversational Agent for Cancer Patients |
spellingShingle |
Design and Development of a Conversational Agent for Cancer Patients Félix, Beatriz Jorge Chatbots Co-design Conversational agents Cancer patients eHealth Dialogflow Domínio/Área Científica::Engenharia e Tecnologia::Outras Engenharias e Tecnologias |
title_short |
Design and Development of a Conversational Agent for Cancer Patients |
title_full |
Design and Development of a Conversational Agent for Cancer Patients |
title_fullStr |
Design and Development of a Conversational Agent for Cancer Patients |
title_full_unstemmed |
Design and Development of a Conversational Agent for Cancer Patients |
title_sort |
Design and Development of a Conversational Agent for Cancer Patients |
author |
Félix, Beatriz Jorge |
author_facet |
Félix, Beatriz Jorge |
author_role |
author |
dc.contributor.none.fl_str_mv |
Magalhães, João RUN |
dc.contributor.author.fl_str_mv |
Félix, Beatriz Jorge |
dc.subject.por.fl_str_mv |
Chatbots Co-design Conversational agents Cancer patients eHealth Dialogflow Domínio/Área Científica::Engenharia e Tecnologia::Outras Engenharias e Tecnologias |
topic |
Chatbots Co-design Conversational agents Cancer patients eHealth Dialogflow Domínio/Área Científica::Engenharia e Tecnologia::Outras Engenharias e Tecnologias |
description |
Cancer is a major public health issue and represents the most significant burden of disease in Portugal. With the overall increase in cancer patients, there is growing demand for bet- ter, more patient-centred healthcare. The lack of reliable information about the disease, including treatments and symptoms, is one of the most common unmet needs of a cancer patient. Consequently, user-friendly tools should be created to empower patients by ad- dressing their concerns. Chatbots are efficient tools to bridge the communication between health providers and patients, and have already been used successfully in healthcare. This study explored how people perceive a cancer chatbot and viewed preferences and expectations pertaining to communication between a chatbot and newly diagnosed cancer patients. A user exploratory study was carried out involving observations, interviews with stakeholders and co-creation sessions. The observations and interviews revealed the overall difficulties and concerns of cancer patients. The results allowed the conversational agent to be targeted to newly diagnosed cancer patients. The co-creation sessions allowed the exploration of the expectations and preferences for the tone of voice, content, and human characterization, which were then applied to develop the chatbot. This work culminated in the development of a conversational agent capable of recog- nizing and classifying the intention of the user and providing a perceptive and prompt response. The chatbot was created with the help of a Natural Language Understanding framework – Dialogflow. The chatbot was evaluated through user testing, scoring above the benchmark of the questionnaires employed in the usability test, and its completion rate was 82.9%. Further research and testing is needed, but these results demonstrated the viability of using a chatbot in a cancer hospital. By adding more data, the chatbot’s performance is expected to improve. |
publishDate |
2022 |
dc.date.none.fl_str_mv |
2022-05-25T17:36:17Z 2022-02 2022-02-01T00:00:00Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
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masterThesis |
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publishedVersion |
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http://hdl.handle.net/10362/138630 |
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http://hdl.handle.net/10362/138630 |
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eng |
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eng |
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