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Pedro Pereira Rodrigues holds a PhD (2010) in Computer Science from the Faculty of Sciences of the University of Porto (FCUP), and is currently an associate professor at the Department of Community Medicine, Information and Health Decision Sciences of the Faculty of Medicine of the University of Porto (FMUP), where he is the Director of the PhD Program in Health Data Science. With main research areas in machine learning and Bayesian networks for clinical research and decision support, overtime, he led the creation of two research groups in the Center for Health Technology and Services Research (CINTESIS):: the Biostatistics and Intelligent Data Analysis (BioData) in 2015 and the Artificial Intelligence for Health (AI4Health) in 2018, becoming the principal investigator of the Health Data and Decision Sciences & Information Technology thematic line where both groups are included. Recently, he has been appointed member of the scientific council of the Health Research Network (RISE) associate laboratory. His research and international collaboration led him to publish 120+ full articles in journals and indexed proceedings (ISI/Scopus/Scholar h-index 16/19/25), conducting 120+ scientific communications, as well as coordinating the scientific review team of various international events in the areas of data science and medical informatics, having been appointed Steering Committee Chair of the IEEE Computer-Based Medical Systems symposium between 2016 and 2018. He has also successfully supervised 8 PhD and 31 MSc alumni (currently supervising 12 PhD and 3 master's students) in health data science, digital health and clinical research. Having participated in several national and international projects (some as core CV and partner coordinator), he was recently the coordinator at CINTESIS of the NanoSTIMA project (funded by NORTE2020), whose funding for the unit was over 1.1M, leading the research line dedicated to Health Data Analysis and Decision. He is frequently invited as a speaker in international health data science panels and was the rapporteur of the sub-theme Digital Health and Medical Technologies of FCT Health Agenda. Having reviewed more than 300 articles for top journals and conferences, he also regularly serves as a project and grant application reviewer for national science organizations across Europe (e.g. Portugal, Poland, the Netherlands, Austria, Czechia). Regent of more than 80 editions of curricular units (at FMUP, Porto Business School and IPLeiria) in clinical decision support systems, medical informatics, data science, biostatistics, and research methodology, participated in more than 50 master's and doctoral juries. He was the director of the postgraduate course in Informatics in Health and has been a member of the scientific committees of the Master in Medical Informatics of FMUP, since 2012, and of the Master in Medicine, since 2019.
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Identification

Personal identification

Full name
Pedro Pereira Rodrigues

Citation names

  • Rodrigues, Pedro
  • Pedro Pereira Rodrigues
  • Pedro P Rodrigues
  • Rodrigues, PP
  • Rodrigues, Pedro P

Author identifiers

Ciência ID
2517-270C-BEA7
ORCID iD
0000-0001-7867-6682
AuthenticusID
R-000-F30
Google Scholar ID
WQGINqgAAAAJ
Researcher Id
H-5789-2012
Scopus Author Id
14024612500

Email addresses

  • pprodrigues@med.up.pt (Professional)

Knowledge fields

  • Exact Sciences - Computer and Information Sciences
  • Exact Sciences - Computer and Information Sciences
  • Exact Sciences - Mathematics - Statistics and Probability
  • Medical and Health Sciences - Health Sciences
  • Exact Sciences - Computer and Information Sciences - Computer Sciences

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
English Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
French Beginner (A1) Intermediate (B1) Beginner (A1) Beginner (A1)
Spanish; Castilian Intermediate (B1) Intermediate (B1) Beginner (A1) Intermediate (B1)
Education
Degree Classification
2010/10/19
Concluded
 Ciência de Computadores (Doutoramento)
Major in Sem especialidade
Universidade do Porto Faculdade de Ciências, Portugal
"Learning from Ubiquitous Data Streams - Clustering Data and Data Sources" (THESIS/DISSERTATION)
 Aprovado com distinção
2005/11
Concluded
 Informática (Mestrado)
Major in Ciência de Computadores
Universidade do Porto Faculdade de Ciências, Portugal
"Hierarchical Clustering of Time Series Data Streams" (THESIS/DISSERTATION)
 Muito Bom
2003
Concluded
 Ciência de Computadores (Licenciatura)
Major in Científico
Universidade do Porto Faculdade de Ciências, Portugal
Affiliation

Science

Category
Host institution 		Employer
2022/01/01 - Current Researcher (Research) RISE - Health Research Network, Portugal
2018/01/01 - 2023/11/30 Researcher (Research) Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal
2015 - 2017 Researcher (Research) Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal
2009/01/12 - 2009/02/20 Research Trainee (Research) Telefónica I+D, Spain
2005/09/01 - 2006/02/28 Research Trainee (Research) Universidade do Porto, Portugal
2004/01/01 - 2004/06/30 Research Trainee (Research) Universidade do Porto, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2023/02/01 - Current Associate Professor (University Teacher) Universidade do Porto Faculdade de Medicina, Portugal
Universidade do Porto Faculdade de Medicina, Portugal
2016/04/01 - 2023/01/31 Assistant Professor (University Teacher) Universidade do Porto Faculdade de Medicina, Portugal
2011/05/04 - 2016/03/31 Invited Assistant Professor (University Teacher) Universidade do Porto Faculdade de Medicina, Portugal
2008/12/04 - 2011/05/03 Invited Assistant (University Teacher) Universidade do Porto Faculdade de Medicina, Portugal
2007/11/04 - 2008/11/03 Invited Assistant (University Teacher) Universidade do Porto Faculdade de Ciências, Portugal
2003/09/04 - 2007/05/31 Tutor (University Teacher) Universidade do Porto Faculdade de Ciências, Portugal

Other Careers

Category
Host institution 		Employer
2003/02/21 - 2003/10/01 Técnico de Informática Estagiário (Técnico de informática) EFACEC - Sistemas de Electrónica, S.A., Portugal

Positions / Appointments

Category
Host institution 		Employer
2023/12/01 - Current Investigador Principal - Grupo AI4Health Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal
2018/01/01 - Current Investigador Principal de Linha Temática - Health Data and Decision Sciences & Information Technology Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal
2015/01/01 - 2017/12/31 Investigador Principal - Grupo BioData Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal

Others

Category
Host institution 		Employer
2007/03/01 - 2010/10/19 Bolseiro de Doutoramento Fundação para a Ciência e a Tecnologia, Portugal
Projects

Contract

Designation Funders
2022 - Current Health from Portugal
ACC N.02/C05-i01/2022
Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal
Ongoing
2021/06/01 - Current IMAGE - Individualized Gastric Adenocarcinoma Early Diagnosis and Improved Patients
NORTE-01-0145-FEDER-000050
Researcher
Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal
Ongoing
2020/01/01 - Current Audit + : motor de inteligência artificial e sistema de business intelligence do CHBV
POCI-05-5762-FSE-000235
Principal investigator
Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal
Ongoing
2020/01/01 - Current CliKODE - Processamento Automático de Codificação Clínica, (3I) Inovação, Investigação de modelos de IA em Internamento para codificação de Procedimentos e Diagnósticos
POCI-05-5762-FSE-000230
Researcher
Universidade do Porto Faculdade de Medicina, Portugal
 Agência para a Modernização Administrativa
Ongoing
2018/01/01 - Current AIRDOC - Aplicação móvel Inteligente para suporte individualizado e monitorização da função e sons respiratórios de doentes obstrutivos crónicos
NORTE-01-0247-FEDER-033275
Researcher
Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal
 Fundação para a Ciência e a Tecnologia
Ongoing
2020/01/01 - 2021/12/31 ObsCare WCR - Worldwide maternal and child Care patient record and Research
NORTE-01-0247-FEDER-038393
Researcher
Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2018/07/01 - 2021/06/30 Estetoscópio Digital para Uso Clínico
PTDC/CCI-COM/29200/2017
Principal investigator
Instituto de Telecomunicações, Portugal

Universidade do Porto, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2018/01/01 - 2020/12/31 HS-HELIOS - Integrador para a comunicação e portabilidade de dados na Saúde
POCI-01-0247-FEDER-034017
Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2020/06/01 - 2020/09/01 Desenvolvimento de uma escala de risco COVID-19 através de uma análise I&D probabilística de Monte Carlo de forma a dotar o Hospital de Ovar de planos de contingência adaptados para gestão de casos de Pandemia
0.98_596683966
Universidade do Porto Faculdade de Medicina, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2017/01/01 - 2019/09/30 Sistema de Suporte à Tomada de Decisão para uma Vida Independente usando uma Cloud Inteligente de Produtos e Serviços AAL
AAL/0007/2015
Universidade do Porto Instituto de Ciências Biomédicas Abel Salazar, Portugal

Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal

Universidade do Porto Faculdade de Medicina, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2015/07/01 - 2019/06/30 NanoSTIMA - Macro-to-Nano Human Sensing: Towards integrated Multimodal Health Monitoring and Analytics
NORTE-01-0145-FEDER-000016
Principal investigator
Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal

Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal

Instituto de Telecomunicações, Portugal
Comissao de Coordenacao e Desenvolvimento Regional do Norte
Concluded
2010/04/01 - 2013/03/31 Knowledge Discovery from Ubiquitous Data Streams
PTDC/EIA-EIA/098355/2008
Instituto de Engenharia de Sistemas e Computadores, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2010/05/03 - 2013/02/02 Optimização de Sistemas de Informação em Saúde: melhorando Interfaces Gráficos do Utilizador e a Gestão de Armazenamento através de Aprendizagem Automática em dados de logs de utilizadores
PTDC/EIA-EIA/099920/2008
Universidade do Porto Faculdade de Medicina, Portugal

Centro de Investigação em Tecnologias e Serviços de Saúde, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2008/01/01 - 2011/04/30 CALLAS (Cálculos e Linguagens para Redes de Sensores)
PTDC/EIA/71462/2006
Universidade do Porto Faculdade de Ciências, Portugal

Fundação da Faculdade de Ciências da Universidade de Lisboa, Portugal

Instituto de Telecomunicações, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2005/06/01 - 2008/09/30 Sistemas de Aprendizagem Adaptativos II
POSC/EIA/55340/2004
Universidade do Porto Laboratório de Inteligência Artificial e Ciência de Computadores, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
Outputs

Publications

Book
  1. Bosnic, Z.; Rodrigues, P.P.; Kononenko, I.; Gama, J.. Correcting streaming predictions of an electricity load forecast system using a prediction reliability estimate. 2011.
    10.1007/978-3-642-23169-8_37
  2. Rodrigues, P.P.; Gama, J.. A simple dense pixel visualization for mobile sensor data mining. 2010.
    10.1007/978-3-642-12519-5_10
  3. Sebastião, R.; Gama, J.; Rodrigues, P.P.; Bernardes, J.. Monitoring incremental histogram distribution for change detection in data streams. 2010.
    10.1007/978-3-642-12519-5_2
  4. Gama, J.; Rodrigues, P.P.. An overview on mining data streams. 2009.
    10.1007/978-3-642-01091-0_2
  5. Rodrigues, P.P.; Gama, J.; Lopes, L.. Knowledge discovery for sensor network comprehension. 2009.
    10.4018/978-1-60566-328-9.ch006
  6. Rodrigues, P.P.; Gama, J.; Lopes, L.. Clustering distributed sensor data streams. 2008.
    10.1007/978-3-540-87481-2_19
  7. Gama, J.; Rodrigues, P.P.. Data stream processing. 2007.
    10.1007/3-540-73679-4_3
  8. Rodrigues, P.P.; Gama, J.. Semi-fuzzy splitting in online divisive-agglomerative clustering. 2007.
    10.1007/978-3-540-77002-2_12
  9. Gama, J.; Rodrigues, P.P.. Stream-based electricity load forecast. 2007.
    10.1007/978-3-540-74976-9_45
  10. Rodrigues, P.P.; Gama, J.. Clustering techniques in sensor networks. 2007.
    10.1007/3-540-73679-4_9
  11. Gama, J.; Medas, P.; Castillo, G.; Rodrigues, P.. Learning with drift detection. 2004.
    10.1007/978-3-540-28645-5_29
Book chapter
  1. João Coutinho-Almeida; Pedro Pereira Rodrigues; Ricardo João Cruz-Correia. "GANs for Tabular Healthcare Data Generation: A Review on Utility and Privacy". 2021.
    10.1007/978-3-030-88942-5_22
  2. Rodrigues, PPE; Bosnic, Z; Gama, J; Kononenko, I. "Estimating reliability for assessing and correcting individual streaming predictions". 2012.
    10.1007/978-1-4614-1903-7
  3. Gama, J; Rodrigues, PP; Spinosa, EJ; Carvalho, ACPLFd. "Knowledge Discovery from Data Streams". 2010.
    10.3233/978-1-60750-611-9-125
  4. Gama, J; Rodrigues, PP. "Data Streams". 2009.
  5. Gama, J; Rodrigues, PP. "Learning from Data Streams". 2009.
Conference abstract
  1. Gago, M; Ferreira, F; Mollaei, N; Rodrigues, M; Sousa, N; Bicho, E; Rodrigues, P. "Gait analysis as a complementary tool in the levodopa dose decision in vascular Parkinson's disease". 2017.
  2. Libanio, D; Dinis Ribeiro, M; Pimentel Nunes, P; Dias, CC; Rodrigues, PP. "Predicting Clinical Outcomes of Gastric Endoscopic Submucosal Dissection Using a Bayesian Approach". 2016.
    10.1055/s-0043-106576
  3. Pires, T; Rodrigues, P. "DECISION SUPPORT SYSTEMS FOR NON-PRESCRIPTION DRUGS SELECTION". 2011.
Conference paper
  1. Almeida, JC; Cruz Correia, RJ; Rodrigues, PP. "Dataset Comparison Tool: Utility and Privacy". 2022.
  2. Belinha, S; Oliveira, BM; Rodrigues, PP. "Congenital Heart Disease Detection Using Clinical Data and Auscultation Heart Sounds: a Machine Learning Approach". 2021.
  3. Gelatti, GJ; Rodrigues, PP; Cruz Correia, RJC. "Informatics as Support for Changes in Health Policy: A Case in Obstetrics". 2020.
    10.5220/0009173807450749
  4. Pereira, RC; Abreu, PH; Rodrigues, PP. "VAE-BRIDGE: Variational Autoencoder Filter for Bayesian Ridge Imputation of Missing Data". 2020.
    10.1109/ijcnn48605.2020.9206615
  5. Pereira, RC; Santos, JC; Amorim, JP; Rodrigues, PP; Abreu, PH. "Missing Image Data Imputation using Variational Autoencoders with Weighted Loss". 2020.
  6. Almeida, R; Jácome, C; Martinho, D; Vieira Marques, P; Jacinto, T; Ferreira, A; Almeida, A; et al. "AIRDOC: Smart mobile application for individualized support and monitoring of respiratory function and sounds of patients with chronic obstructive disease". 2020.
  7. Correia, LS; Correia, RC; Rodrigues, PP. "Illegitimate HIS access by healthcare professionals: Scenarios, use cases and audit trail-based detection model". 2019.
    10.1016/j.procs.2019.12.229
  8. Pereira, RC; Santos, MS; Rodrigues, PP; Abreu, PH. "MNAR Imputation with Distributed Healthcare Data". 2019.
    10.1007/978-3-030-30244-3_16
  9. Bischoff, F; Carmo Koch, Md; Rodrigues, PP. "Predicting Blood Donations in a Tertiary Care Center Using Time Series Forecasting". 2019.
  10. Santos, DF; Rodrigues, PP. "Finding Groups in Obstructive Sleep Apnea Patients: A Categorical Cluster Analysis". 2018.
    10.1109/CBMS.2018.00074
  11. Bueno, MLP; Hommersom, A; Lucas, PJF; Lobo, M; Rodrigues, PP. "Modeling the Dynamics of Multiple Disease Occurrence by Latent States". 2018.
    10.1007/978-3-030-00461-3_7
  12. Ferreira Santos, D; Pereira Rodrigues, P. "Phenotyping Obstructive Sleep Apnea Patients: A First Approach to Cluster Visualization". 2018.
    10.3233/978-1-61499-921-8-75
  13. Oliveira, BM; Guimarães, RV; Antunes, L; Rodrigues, PP. "Sifting Through Chaos: Extracting Information from Unstructured Legal Opinions". 2018.
    10.3233/978-1-61499-852-5-441
  14. Santos, DF; Soares, MM; Rodrigues, PP. "Impact of Imputing Missing Data in Bayesian Network Structure Learning for Obstructive Sleep Apnea Diagnosis". 2018.
    10.3233/978-1-61499-852-5-126
  15. Rodrigues, PP; Santos, DF; Silva, A; Polónia, J; Vaz, IR. "Implementing Guidelines for Causality Assessment of Adverse Drug Reaction Reports: A Bayesian Network Approach". 2017.
    10.1007/978-3-319-59758-4_6
  16. Gelatti, GJ; de Carvalho, APCPLF; Rodrigues, PP. "Anomaly detection through temporal abstractions on intensive care data: position paper". 2017.
    10.1109/cbms.2017.146
  17. Oliveira, R; Ferreira, J; Libanio, D; Dias, CC; Rodrigues, PP. "Bringing Bayesian networks to bedside: a web-based framework". 2017.
    10.1109/cbms.2017.37
  18. Ferreira Santos, D; Rodrigues, PP. "Improving diagnosis in Obstructive Sleep Apnea with clinical data: a Bayesian network approach". 2017.
    10.1109/cbms.2017.19
  19. Dias,CC; Magro,F; Pedro Pereira Rodrigues; Dias, CC; Magro, F; Rodrigues, PP. "Disabling and reoperation in patients with Crohn's disease subject to early surgery or immunosuppression: a Bayesian network prognostic model". 2016.
    http://dx.doi.org/10.1109/cbms.2016.65
  20. Rodrigues, P; Gama, J. "Distributed Reasoning". 2015.
    10.1007/978-3-319-16121-1_14
  21. Spiliopoulou, M; Rodrigues, PP; Menasalvas, E. "Medical mining: KDD 2015 tutorial". 2015.
    10.1145/2783258.2789992
  22. Rodrigues, PP; Santos, DF; Leite, L; Pedro Pereira Rodrigues; Santos,DF; Leite,L. "Obstructive Sleep Apnea diagnosis: the Bayesian network model revisited". 2015.
    10.1109/cbms.2015.47
  23. Rodrigues, PP; Lemes, CI; Dias, CC; Cruz Correia, R; Pedro Pereira Rodrigues; Lemes,CI; Dias,CC; Cruz Correia,R. "Predicting Within-24h Visualisation of Hospital Clinical Reports Using Bayesian Networks". 2015.
    10.1007/978-3-319-23485-4_9
  24. Dias, CC; Magro, F; Rodrigues, PP. "Preliminary study for a Bayesian network prognostic model for Crohn's disease". 2015.
    10.1109/cbms.2015.40
  25. David, M.; Rosa, F.; Rodrigues, P.P.. "Need and requirements elicitation for electronic access to patient's medication history in the emergency department". 2014.
    10.1109/cbms.2014.108
  26. Leite, L.; Costa-Santos, C.; Rodrigues, P.P.; Leite,L; Santos,C; Pedro Pereira Rodrigues. "Can we avoid unnecessary polysomnographies in the diagnosis of Obstructive Sleep Apnea? A Bayesian network decision support tool". 2014.
    10.1109/cbms.2014.30
  27. Dias, C.C.; Granja, C.; Costa-Pereira, A.; Gama, J.; Rodrigues, P.P.; Dias,CC; Granja,C; et al. "Using probabilistic graphical models to enhance the prognosis of health-related quality of life in adult survivors of critical illness". 2014.
    10.1109/cbms.2014.31
  28. Daniela Vasco; Pedro Pereira Rodrigues; Joao Gama; Vasco, D.; Rodrigues, P.P.; Gama, J.. "Contextual anomalies in medical data". 2013.
    10.1109/cbms.2013.6627869
  29. Dias, M.J.; Fragoso, M.; Lara-Santos, L.; Rodrigues, P.P.; Maria Jose Dias; Maria Fragoso; Lucio Lara-Santos; et al. "Telenursing in colorectal cancer patient follow-up and treatment assessment: A mixed methods evaluation study". 2013.
    10.1109/CBMS.2013.6627799
  30. Santos, B.; Rodrigues, P.; Cruz-Correia, R.. "An automatic clinical document importance estimator for an existing electronic patient record - Architecture and implementation". 2013.
    10.1109/CBMS.2013.6627866
  31. Ferreira, A.; Farinha, P.; Santos-Pereira, C.; Correia, R.; Rodrigues, P.P.; Costa-Pereira, A.; Orvalho, V.. "Log analysis of human computer interactions regarding break the glass accesses to genetic reports". 2013.
    10.5220/0004419200460053
  32. Rodrigues, P.P.; Bifet, A.; Krishnaswamy, S.; Gama, J.. "Special track on data streams". 2013.
  33. Moreira,IC; Ventura,SR; Ramos,I; Pedro Pereira Rodrigues; Ines C. Moreira; Sandra Rua Ventura; Isabel Ramos; et al. "Learner's satisfaction within a breast imaging eLearning course for radiographers". 2013.
    http://dx.doi.org/10.1109/CBMS.2013.6627791
  34. Vasco,D; Pedro Pereira Rodrigues; João Gama. "Contextual Anomalies in Medical Data". 2013.
    http://dx.doi.org/10.1109/CBMS.2013.6627869
  35. Pedro Pereira Rodrigues; Dias,CC; Rocha,D; Boldt,I; Teixeira Pinto,A; Ricardo Correia; Rodrigues, P.P.; et al. "Predicting visualization of hospital clinical reports using survival analysis of access logs from a virtual patient record". 2013.
    http://dx.doi.org/10.1109/CBMS.2013.6627841
  36. Boldt, I.; Lapão, L.; Rodrigues, P.P.; Freitas, A.; Cruz-Correia, R.. "Poor quality of hospital information systems audit trails". 2012.
  37. Bacelar-Silva, G.M.; Rodrigues, P.P.. "Applying toc buffer management in health information systems to improve hospital performance". 2012.
  38. Oliveira, C.M.; Rodrigues, P.P.. "The relevance of DICOM-RT in radiotherapy information systems: Preliminary results from a national survey". 2012.
  39. Moreira, I.C.; Bacelar-Silva, G.; Rodrigues, P.P.. "Compliance of publicly available mammographic databases with established case selection and annotation requirements". 2012.
  40. Rodrigues, P.P.; Bifet, A.; Krishnaswamy, S.; Gama, J.. "Editorial message: Special track on data streams". 2012.
  41. Rodrigues, P.P.; Gama, J.. "Holistic distributed stream clustering for smart grids". 2012.
  42. Rodrigues, P.P.; Gama, J.; Araújo, J.; Lopes, L.. "L2GClust: Local-to-global clustering of stream sources". 2011.
    10.1145/1982185.1982405
  43. Rodrigues, P.P.; Sebastião, R.; Santos, C.C.. "Improving cardiotocography monitoring: A memory-less stream learning approach Position Paper". 2011.
  44. Rodrigues, P.P.; Pechenizkiy, M.; Gaber, M.M.; Gama, J.. "Learning from medical data streams: An introduction". 2011.
  45. Rodrigues, P.P.; Dias, C.; Cruz-Correia, R.. "Improving clinical record visualization recommendations with bayesian stream learning position paper". 2011.
  46. Fonseca, R.; Rodrigues, P.P.. "The importance of system integration in intensive care units: A review". 2011.
  47. Campos, M.J.; Rodrigues, P.P.. "Key issues and future perspectives on identity management in eHealth: A review". 2011.
  48. Matos, J.; Rodrigues, P.P.. "Modeling decisions for hospital bed management - A review". 2011.
  49. Ribeiro, J.F.; Rodrigues, P.P.. "Decision support systems and technologies used in periodontology". 2011.
  50. Gama, J.; Carvalho, A.; Krishnaswamy, S.; Rodrigues, P.P.. "Special track on data streams". 2011.
    10.1145/1363686.1363907
  51. Mendes, R.; Rodrigues, P.P.. "Main barriers for quality data collection in EHR: A review". 2011.
  52. Oliveira, C.M.; Rodrigues, P.P.. "Automatic organ delineation of computed tomography images for radiotherapy planning in prostate cancer: An overview". 2011.
  53. Coelho, J.M.; Rodrigues, P.P.. "The red dot system: Emergency diagnosis impact and digital radiology implementation a review". 2011.
  54. Pedro Pereira Rodrigues; Raquel Sebastião; João Gama; João Bernardes. "Monitoring Incremental Histogram Distribution for Change Detection in Data Streams". 2010.
  55. Sebastião, R.; Rodrigues, P.P.; Gama, J.. "Change detection in climate data over the Iberian Peninsula". 2009.
    10.1109/icdmw.2009.27
  56. Gama, J.; Rodrigues, P.P.; Sebastião, R.. "Evaluating algorithms that learn from data streams". 2009.
    10.1145/1529282.1529616
  57. Gama, J.; Sebastião, R.; Rodrigues, P.P.. "Issues in evaluation of stream learning algorithms". 2009.
    10.1145/1557019.1557060
  58. Gama, J.; Carvalho, A.; Rodrigues, P.P.; Aguilar, J.. "Special track on data streams". 2009.
  59. Rodrigues, P.P.; Gama, J.; Bosnic, Z.. "Online reliability estimates for individual predictions in data streams". 2008.
    10.1109/ICDMW.2008.123
  60. Rodrigues, P.P.; Gama, J.; Pedroso, J.P.. "ODAC: Hierarchical clustering of time series data streams". 2006.
    10.1137/1.9781611972764.48
  61. Gama, J.; Medas, P.; Rodrigues, P.. "Learning decision trees from dynamic data streams". 2005.
    10.1145/1066677.1066809
Edited book
  1. Abreu, PH; Rodrigues, PP; Fernández, A; Gama, J. Advances in Intelligent Data Analysis XIX - 19th International Symposium on Intelligent Data Analysis, IDA 2021, Porto, Portugal, April 26-28, 2021, Proceedings. 2021.
  2. Tucker, A; Abreu, PH; Cardoso, JS; Rodrigues, PP; Riaño, D. Artificial Intelligence in Medicine - 19th International Conference on Artificial Intelligence in Medicine, AIME 2021, Virtual Event, June 15-18, 2021, Proceedings. 2021.
  3. Bamidis, PD; Konstantinidis, ST; Rodrigues, PP. 30th IEEE International Symposium on Computer-Based Medical Systems, CBMS 2017, Thessaloniki, Greece, June 22-24, 2017. 2017.
  4. Jr., CT; Rodrigues, PP; Kane, B; Marques, PMdA; Traina, AJM. 28th IEEE International Symposium on Computer-Based Medical Systems, CBMS 2015, Sao Carlos, Brazil, June 22-25, 2015. 2015.
  5. Appice, A; Rodrigues, PP; Costa, VS; Soares, C; Gama, J; Jorge, A. Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part I. 2015.
    10.1007/978-3-319-23528-8
  6. Appice, A; Rodrigues, PP; Costa, VS; Gama, J; Jorge, A; Soares, C. Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part II. 2015.
    10.1007/978-3-319-23525-7
  7. Rodrigues, PP; Pechenizkiy, M; Gama, J; Correia, RC; Liu, J; Traina, AJM; Lucas, PJF; Soda, P. Proceedings of the 26th IEEE International Symposium on Computer-Based Medical Systems, Porto, Portugal, June 20-22, 2013. 2013.
Journal article
  1. Marisa Garcia Rodrigues; José Daniel Rodrigues; Matilde Monteiro Soares; Luís Filipe Azevedo; Pedro Pereira Rodrigues; José Carlos Areias; Maria Emília Areias. "Improving the quality of life of parents of patients with congenital abnormalities using psychoeducational interventions: a systematic review". Quality of Life Research (2023): https://doi.org/10.1007/s11136-023-03452-8.
    10.1007/s11136-023-03452-8
  2. Miguel Duarte; Pedro Pereira-Rodrigues; Daniela Ferreira-Santos. "The Role of Novel Digital Clinical Tools in the Screening or Diagnosis of Obstructive Sleep Apnea: Systematic Review". Journal of Medical Internet Research (2023): https://doi.org/10.2196/47735.
    10.2196/47735
  3. Jelena Maksimenko; Pedro Pereira Rodrigues; Miki Nakazawa-Miklaševica; David Pinto; Edvins Miklaševics; Genadijs Trofimovics; Janis Gardovskis; Fatima Cardoso; Maria João Cardoso. "Correction: Effectiveness of Secondary Risk–Reducing Strategies in Patients With Unilateral Breast Cancer With Pathogenic Variants of BRCA1 and BRCA2 Subjected to Breast-Conserving Surgery: Evidence-Based Simulation Study". JMIR Formative Research (2023): https://doi.org/10.2196/45810.
    10.2196/45810
  4. Jelena Maksimenko; Pedro Pereira Rodrigues; Miki Nakazawa-Miklaševica; David Pinto; Edvins Miklaševics; Genadijs Trofimovics; Janis Gardovskis; Fatima Cardoso; Maria João Cardoso. "Effectiveness of Secondary Risk–Reducing Strategies in Patients With Unilateral Breast Cancer With Pathogenic Variants of BRCA1 and BRCA2 Subjected to Breast-Conserving Surgery: Evidence-Based Simulation Study". JMIR Formative Research (2022): https://doi.org/10.2196/37144.
    10.2196/37144
  5. Gustavo M. Bacelar-Silva; James F. Cox, III; Pedro Rodrigues. "Achieving rapid and significant results in healthcare services by using the theory of constraints". Health Systems (2022): https://doi.org/10.1080/20476965.2022.2115408.
    10.1080/20476965.2022.2115408
  6. Serafettin Gunes; Yumi Aizawa; Takuma Sugashi; Masahiro Sugimoto; Pedro Pereira Rodrigues. "Biomarkers for Alzheimer’s Disease in the Current State: A Narrative Review". International Journal of Molecular Sciences 23 9 (2022): 4962-4962. https://doi.org/10.3390/ijms23094962.
    10.3390/ijms23094962
  7. Pereira, RC; Abreu, PH; Rodrigues, PP. "Partial Multiple Imputation With Variational Autoencoders: Tackling Not at Randomness in Healthcare Data". IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS (2022):
    10.1109/jbhi.2022.3172656
  8. Ferreira-Santos, D; Pereira Rodrigues, P. "Association between co-morbidities and prescribed drugs in obstructive sleep apnea suspected patients: an inductive rule learning approach (Preprint)". Journal of Medical Internet Research (2022):
    10.2196/39103
  9. Antunes, B; Rodrigues, PP; Higginson, IJ; Ferreira, PL. "Process Evaluation of a Mixed Methods Feasibility Study to Identify Hospital Patients with Palliative Care Needs in Portugal". ACTA MEDICA PORTUGUESA (2022):
    10.20344/amp.15294
  10. Pereira, RC; Abreu, PH; Rodrigues, PP. "Partial Multiple Imputation With Variational Autoencoders: Tackling Not at Randomness in Healthcare Data". IEEE J. Biomed. Health Informatics (2022):
  11. T. Cardoso; P. P. Rodrigues; C. Nunes; M. Almeida; J. Cancela; F. Rosa; N. Rocha-Pereira; et al. "Prospective international validation of the predisposition, infection, response and organ dysfunction (PIRO) clinical staging system among intensive care and general ward patients". Annals of Intensive Care (2021): https://doi.org/10.1186/s13613-021-00966-7.
    10.1186/s13613-021-00966-7
  12. Gustavo M. Bacelar-Silva; James F. Cox; Humberto R. Baptista; Pedro Pereira Rodrigues. "Identifying and Addressing the Underlying Core Problems in Healthcare Environments: An Illustration Using an Emergency Department Game". International Journal of Environmental Research and Public Health (2021): https://doi.org/10.3390/ijerph181910083.
    10.3390/ijerph181910083
  13. Marisa Garcia Rodrigues; Matilde Monteiro Soares; José Daniel Rodrigues; Luís Filipe Azevedo; Pedro Pereira Rodrigues; José Carlos Areias; Maria Emília Areias. "Quality of life of parents with children with congenital abnormalities: a systematic review with meta-analysis of assessment methods and levels of quality of life". Quality of Life Research (2021): https://doi.org/10.1007/s11136-021-02986-z.
    10.1007/s11136-021-02986-z
  14. Costa Santos, C; Neves, AL; Correia, R; Santos, P; Monteiro Soares, M; Freitas, A; Ribeiro Vaz, I; et al. "COVID-19 surveillance data quality issues: a national consecutive case series". BMJ OPEN (2021):
    10.1136/bmjopen-2020-047623
  15. Ferreira Santos, D; Rodrigues, PP. "Obstructive sleep apnea: A categorical cluster analysis and visualization". Pulmonology (2021):
    10.1016/j.pulmoe.2021.10.003
  16. Neves, AL; Rodrigues, PP; Mulla, A; Glampson, B; Willis, T; Darzi, A; Mayer, E. "Using electronic health records to develop and validate a machine-learning tool to predict type 2 diabetes outcomes: a study protocol". BMJ OPEN (2021):
    10.1136/bmjopen-2020-046716
  17. Domingues, MAP; Camacho, R; Rodrigues, PP. "CMIID: A comprehensive medical information identifier for clinical search harmonization in Data Safe Havens". JOURNAL OF BIOMEDICAL INFORMATICS (2021):
    10.1016/j.jbi.2020.103669
  18. Sá, R; Pinho Bandeira, T; Queiroz, G; Matos, J; Ferreira, JD; Rodrigues, PP. "COVID-19 and Its Symptoms' Panoply: A Case-Control Study of 919 Suspected Cases in Locked-Down Ovar, Portugal". Portuguese Journal of Public Health (2021):
    10.1159/000514925
  19. Cardoso, T; Rodrigues, PP; Nunes, C; Almeida, M; Cancela, J; Rosa, F; Rocha Pereira, N; et al. "Identification of hospitalized patients with community-acquired infection in whom treatment guidelines do not apply: a validated model". JOURNAL OF ANTIMICROBIAL CHEMOTHERAPY (2020):
    10.1093/jac/dkz521
  20. Bischoff, F; Rodrigues, PP. "tsmp: An R Package for Time Series with Matrix Profile". R JOURNAL (2020):
    10.32614/rj-2020-021
  21. Antunes, B; Rodrigues, PP; Higginson, IJ; Ferreira, PL. "Determining the prevalence of palliative needs and exploring screening accuracy of depression and anxiety items of the integrated palliative care outcome scale - a multi-centre study". BMC PALLIATIVE CARE (2020):
    10.1186/s12904-020-00571-8
  22. Pereira, RC; Santos, MS; Rodrigues, PP; Abreu, PH. "Reviewing Autoencoders for Missing Data Imputation: Technical Trends, Applications and Outcomes". JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH (2020):
    10.1613/jair.1.12312
  23. Moreira, IC; Ramos, I; Ventura, SR; Rodrigues, PP. "Learner's perception, knowledge and behaviour assessment within a breast imaging E-Learning course for radiographers". EUROPEAN JOURNAL OF RADIOLOGY (2019):
    10.1016/j.ejrad.2018.12.006
  24. Magro, F; Dias, CC; Portela, F; Miranda, M; Fernandes, S; Bernardo, S; Ministro, P; et al. "Development and Validation of Risk Matrices Concerning Ulcerative Colitis OutcomesBayesian Network Analysis". JOURNAL OF CROHNS & COLITIS (2019):
    10.1093/ecco-jcc/jjy168
  25. Ferreira, F; Gago, MF; Bicho, E; Carvalho, C; Mollaei, N; Rodrigues, L; Sousa, N; et al. "Gait stride-to-stride variability and foot clearance pattern analysis in Idiopathic Parkinson's Disease and Vascular Parkinsonism". JOURNAL OF BIOMECHANICS (2019):
    10.1016/j.jbiomech.2019.05.039
  26. Pedro Pereira Rodrigues; João Araújo; João Gama; Luís Lopes. "A local algorithm to approximate the global clustering of streams generated in ubiquitous sensor networks". International Journal of Distributed Sensor Networks (2018): https://doi.org/10.1177/1550147718808239.
    10.1177/1550147718808239
  27. Vieira de Melo, BBV; Trigueiro, MJ; Rodrigues, PP. "Systematic overview of neuroanatomical differences in ADHD: Definitive evidence". DEVELOPMENTAL NEUROPSYCHOLOGY (2018):
    10.1080/87565641.2017.1414821
  28. Ferreira-Santos, D; Rodrigues, PP; Santos, DF. "A clinical risk matrix for obstructive sleep apnea using Bayesian network approaches". International Journal of Data Science and Analytics (2018):
    10.1007/s41060-018-0118-x
  29. Rodrigues, PP; Ferreira Santos, D; Silva, A; Polonia, J; Ribeiro Vaza, I. "Causality assessment of adverse drug reaction reports using an expert-defined Bayesian network". ARTIFICIAL INTELLIGENCE IN MEDICINE (2018):
    10.1016/j.artmed.2018.07.005
  30. Peek, N; Rodrigues, PP. "Three controversies in health data science". I. J. Data Science and Analytics (2018):
  31. Guimarães, R; Dinis Oliveira, RJ; Pereira, A; Rodrigues, P; Santos, A. "Reutilization of clinical data for research: The footprint scientific model of the hospital center of São João [Reutilização de informação clínica para investigação: O modelo da pegada científica do centro hospitalar de São João]". Acta Medica Portuguesa (2017):
    10.20344/amp.8592
  32. Dias, CC; Rodrigues, PP; Coelho, R; Santos, PM; Fernandes, S; Lago, P; Caetano, C; et al. "Development and Validation of Risk Matrices for Crohn's Disease Outcomes in Patients Who Underwent Early Therapeutic Interventions". JOURNAL OF CROHNS & COLITIS (2017): https://www.authenticus.pt/P-00M-J45.
    10.1093/ecco-jcc/jjw171
  33. Dias, CC; Rodrigues, PP; Fernandes, S; Portela, F; Ministro, P; Martins, D; Sousa, P; et al. "The risk of disabling, surgery and reoperation in Crohn's disease - A decision tree-based approach to prognosis". PLOS ONE (2017): https://www.authenticus.pt/P-00M-HB8.
    10.1371/journal.pone.0172165
  34. Libanio, D; Dinis Ribeiro, M; Pimentel Nunes, P; Dias, CC; Rodrigues, PP. "Predicting outcomes of gastric endoscopic submucosal dissection using a Bayesian approach: a step for individualized risk assessment". ENDOSCOPY INTERNATIONAL OPEN (2017):
    10.1055/s-0043-106576
  35. Moreira, I.C.; Ventura, S.R.; Ramos, I.; Rodrigues, P.P.. "Development and assessment of an e-learning course on breast imaging for radiographers: A stratified randomized controlled trial". Journal of Medical Internet Research 17 1 (2015): http://www.scopus.com/inward/record.url?eid=2-s2.0-84922285610&partnerID=MN8TOARS.
    10.2196/jmir.3344
  36. Dias, CC; Rodrigues, PP; da Costa Pereira, A; Magro, F. "Clinical Predictors of Colectomy in Patients with Ulcerative Colitis: Systematic Review and Meta-analysis of Cohort Studies". JOURNAL OF CROHNS & COLITIS (2015): https://www.authenticus.pt/P-00G-451.
    10.1093/ecco-jcc/jju016
  37. Sáez, C.; Rodrigues, P.P.; Gama, J.; Robles, M.; García-Gómez, J.M.. "Probabilistic change detection and visualization methods for the assessment of temporal stability in biomedical data quality". Data Mining and Knowledge Discovery (2014): http://www.scopus.com/inward/record.url?eid=2-s2.0-84906649871&partnerID=40&md5=477a7394297141120a1dfdc424e33739.
    10.1007/s10618-014-0378-6
  38. Bosni\'{c; Bosnic,Z; Demsar,J; Kespret,G; Pedro Pereira Rodrigues; João Gama; Kononenko,I. "Enhancing data stream predictions with reliability estimators and explanation". Engineering Applications of Artificial Intelligence 34 (2014): 178-192. http://www.scopus.com/inward/record.url?eid=2-s2.0-84904208247\&partnerID=40\&md5=e7b1375a39aa045fc81af8c8e3d9a4cc.
    10.1016/j.engappai.2014.06.001
  39. Pedro Pereira Rodrigues; João Gama; Rodrigues, P.P.; Gama, J.. "Distributed clustering of ubiquitous data streams". Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 4 1 (2014): 38-54. http://repositorio.inesctec.pt/handle/123456789/3560.
    http://dx.doi.org/10.1002/widm.1109
  40. Cardoso, T.; Teixeira-Pinto, A.; Rodrigues, P.P.; Aragão, I.; Costa-Pereira, A.; Sarmento, A.E.. "Predisposition, Insult/Infection, Response and Organ Dysfunction (PIRO): A Pilot Clinical Staging System for Hospital Mortality in Patients with Infection". PLoS ONE 8 7 (2013): http://www.scopus.com/inward/record.url?eid=2-s2.0-84880800781&partnerID=MN8TOARS.
    10.1371/journal.pone.0070806
  41. Cruz-Correia, R.; Boldt, I.; Lapão, L.; Santos-Pereira, C.; Rodrigues, P.P.; Ferreira, A.M.; Freitas, A.. "Analysis of the quality of hospital information systems audit trails". BMC Medical Informatics and Decision Making 13 1 (2013): http://www.scopus.com/inward/record.url?eid=2-s2.0-84880971333&partnerID=MN8TOARS.
    10.1186/1472-6947-13-84
  42. Dias, C.C.; Rodrigues, P.P.; da Costa-Pereira, A.; Magro, F.. "Clinical prognostic factors for disabling Crohn's disease: A systematic review and meta-analysis". World Journal of Gastroenterology 19 24 (2013): 3866-3871. http://www.scopus.com/inward/record.url?eid=2-s2.0-84879583870&partnerID=MN8TOARS.
    10.3748/wjg.v19.i24.38660
  43. Costa, P.D.; Reis, A.H.; Rodrigues, P.P.. "Clinical and economic impact of remote monitoring on the follow-up of patients with implantable electronic cardiovascular devices: an observational study.". Telemedicine journal and e-health : the official journal of the American Telemedicine Association 19 2 (2013): 71-80. http://www.scopus.com/inward/record.url?eid=2-s2.0-84891635665&partnerID=MN8TOARS.
    10.1089/tmj.2012.0064
  44. João Gama; Raquel Sebastião; Pedro Pereira Rodrigues; Gama, J.; Sebastião, R.; Rodrigues, P.P.. "On evaluating stream learning algorithms". Machine Learning 90 3 (2013): 317-346. http://repositorio.inesctec.pt/handle/123456789/5355.
    http://dx.doi.org/10.1007/s10994-012-5320-9
  45. Rodrigues, P.P.. "Learning from ubiquitous data streams: Clustering data and data sources". AI Communications 25 1 (2012): 69-71. http://www.scopus.com/inward/record.url?eid=2-s2.0-84858167968&partnerID=MN8TOARS.
    10.3233/aic-2011-0510
  46. Gama, J.; Rodrigues, P.P.; Lopes, L.. "Clustering distributed sensor data streams using local processing and reduced communication". Intelligent Data Analysis 15 1 (2011): 3-28. http://www.scopus.com/inward/record.url?eid=2-s2.0-79551527268&partnerID=MN8TOARS.
    10.3233/IDA-2010-0453
  47. Cruz-Correia R; Lapão L; Rodrigues PP. "Traceability of patient records usage: barriers and opportunities for improving user interface design and data management.". (2011): http://europepmc.org/abstract/med/21893756.
    10.3233/978-1-60750-806-9-275
  48. João Gama; Pedro Pereira Rodrigues; Luís Lopes. "Clustering distributed sensor data streams using local processing and reduced communication". (2011): http://repositorio.inesctec.pt/handle/123456789/6187.
    http://dx.doi.org/10.3233/IDA-2010-0453
  49. Costa, P.D.; Rodrigues, P.P.; Reis, A.H.; Costa-Pereira, A.. "A review on remote monitoring technology applied to implantable electronic cardiovascular devices". Telemedicine and e-Health 16 10 (2010): 1042-1050. http://www.scopus.com/inward/record.url?eid=2-s2.0-78650788195&partnerID=MN8TOARS.
    10.1089/tmj.2010.0082
  50. Rodrigues, P.P.; Gama, J.. "A system for analysis and prediction of electricity-load streams". Intelligent Data Analysis 13 3 (2009): 477-496. http://www.scopus.com/inward/record.url?eid=2-s2.0-62449130659&partnerID=MN8TOARS.
    10.3233/IDA-2009-0377
  51. Rodrigues, P.P.; Gama, J.; Pedroso, J.P.. "Hierarchical clustering of time-series data streams". IEEE Transactions on Knowledge and Data Engineering 20 5 (2008): 615-627. http://www.scopus.com/inward/record.url?eid=2-s2.0-62449206329&partnerID=MN8TOARS.
    10.1109/TKDE.2007.190727
  52. Rodrigues, Pedro Pereira; Gama, Joao; Ghallab, M; Spyropoulos, CD; Fakotakis, N; Avouris, N. "Robust Division in Clustering of Streaming Time Series". Ecai 2008, Proceedings 178 (2008): 172-176.
    10.3233/978-1-58603-891-5-172
  53. João Pedro Pedroso; Pedro Pereira Rodrigues; João Gama. "Hierarchical Clustering of Time-Series Data Streams". (2008): http://repositorio.inesctec.pt/handle/123456789/3100.
  54. Gama, J.; Rodrigues, P.; Aguilar-Ruiz, J.. "Preface: An overview on learning from data streams". New Generation Computing 25 1 (2007): 1-4. http://www.scopus.com/inward/record.url?eid=2-s2.0-33846318935&partnerID=MN8TOARS.
    10.1007/s00354-006-0001-5
  55. Rodrigues, PP; Gama, J. "Electricity load forecast using data streams techniques". Modulad (2007):
Preprint
  1. Jelena Maksimenko; Pedro Pereira Rodrigues; Miki Nakazawa-Miklaševica; David Pinto; Edvins Miklaševics; Genadijs Trofimovics; Janis Gardovskis; Fatima Cardoso; Maria João Cardoso. "Correction: Effectiveness of Secondary Risk–Reducing Strategies in Patients With Unilateral Breast Cancer With Pathogenic Variants of BRCA1 and BRCA2 Subjected to Breast-Conserving Surgery: Evidence-Based Simulation Study (Preprint)". 2023. https://doi.org/10.2196/preprints.45810.
    10.2196/preprints.45810
  2. Miguel Duarte; Pedro Pereira-Rodrigues; Daniela Ferreira-Santos. "The Role of Novel Digital Clinical Tools in the Screening or Diagnosis of Obstructive Sleep Apnea: Systematic Review (Preprint)". 2023. https://doi.org/10.2196/preprints.47735.
    10.2196/preprints.47735
  3. Daniela Ferreira-Santos; Pedro Amorim; Tiago Silva Martins; Matilde Monteiro-Soares; Pedro Pereira Rodrigues. "Helping early obstructive sleep apnea diagnosis with machine learning: A systematic review (Preprint)". 2022. https://doi.org/10.2196/preprints.39452.
    10.2196/preprints.39452
  4. Daniela Ferreira-Santos; Pedro Pereira Rodrigues. "Association between co-morbidities and prescribed drugs in obstructive sleep apnea suspected patients: an inductive rule learning approach (Preprint)". 2022. https://doi.org/10.2196/preprints.39103.
    10.2196/preprints.39103
Thesis / Dissertation
  1. Cristiano Inácio Lemes. "Algoritmos anytime baseados em instâncias para classificação em fluxo de dados". Master, 2016. http://www.teses.usp.br/teses/disponiveis/55/55134/tde-02092016-134752/.

Other

Other output
  1. Enabling Early Obstructive Sleep Apnea Diagnosis With Machine Learning: Systematic Review. 2022. Ferreira Santos, D; Amorim, P; Martins, TS; Monteiro Soares, M; Rodrigues, PP.
    10.2196/39452
  2. Impact in the quality of life of parents of children with chronic diseases using psychoeducational interventions – A systematic review with meta-analysis. 2021. Garcia Rodrigues M.; Rodrigues J.D.; Pereira A.T.; Azevedo L.F.; Pereira Rodrigues P.; Areias J.C.; Areias M.E..
    10.1016/j.pec.2021.07.048
  3. Preface. 2021. Abreu, PH; Rodrigues, PP; Fernández, A; Gama, J.
    10.1017/9781316492963.001
  4. Enhancing obstructive sleep apnea diagnosis with screening through disease phenotypes: a diagnostic research design (Preprint). 2020. Daniela Ferreira-Santos; Pedro Pereira Rodrigues. https://doi.org/10.2196/preprints.25124.
    10.2196/preprints.25124
  5. Excess mortality during COVID-19 in five European countries and a critique of mortality data analysis. 2020. J. Félix-Cardoso; H. Vasconcelos; P. Pereira Rodrigues; R. Cruz-Correia. https://doi.org/10.1101/2020.04.28.20083147.
    10.1101/2020.04.28.20083147
  6. Simulation of the effects of COVID-19 testing rates on hospitalizations. 2020. Sousa Pinto, B; Fonseca, JA; Oliveira, B; Cruz Correia, R; Rodrigues, PP; Costa Pereira, A; Rocha Goncalves, FN.
    10.2471/blt.20.258186
  7. Outcomes of managing healthcare services using the Theory of Constraints: A systematic review. 2020. Bacelar Silva, GM; Cox, JF; Rodrigues, PP.
    10.1080/20476965.2020.1813056
  8. COVID-19 surveillance - a descriptive study on data quality issues. 2020. Costa-Santos, C; Luísa Neves, A; Correia, R; Santos, P; Monteiro-Soares, M; Freitas, A; Ribeiro-Vaz, I; et al.
    10.1101/2020.11.03.20225565
  9. Preoperative localisation techniques in breast conservative surgery: A systematic review and meta-analysis. 2020. Moreira, IC; Ventura, SR; Ramos, I; Fougo, JL; Rodrigues, PP.
    10.1016/j.suronc.2020.09.004
  10. Guest Editorial Small Things and Big Data: Controversies and Challenges in Digital Healthcare. IEEE Journal of Biomedical and Health Informatics. 2019. Bamidis, PD; Konstantinidis, ST; Rodrigues, PP; Antani, S; Giordano, D; Panagiotis D Bamidis; Stathis Th. Konstantinidis; et al. https://doi.org/10.1109/JBHI.2019.2944776.
    10.1109/jbhi.2019.2944776
  11. Outcome measurement-a scoping review of the literature and future developments in palliative care clinical practice. 2018. Antunes, B; Rodrigues, PP; Higginson, IJ; Ferreira, PL.
    10.21037/apm.2018.07.03
  12. Preface. 2017. Bamidis, P; Konstantinidis, S; Rodrigues, PP.
    10.1109/cbms.2017.4
  13. Development and Validation of Risk Matrices for Crohn's Disease Outcomes in Patients Who Underwent Early Therapeutic Interventions (vol 11, pg 445, 2017). 2017. Dias, CC; Rodrigues, PP; Coelho, R; Santos, PM; Fernandes, S; Lago, P; Caetano, C; et al.
    10.1093/ecco-jcc/jjw207
  14. Special track on data streams. 2015. Rodrigues, PP; Bifet, A; Krishnaswamy, S; Gama, J. https://www.authenticus.pt/P-00K-44C.
  15. Preface. 2013. Rodrigues, PP; Pechenizkiy, M; Gama, J; Correia, RC; Liu, J; Traina, A; Lucas, P; Soda, P.
    10.1109/cbms.2013.6627749
  16. Preface. 2013. Rodrigues, PP; Pechenizkiy, M; Gama, J; Correia, RC; Liu, J; Traina, A; Lucas, P; Soda, P. https://www.authenticus.pt/P-00K-DXE.
  17. Estimating Reliability for Assessing and Correcting Individual Streaming Predictions. 2012. Pedro Pereira Rodrigues; Zoran Bosnic; João Gama; Igor Kononenko. https://doi.org/10.1007%2F978-1-4614-1903-7_2.
    10.1007/978-1-4614-1903-7_2
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2019/02/12 Era do Big Data Jornadas de Tecnologia - Industria 4.0
Colégio Internato dos Carvalhos (Vila Nova de Gaia, Portugal)
2018/07/03 Data Quality Advanced School on Data Science for Big Data
(Porto, Portugal)
2017/10/11 Agenda de Investigação e Inovação sobre Saúde, Investigação Clínica e de Translação - Subtema Saúde Digital e Tecnologias Médicas Oportunidades de financiamento para a Saúde no Horizonte 2020
Faculdade de Medicina da Universidade do Porto (Porto, Portugal)
2017/07/05 Controversies in Data Science for Health Research Ciência'17
Fundação para a Ciência e a Tecnologia (Lisboa, Portugal)
2017/04/12 Controversies about Health Data Science Data Science, Statistics and Visualization
(Lisboa, Portugal)
2016/11/08 Three controversies about Data Science for Medicine and Healthcare First European Conference on Data Science
European Data Science Society (Luxemburgo, Luxembourg)
2016/04/19 Holistic evidence-based medicine: Bayesian metaphors Predictive Analytics for Critical Care - PAKDD
(Auckland, New Zealand)
2014/07/03 How uncertainty simultaneously drives and hinders knowledge discovery from health data European Conference on Data Analysis
(Bremen, Germany)
2011/07/07 Learning from medical data streams: real-world scenarios Seminars
University of Ljubljana (Ljubljana, Slovenia)
2010/09/21 Learning from Data Streams: Ubiquitous Clustering and Concept Drift Seminars
University of Ljubljana (Ljubljana, Slovenia)
2007/10/10 Clustering and Predicting Data Streams Seminars
Laboratory for Cognitive Modeling - University of Ljubljana (Ljubljana, Slovenia)

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2019 - Current Artificial Intelligence Strategies for Missing Data Imputation under MNAR using Distributed Healthcare Data
Co-supervisor
 Ciências e Tecnologias da Informação (PhD)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018 - Current Implementation and validation of a diagnostic model to predict Obstructive Sleep Apnea in the Portuguese primary care: a Bayesian network approach
Supervisor
 Investigação Clínica e em Serviços de Saúde (PhD)
Universidade do Porto Faculdade de Medicina, Portugal
2017 - Current A study of implementing Theory of Constraints in healthcare services
Supervisor
 Investigação Clínica e em Serviços de Saúde (PhD)
Universidade do Porto Faculdade de Medicina, Portugal
2017 - Current Does the use of an electronic tool improve identification of patients with palliative needs by non-specialised palliative care clinicians? A mixed-methods study to improve early referral to palliative care in the Portuguese population
Co-supervisor
 Investigação Clínica e em Serviços de Saúde (PhD)
Universidade do Porto Faculdade de Medicina, Portugal
2017 - Current Avaliação de uma intervenção psico educativa em pais com filhos com cardiopatias congénitas: efeito na qualidade de vida, impacto familiar e percepção de contribuições positivas
Co-supervisor
 Investigação Clínica e em Serviços de Saúde (PhD)
Universidade do Porto Faculdade de Medicina, Portugal
2017 - Current Cognitive impairment associated with adjuvant chemotherapy and endocrine therapy in patients with early breast cancer of luminal subtype - a longitudinal assessment of the differential effect of cancer treatments on congnitive function and brain networks
Co-supervisor
 Investigação Clínica e em Serviços de Saúde (PhD)
Universidade do Porto Faculdade de Medicina, Portugal
2017 - Current Hybrid coding taxonomy for clinical search harmonization in Safe Havens
Co-supervisor
 Engenharia Informática (PhD)
Universidade do Porto Faculdade de Engenharia, Portugal
2016 - Current Ensemble de anomalia e abstrações clínicas para detecção de exceções em dados médicos
Co-supervisor
 Ciências da Computação e Matemática Computacional (PhD)
Universidade de São Paulo, Brazil
2016 - Current Development and assessment of a new tool to aid preoperative localization of nonpalpable breast lesions: a 3D mammogram
Supervisor
 Investigação Clínica e em Serviços de Saúde (PhD)
Universidade do Porto Faculdade de Medicina, Portugal
2016 - 2019/10/11 Clinical records, access and administration of justice: from reality to the construction of an information model
Co-supervisor
 Ciências Forenses (PhD)
Universidade do Porto Faculdade de Medicina, Portugal
2015 - 2019/03/24 Foundation of a Hierarchical Stacked Neural Network model for Simulating Cognitive Development
Supervisor
 Engenharia Biomédica (PhD)
Universidade do Porto Faculdade de Engenharia, Portugal

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2018/06 - 2018/06 CBMS 2018 - International Symposium on Computer-Based Medical Systems (2018/06 - 2018/06)
Conference (President of the Organising Committee)
 Karlstads Universitet, Sweden
2017/06 - 2017/06 CBMS 2017 - International Symposium on Computer-Based Medical Systems (2017/06 - 2017/06)
Conference (President of the Organising Committee)
 Aristoteleio Panepistemio Thessalonikes, Greece
2015/09/07 - 2015/09/11 ECMLPKDD 2015 - European Conference on Machine Learning and Priciples and Practice of Knowledge Discovery from Databases (2015/09/07 - 2015/09/11)
Conference (Member of the Organising Committee)
2015/06 - 2015/06 CBMS 2015 - International Symposium on Computer-Based Medical Systems (2015/06 - 2015/06)
Conference (Member of the Organising Committee)
 Universidade de São Paulo, Brazil
2014/05 - 2014/05 CBMS 2014 - International Symposium on Computer-Based Medical Systems (2014/05 - 2014/05)
Conference (Member of the Organising Committee)
 Icahn School of Medicine at Mount Sinai, United States
2013/06 - 2013/06 CBMS 2013 - IEEE International Symposium on Computer-Based Medical Systems (2013/06 - 2013/06)
Conference (President of the Organising Committee)
 Universidade do Porto Faculdade de Medicina, Portugal
2011/10/29 - 2011/10/31 IDA 2011 - International Symposium on Intelligent Data Analysis (2011/10/29 - 2011/10/31)
Conference (Member of the Organising Committee)

Event participation

Activity description
Type of event 		Event name
Institution / Organization
2019/10/18 - 2019/10/18 Propostas para um diálogo efetivo Comissões de Ética - Investigadores
Round table
 Comissões de Ética e Investigação em Saúde - impacto das alterações na lei e desafios para o futuro
Universidade do Porto Faculdade de Medicina, Portugal
2017/11/21 - 2017/11/21 Enhancing healthcare with applied intelligence
Round table
 On Intelligence
Faber Ventures, Portugal
2017/10/25 - 2017/10/25 Atividade Clínica e Investigação
Round table
 C-Health

Consulting

Activity description Institution / Organization
2017 - 2019 Relator do Subtema Saúde Digital e Tecnologias Médicas da Agenda Temática de Saúde, Investigação Clínica e Translação https://www.fct.pt/agendastematicas/sauinvclitrans.phtml.pt Fundação para a Ciência e a Tecnologia, Portugal

Evaluation committee

Activity description
Role 		Institution / Organization Funding entity
2019/11 - Current Comité de Acompanhamento da Avaliação da Maturidade das Infraestruturas de Investigação do Roteiro Nacional (RNIE)
Member
 Fundação para a Ciência e a Tecnologia, Portugal
2014 - 2018 Revisão de propostas de projectos de investigação
Evaluator
 National Science Centre, Poland National Science Centre
2016/04 - 2016/04 Recursos do Concurso para atribuição de Bolsas de Doutoramento e Pós-Doutoramento
Specialist
 Fundação para a Ciência e a Tecnologia, Portugal Fundação para a Ciência e a Tecnologia
2016 - 2016 Revisão de propostas de projectos de investigação
Evaluator
 Nederlandse Organisatie voor Wetenschappelijk Onderzoek, Netherlands Nederlandse Organisatie voor Wetenschappelijk Onderzoek

Interview (newspaper / magazine)

Activity description Newspaper / Forum
2020/04/24 Burocracia impede acesso de investigadores a dados da Covid-19 Sábado
2020/04/23 Dados que nem do avesso fazem sentido Sábado
2020/04/09 Viewpoint: We need a European Health Data Space to tackle COVID-19 Science Business
2020/04/06 Houve ou não mais mortalidade em março? Diário de Notícias
2020/03/29 Investigadores alertam: coronavírus pode estar a provocar mais vítimas mortais do que as registadas Expresso
2020/03/17 Cientistas pedem ao Governo acesso imediato a dados de doentes suspeitos de covid-19 Público
2019/12/29 A inteligência artificial pode ajudar a medicina? Diário de Notícias
2019/01/30 Investigadores do Porto criam ferramenta que permite rastreio rápido da apneia Diário de Notícias
2018/06/08 Necessidades dos doentes em cuidados paliativos são mais psicológicas do que físicas Observador
2018/02/02 Entender o défice de atenção implica analisar todo o sistema nervoso Jornal de Notícias
2017/04/03 Cientistas desenvolvem ferramenta que prevê evolução da doença inflamatória intestinal Expresso
2006/12/06 Investigação científica da Universidade do Porto premiada Jornal de Notícias

Interview (tv / radio show)

Program Topic
2020/03/25 - Current S+ Covid-19: DGS vai libertar dados anónimos da COVID-19 para investigação
2020/05/15 - 2020/05/15 Ao Encontro O papel da ciência no combate à pandemia
2020/04/18 - 2020/04/18 TSF Notícias Cientistas continuam à espera dos dados da Covid-19 em Portugal
2020/04/06 - 2020/04/06 Primeiro Jornal Cientistas querem ter acesso a dados da DGS sobre doentes com Covid-19
2019/02/11 - 2019/02/11 Jornal da Tarde Rastreio da apneia do sono melhorada por investigação do CINTESIS
2017/12/08 - 2017/12/08 90 Segundos de Ciência E se toda a sua informação médica estivesse disponível a toda a hora, em qualquer lugar?
Distinctions

Award

2017 Prémio de Inovação Pedagógica em Ensino a Distância (menção honrosa) - "Curso de Radiologia Mamária em e-Learning" - I. Moreira, S. Ventura, I. Ramos, P. Rodrigues
Instituto Politécnico do Porto, Portugal
2017 Prémio SPAIC - "FRASIS - Monitorizacao da Funcao Respiratoria na Asma utilizando os Sensores Integrados no Smartphone"
2011 Best PhD Academic Work
2008 Student Travel Award
2007 2nd Best Paper: "Electricity Load Forecast using Data Streams Techniques", J. Gama & P. Rodrigues
2006 Best MSc Dissertation
2004 Best Paper Award "Learning with Drift Detection" J Gama, P Medas, G Castillo, P Rodrigues
2003 Second Place (Pedro Rodrigues and Ana Barral)

Other distinction

2017 Shortlisted for best poster nomination - "The case for a more efficient and effective EHR system: the Portuguese files" - B. Oliveira, R. Guimaraes, L. Antunes, P. Rodrigues
2017 Shortlisted for best paper award - "Implementing guidelines for causality assessment of adverse drug reaction reports: a Bayesian network approach" - P. Rodrigues, D. Santos, A. Silva, J. Polonia, I. Ribeiro-Vaz
2017 Honorable Mention - "Validation and cultural adaptation of the Integrated Palliative care Outcome Scale (IPOS) for the Portuguese population"
2012 Honorable Mention - "SAGi - Sistema de apoio à decisão clínica no controlo da glicemia em doentes críticos" - A. Ferreira, P.P. Rodrigues & C. Granja