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CRISTIANA MARISA PEREIRA NETO. Concluiu o(a) Mestrado integrado em Engenharia Biomédica em 2018/09/24 pelo(a) Universidade do Minho e Doutoramento em Engenharia Biomédica em 2024 pelo(a) Universidade do Minho. É Investigador no(a) Universidade do Minho Centro ALGORITMI e Assistente Convidado no(a) Universidade do Minho. Publicou 8 artigos em revistas especializadas. Possui 14 capítulo(s) de livros e 5 livro(s). Organizou 1 evento(s). Participou em 2 evento(s). Recebeu 1 prémio(s) e/ou homenagens. Participa e/ou participou como Bolseiro de Doutoramento em 1 projeto(s) e Bolseiro de Investigação em 4 projeto(s). Atua na(s) área(s) de Ciências da Engenharia e Tecnologias com ênfase em Engenharia Médica. Nas suas atividades profissionais interagiu com 80 colaborador(es) em coautorias de trabalhos científicos.
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Identification

Personal identification

Full name
CRISTIANA MARISA PEREIRA NETO

Author identifiers

Ciência ID
F61C-F8C0-EC16
ORCID iD
0000-0001-8736-7443

Email addresses

  • cristiana.neto@algoritmi.uminho.pt (Professional)

Addresses

  • Centro ALGORITMI, Escola de Engenharia, Universidade do Minho, Campus de Gualtar, 4710-057, Gualtar, Braga, Portugal (Professional)

Knowledge fields

  • Engineering and Technology - Medical Engineering

Languages

Language Speaking Reading Writing Listening Peer-review
English Upper intermediate (B2) Upper intermediate (B2) Upper intermediate (B2) Upper intermediate (B2) Upper intermediate (B2)
Spanish; Castilian Beginner (A1) Elementary (A2) Beginner (A1) Elementary (A2) Elementary (A2)
Portuguese (Mother tongue)
Education
Degree Classification
2019 - 2024
Concluded
 Engenharia Biomédica (Doutoramento)
Universidade do Minho, Portugal
2013/09/01 - 2018/09/24
Concluded
 Engenharia Biomédica (Mestrado integrado)
Major in Informática Médica
Universidade do Minho, Portugal
 17
Affiliation

Science

Category
Host institution 		Employer
2018/09/20 - Current Researcher (Research) Universidade do Minho Centro ALGORITMI, Portugal
Outputs

Publications

Book
  1. Guisasola, A.C.; Ferreira, D.; Neto, C.; Abelha, A.; Machado, J.. Detecting Autism Spectrum Disorder Using Data Mining. 2022.
    10.1007/978-981-16-4884-7_22
  2. Neto, C.; Ferreira, D.; Ramos, J.; Cruz, S.; Oliveira, J.; Abelha, A.; Machado, J.. Prediction Models for Coronary Heart Disease. 2022.
    10.1007/978-3-030-86261-9_12
  3. Neto, C.; Ferreira, D.; Nunes, J.; Braga, L.; Martins, L.; Cunha, L.; Machado, J.. Classification of Dementia in Adults. 2022.
    10.1007/978-981-16-4884-7_23
  4. Cunha, A.F.; Ferreira, D.; Neto, C.; Abelha, A.; Machado, J.. A CRISP-DM Approach for Predicting Liver Failure Cases: An Indian Case Study. 2021.
    10.1007/978-3-030-80624-8_20
  5. Neto, C.; Dias, I.; Santos, M.; Peixoto, H.; Machado, J.; Neto, Cristiana; Dias, Inês; et al. Applied business intelligence in surgery waiting lists management. IGI Global. 2018.
    10.4018/978-1-5225-2851-7.ch011
Book chapter
  1. Cristiana Neto; Diana Ferreira; Hugo Cunha; Maria Pires; Susana Marques; Regina Sousa; José Machado. "Recommendation of Medical Exams to Support Clinical Diagnosis Based on Patient’s Symptoms". 2023.
    10.1007/978-3-031-38204-8_8
  2. Regina Sousa; Daniela Oliveira; Dalila Durães; Cristiana Neto; José Machado. "Medical Recommendation System Based on Daily Clinical Reports: A Proposed NLP Approach for Emergency Departments". 2022.
    10.1007/978-3-031-21441-7_24
  3. Nogueira, Maria; Ferreira, Diana; Neto, Cristiana; Abelha, António; Machado, José. "Data Mining for the Prediction of Fetal Malformation Through Cardiotocography Data". In Advances in Intelligent Systems and Computing, 60-69. Springer International Publishing, 2021.
    10.1007/978-3-030-68418-1_7
  4. Neto, Cristiana; Rodrigues, Caroline; Mendonça, Emely; Sartori, Laercio; de Pinho, Rafaela; Ferreira, Diana; Abelha, António; Machado, José. "Data Mining Approach to Understand the Association Between Mental Disorders and Unemployment". In Advances in Intelligent Systems and Computing, 70-79. Springer International Publishing, 2021.
    10.1007/978-3-030-68418-1_8
  5. Cristiana Neto; Mateus Silva; Mariana Fernandes; Diana Ferreira; José Machado. "Prediction Models for Polycystic Ovary Syndrome Using Data Mining". 2021.
    10.1007/978-3-030-71782-7_19
  6. Ana Abreu; Diana Ferreira; Cristiana Neto; António Abelha; José Machado. "Diagnosis of Diabetic Retinopathy Using Data Mining Classification Techniques". 2021.
    10.1007/978-3-030-71782-7_18
  7. Cristiana Neto; Gabriel Pontes; Alexandru Domente; Francisco Reinolds; José Costa; Diana Ferreira; José Machado. "Step Towards Predicting Patient Length of Stay in Intensive Care Units". 287-297. Springer International Publishing, 2021.
    10.1007/978-3-030-72654-6_28
  8. Eduarda Vieira; Diana Ferreira; Cristiana Neto; António Abelha; José Machado. "Data Mining Approach to Classify Cases of Lung Cancer". 2021.
    10.1007/978-3-030-72657-7_49
  9. Neto, C.; Ferreira, D.; Abelha, A.; Neto, Cristiana; Ferreira, Diana; Abelha, Antonio. "Improving the decision-making process in a hospital environment with new interactive visualization methods". In International Journal of Reliable and Quality E-Healthcare, 1001-1014. 2021.
    10.4018/ijrqeh.2020010102
  10. Ana Coimbra; Cristiana Neto; Diana Ferreira; Júlio Duarte; Daniela Oliveira; Francini Hak; Filipe Gonçalves; et al. "Review of Trends in Automatic Human Activity Recognition in Vehicle Based in Synthetic Data". 368-376. Springer International Publishing, 2020.
    10.1007/978-3-030-62365-4_35
  11. Neto, Cristiana; Dias, Inês; Santos, Maria; Alves, Victor; Ferraz, Filipa; Neves, João; Vicente, Henrique; Neves, José. "A MRI View of Brain Tumor Outcome Prediction". 2019.
    10.1007/978-3-030-01662-3_1
Conference paper
  1. Pinto, A.; Ferreira, D.; Neto, C.; Abelha, A.; Machado, J.. "Data mining to predict early stage chronic kidney disease". 2020.
    10.1016/j.procs.2020.10.079
  2. Gonçalves, C.; Ferreira, D.; Neto, C.; Abelha, A.; Machado, J.. "Prediction of mental illness associated with unemployment using data mining". 2020.
    10.1016/j.procs.2020.10.078
  3. De Brito, M.A.; Neto, C.; Abelha, A.; MacHado, J.; de Brito, Maria Ana; Neto, Cristiana; Abelha, Antonio; Machado, Jose. "Prediction of mortality and occurrence of complications for gastric cancer patients". Paper presented in 2019 International Conference in Engineering Applications (ICEA), 2019.
    10.1109/CEAP.2019.8883494
Journal article
  1. Ferreira, Diana; Neto, Cristiana; Hak, Francini; Abelha, António; Santos, Manuel; Machado, José. "Standardizing Corneal Transplantation Records Using openEHR: Case Study". JMIR Medical Informatics 12 (2024): e48407. http://dx.doi.org/10.2196/48407.
    10.2196/48407
  2. Diana Ferreira; Cristiana Neto; José Lopes; Júlio Duarte; António Abelha; José Machado. "Predicting the Survival of Primary Biliary Cholangitis Patients". Applied Sciences (2022): https://doi.org/10.3390/app12168043.
    10.3390/app12168043
  3. Francisco Reinolds; Cristiana Neto; José Machado. "Deep Learning for Activity Recognition Using Audio and Video". Electronics (2022): https://doi.org/10.3390/electronics11050782.
    10.3390/electronics11050782
  4. Cristiana Neto; Fábio Senra; Jaime Leite; Nuno Rei; Rui Rodrigues; Diana Ferreira; José Machado. "Different Scenarios for the Prediction of Hospital Readmission of Diabetic Patients". Journal of Medical Systems 45 1 (2021): https://doi.org/10.1007/s10916-020-01686-4.
    10.1007/s10916-020-01686-4
  5. Martins, B.; Ferreira, D.; Neto, C.; Abelha, A.; Machado, J.. "Data Mining for Cardiovascular Disease Prediction". Journal of Medical Systems 45 1 (2021): http://www.scopus.com/inward/record.url?eid=2-s2.0-85098784234&partnerID=MN8TOARS.
    10.1007/s10916-020-01682-8
  6. Ferreira, D.; Neto, C.; Abelha, A.. "Monitoring and maintenance of web service processes in health units". International Journal of Reliable and Quality E-Healthcare 9 1 (2020): 25-36. http://www.scopus.com/inward/record.url?eid=2-s2.0-85092599856&partnerID=MN8TOARS.
    10.4018/IJRQEH.2020010103
  7. Neto, Cristiana; Peixoto, Hugo; Abelha, Vasco; Abelha, António; Machado, José. "Knowledge Discovery from Surgical Waiting lists". Procedia Computer Science 121 (2017): 1104-1111. http://dx.doi.org/10.1016/j.procs.2017.11.141.
    10.1016/j.procs.2017.11.141
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2021/03/31 Step Towards Predicting Patient Length of Stay in Intensive Care Units WorldCist'21 - 9th World Conference on Information Systems and Technologies
2021/02/20 Prediction Models for Polycystic Ovary Syndrome Using Data Mining The 2021 International Conference on Advances in Digital Science
2021/02/10 Data Mining Approach to Understand the Association between Mental Disorders and Unemployment The 2021 International Conference on Information Technology & Systems

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2023/07/12 - 2023/07/14 PAAMS, MIS4TEL, DCAI, BLOCKCHAIN, ISAMI, PACBB, and DECON International Conferences, University of Minho, Guimarães, Portugal (2023/07/12 - 2023/07/14)
Conference (Member of the Organising Committee)
 Universidade do Minho, Portugal
2021/11/24 - 2021/11/26 EAI AISCOVID-19 2021 - 2nd EAI International Conference for COVID-19 and Biomedical Applications in Smart-Cities, November 24 - 26, 2021, Portugal. (2021/11/24 - 2021/11/26)
Conference (Member of the Organising Committee)

Event participation

Activity description
Type of event 		Event name
Institution / Organization
2024/07/22 - 2024/07/23 2nd European Summer School on Artificial Intelligence (ESSAI) 2nd European Summer School on Artificial Intelligence (ESSAI)
2023/07/24 - 2023/07/28 1st European Summer School on Artificial Intelligence (ESSAI) 1st European Summer School on Artificial Intelligence (ESSAI)
Univerza v Ljubljani Fakulteta za Racunalnistvo in Informatiko, Slovenia

Course / Discipline taught

Academic session Degree Subject (Type) Institution / Organization
2024/02 - 2024/08 Bases de Dados Ciências de Engenharia Informática (Licenciatura) Universidade do Minho, Portugal
2024/02 - 2024/08 Bases de Dados NoSQL Engenharia Informática (Mestrado integrado) Universidade do Minho, Portugal
2024/01/25 - 2024/03/12 OpenEHR - 1ª Edição
2023/02 - 2023/08 Bases de Dados NoSQL Engenharia Informática (Mestrado integrado) Universidade do Minho, Portugal
2023/02 - 2023/08 Aplicações Informáticas em Engenharia Biomédica Engenharia Biomédica (Mestrado integrado) Universidade do Minho, Portugal
2021/03 - 2021/08 Linguagens para Computação Numérica Física (Licenciatura) Universidade do Minho, Portugal
2020/02 - 2020/08 Descoberta de Conhecimento Engenharia Informática (Mestrado integrado) Universidade do Minho, Portugal
Distinctions

Award

2019 Prémio Aluna de Mérito
Universidade do Minho, Portugal

Caixa Geral de Depositos, Portugal