Machine learning in colorectal cancer prediction and diagnosis: a systematic review of models' performance.

Pedro Vieira-Marques Pedro Manuel Vieira Marques Pedro Marques 0001 University of Porto, Faculty of Medicine, CINTESIS, Portugal https://www.cienciavitae.pt/9214-D7A3-66ED https://orcid.org/0000-0003-4174-2820 https://www.wikidata.org/entity/Q58494237 https://www.scopus.com/authid/detail.uri?authorId=15623423100 https://www.authenticus.pt/R-000-EXA Pedro Marques Pedro Marques 0002 University of Trás-os-Montes e Alto Douro, Vila Real, Portugal https://orcid.org/0000-0003-0240-5469

Mohammad-Ali Abuzuhri Shahenaz Najjar Mohammed Awad Ricardo Cruz-Correia Hiba Falna Emine Aktas Basem Mohammed Abu Al Rob Miguel Oliveira Ibrahim Mughnamin Sara Novo Esteves Yousef Awlad Mohammad Pedro Vieira-Marques Machine learning in colorectal cancer prediction and diagnosis: a systematic review of models' performance. 106170 2026 206 Int. J. Medical Informatics https://doi.org/10.1016/j.ijmedinf.2025.106170 db/journals/ijmi/ijmi206.html#AbuzuhriNACFAROMEMV26 streams/journals/ijmi

Ana Ferreira 0001 Pedro Vieira-Marques Rute Almeida Exploring Stakeholders' Practical Needs for GDPR Compliance. 460-469 2025 ICEIS (2) https://doi.org/10.5220/0013360900003929 conf/iceis/2025-2 db/conf/iceis/iceis2025-2.html#0001VA25 Adicinéia Aparecida de Oliveira Samuel Frade Pedro Vieira-Marques Tiago António Queirós Jacinto Patrícia Homem-Silva Susana Lemos-Sebasteão Celeste M. G. Marques de Oliveira Liliane F. A. Ferreira e Sousa Jéssica Cristina Oliveira Rocha Ricardo João Cruz Correia Challenges and Strategies in the Implementation of the International Patient Summary in Accordance with International Standards: A Systematic Review. 211-220 2025 SBSI https://doi.org/10.5753/sbsi.2025.246425 conf/sbsi/2025 db/conf/sbsi/sbsi2025.html#OliveiraFVJHLOS25

Pauleen Mannevaara Ulla-Mari Kinnunen Nicole Egbert Ursula Hübner Pedro Vieira-Marques Paulino A. Sousa Kaija Saranto Discovering the importance of health informatics education competencies in healthcare practice. A focus group interview. 105463 2024 187 Int. J. Medical Informatics https://doi.org/10.1016/j.ijmedinf.2024.105463 db/journals/ijmi/ijmi187.html#MannevaaraKEHVSS24

Nádia Hipólito Cristina Jácome Rute Almeida Pedro Vieira-Marques Pulmonary Rehabilitation Guideline Referral in COPD - a FHIR mapping proposal. 925-932 2024 CENTERIS/ProjMAN/HCist https://doi.org/10.1016/j.procs.2025.02.196 conf/centeris/2024 db/conf/centeris/centeris2024.html#HipolitoJAV24 Nicole Egbert Tiina Haukkakallio Jens Hüsers Laura Phipps Mari F. Tietze Pedro Vieira-Marques Ursula H. Hübner Information in Healthcare - From Data to Knowledge: Improving Data Literacy Competencies. 160-164 2024 Nursing Informatics https://doi.org/10.3233/SHTI240126 conf/ni/2024 db/conf/ni/ni2024.html#EgbertHHPTVH24 Ana Duque-Fernandes Pedro Vieira-Marques Standardizing Care for Huntington's Disease: The Development of an openEHR Template for Motor Symptoms. 1491-1497 2023 CENTERIS/ProjMAN/HCist https://doi.org/10.1016/j.procs.2024.06.323 conf/centeris/2023 db/conf/centeris/centeris2023.html#Duque-Fernandes23 Ursula H. Hübner Pedro Vieira-Marques Jens Hüsers Tiina Haukkakallio Johanna Ikonen Nicole Egbert Joao Almeida Birgit Babitsch Ulla-Mari Kinnunen Ricardo João Cruz Correia Kaija Saranto Lessons Learned from an Interprofessional European Summer School in Health Informatics. 1171-1175 2023 MedInfo https://doi.org/10.3233/SHTI231149 conf/medinfo/2023 db/conf/medinfo/medinfo2023.html#HubnerVHHIEABKC23

Henrique Ferreira-Cardoso Cristina Jácome Sónia Silva Adelina Amorim Margarida T. Redondo José Fontoura-Matias Margarida Vicente-Ferreira Pedro Vieira-Marques José Valente Rute Almeida João Pedro Fonseca Teixeira Inês Azevedo Lung Auscultation Using the Smartphone - Feasibility Study in Real-World Clinical Practice. 4931 2021 21 Sensors 14 https://doi.org/10.3390/s21144931 db/journals/sensors/sensors21.html#Ferreira-Cardoso21

Ana Ferreira 0001 Joana Muchagata Pedro Vieira-Marques Diogo Abrantes Soraia Teles Perceptions of Security and Privacy in mHealth. 297-309 2021 HCI (27) https://doi.org/10.1007/978-3-030-77392-2_19 conf/hci/2021-27 db/conf/hci/hci2021-27.html#FerreiraMVAT21 João Pedro Barros Pedro Vieira-Marques Ana Ferreira 0001 mHealth in End Stage Renal Disease Self-management: A Usability study. 199-204 2021 ICMHI https://doi.org/10.1145/3472813.3473190 conf/icmhi/2021 db/conf/icmhi/icmhi2021.html#BarrosVF21 Ursula Hübner Kaija Saranto Pedro Vieira-Marques Ulla-Mari Kinnunen Nicole Egbert Birgit Babitsch Daniel Kalthoff Alexandrina Cardosa Paulino A. Sousa Jens Hüsers Miguel Padilha Pauleen Mannavaara Tiina Jokinen Hilke Mansholt Ricardo Correia 0001 Toria Shaw Morawski Gabriela M. Wilson Marion J. Ball The eHealth4all@eu Pipeline of Course Development: TIGER Recommendations in Action. 1126-1127 2021 MedInfo https://doi.org/10.3233/SHTI220300 conf/medinfo/2021 db/conf/medinfo/medinfo2021.html#HubnerSVKEBKCSH21

Priscila Alves Maranhão Ana Margarida Pereira Conceição Calhau Paula Ravasco Federico Bozzetti Alessandro Laviano Liz Isenring Elisa V. Bandera Maureen B. Huhmann Pedro Vieira-Marques Ricardo João Cruz Correia Nutrition Information in Oncology - Extending the Electronic Patient-Record Data Set. 191 2020 44 J. Medical Syst. 11 https://doi.org/10.1007/s10916-020-01649-9 https://www.wikidata.org/entity/Q100309067 db/journals/jms/jms44.html#MaranhaoPCRBLIB20

Rafael Almeida Pedro Vieira-Marques Ana Ferreira 0001 Patients to Mobilize Their Data: Secure and Flexible mHealth Delegation. 552-560 2020 ICISSP https://doi.org/10.5220/0008972905520560 conf/icissp/2020 db/conf/icissp/icissp2020.html#AlmeidaV020

Ana Ferreira 0001 Soraia Teles Pedro Vieira-Marques SoTRAACE for smart security in ambient assisted living. 323-334 2019 11 J. Ambient Intell. Smart Environ. 4 https://doi.org/10.3233/AIS-190531 db/journals/jaise/jaise11.html#FerreiraTV19

Sandra Reis Ana Ferreira 0001 Pedro Manuel Vieira Marques Ricardo Cruz-Correia Usability Study of a Tool for Patients' Access Control to Their Health Data. 94-102 2019 HEALTHINF https://doi.org/10.5220/0007391200940102 conf/biostec/2019hi db/conf/biostec/healthinf2019.html#ReisFMC19 Joana Muchagata Soraia Teles Pedro Vieira-Marques Diogo Abrantes Ana Ferreira 0001 Dementia and mHealth: On the Way to GDPR Compliance. 395-411 2019 BIOSTEC (Selected Papers) https://doi.org/10.1007/978-3-030-46970-2_19 conf/biostec/2019ccis db/conf/biostec/biostec2019ccis.html#MuchagataTVA019 Ana Cláudia Nogueira Raphael Oliveira Ricardo Cruz-Correia Pedro Vieira-Marques Validation of patient identification in an HL7 messages integrator for health data monitoring and portability. 670-677 2019 CENTERIS/ProjMAN/HCist https://doi.org/10.1016/j.procs.2019.12.234 conf/centeris/2019 db/conf/centeris/centeris2019.html#NogueiraOCV19 Priscila Alves Maranhão Ana Margarida Pereira Gustavo Marísio Bacelar-Silva Duarte Nuno Gonçalves-Ferreira Pedro Vieira-Marques Tiago Silva-Costa Ricardo João Cruz Correia From ObsCare Software to an OpenEHR Platform: Modelling Obstetric Archetypes. 153-157 2019 EFMI-STC https://doi.org/10.3233/978-1-61499-959-1-153 conf/efmi-stc/2019 db/conf/efmi-stc/stc2019.html#MaranhaoPBGVSC19 Joana Muchagata Pedro Vieira-Marques Ana Ferreira 0001 mHealth Applications: Can User-adaptive Visualization and Context Affect the Perception of Security and Privacy? 444-451 2019 ICEIS (2) https://doi.org/10.5220/0007724304440451 conf/iceis/2019-2 db/conf/iceis/iceis2019-2.html#MuchagataV019 Joana Muchagata Pedro Vieira-Marques Soraia Teles Diogo Abrantes Ana Ferreira 0001 Secure Visualization When Using Mobile Applications for Dementia Scenarios. 318-324 2019 IHSED https://doi.org/10.1007/978-3-030-27928-8_48 conf/ihsed/2019 db/conf/ihsed/ihsed2019.html#MuchagataVTA019

Priscila Alves Maranhão Gustavo Marísio Bacelar-Silva Duarte Ferreira Conceição Calhau Pedro Vieira-Marques Ricardo Cruz-Correia Nutrigenomic Information in the openEHR Data Set. 221-231 2018 09 Appl. Clin. Inform. 01 https://doi.org/10.1055/s-0038-1635115 https://www.wikidata.org/entity/Q52625286 db/journals/aci/aci9.html#MaranhaoBFCVC18

Ricardo Cruz-Correia Duarte Ferreira Gustavo Bacelar 0001 Pedro Manuel Vieira Marques Priscila Alves Maranhão Personalised medicine challenges: quality of data. 251-259 2018 6 Int. J. Data Sci. Anal. 3 https://doi.org/10.1007/s41060-018-0127-9 db/journals/ijdsa/ijdsa6.html#Cruz-CorreiaFBM18

Priscila Alves Maranhão Gustavo Marísio Bacelar-Silva Duarte Nuno Gonçalves-Ferreira Conceição Calhau Pedro Vieira-Marques Marle Alvarenga Ricardo João Cruz Correia OpenEHR Modeling Applied to Eating Disorders in Clinical Practice: OpenEHR-Archetypes in Eating Disorders. 36-41 2018 CBMS https://doi.org/10.1109/CBMS.2018.00014 https://doi.ieeecomputersociety.org/10.1109/CBMS.2018.00014 conf/cbms/2018 db/conf/cbms/cbms2018.html#MaranhaoBGCVAC18 Ana Ferreira 0001 Pedro Manuel Vieira Marques Phishing Through Time: A Ten Year Story based on Abstracts. 225-232 2018 ICISSP https://doi.org/10.5220/0006552602250232 conf/icissp/2018 db/conf/icissp/icissp2018.html#FerreiraM18 Diotima Bertel Soraia Teles Flora Strohmeier Pedro Vieira-Marques Paul Schmitter Stefan H. Ruscher Constança Paúl Andrea Ch. Kofler The Best of Both Worlds: Combining Digital and Human AAL Advisory Services for Older Adults. 66-82 2018 ICT4AgeingWell (Selected Papers) https://doi.org/10.1007/978-3-030-15736-4_4 conf/ict4ageingwell/2018s db/conf/ict4ageingwell/ict4ageingwell2018s.html#BertelTSVSRPK18a Diotima Bertel Soraia Teles Flora Strohmeier Pedro Vieira-Marques Paul Schmitter Stefan H. Ruscher Constança Paúl Andrea Ch. Kofler High Tech, High Touch: Integrating Digital and Human AAL Advisory Services for Older Adults. 241-249 2018 ICT4AWE https://doi.org/10.5220/0006799002410249 conf/ict4ageingwell/2018 db/conf/ict4ageingwell/ict4ageingwell2018.html#BertelTSVSRPK18 Priscila Alves Maranhão Gustavo Marísio Bacelar-Silva Duarte Nuno Gonçalves-Ferreira Pedro Manuel Vieira Marques Ricardo Cruz-Correia Challenges in Design and Creation of Genetic openEHR-Archetype. 835-839 2018 MIE https://doi.org/10.3233/978-1-61499-852-5-835 conf/mie/2018 db/conf/mie/mie2018.html#MaranhaoBGMC18 Priscila Alves Maranhão Gustavo Marísio Bacelar-Silva Duarte Nuno Gonçalves-Ferreira Pedro Manuel Vieira Marques Ricardo João Cruz Correia Relevant Lifelong Nutrition Information for the Prevention and Treatment of Childhood Obesity - Design and Creation of New openEHR Archetype Set. 236-241 2017 CBMS https://doi.org/10.1109/CBMS.2017.96 https://doi.ieeecomputersociety.org/10.1109/CBMS.2017.96 conf/cbms/2017 db/conf/cbms/cbms2017.html#MaranhaoBGMC17 Pedro Moura Paulo A. P. Fazendeiro Pedro Marques 0001 Ana Ferreira 0001 SoTRAACE - Socio-technical risk-adaptable access control model. 1-6 2017 ICCST https://doi.org/10.1109/CCST.2017.8167835 conf/iccst/2017 db/conf/iccst/iccst2017.html#MouraFMF17 Pedro Manuel Vieira Marques Jorge Jácome José Hilário-Patriarca Ricardo Cruz-Correia An adaptive scheduling model for a multi-agent based VEPR data collection actions. 286-290 2015 MIE https://doi.org/10.3233/978-1-61499-512-8-286 conf/mie/2015 db/conf/mie/mie2015.html#MarquesJHC15 Pedro Manuel Vieira Marques Agent based virtual electronic patient record. From intra to inter-institution data integration. Autonomous University of Barcelona, Spain 2014 http://hdl.handle.net/10803/285560 José Hilário Patriarca-Almeida Pedro Manuel Vieira Marques Ricardo João Cruz Correia Simulation Environment for the Optimization of the Data Retrieval Capabilities of an Agent Based System in a Healthcare Setting. 124-132 2011 HoloMAS https://doi.org/10.1007/978-3-642-23181-0_12 conf/holomas/2011 db/conf/holomas/holomas2011.html#Patriarca-AlmeidaMC11 Viriato Ferraz Gerardo Oliveira Pedro Manuel Vieira Marques Ricardo Cruz-Correia Organs Transplantation - How to Improve the Process? 300-304 2011 MIE https://doi.org/10.3233/978-1-60750-806-9-300 conf/mie/2011 db/conf/mie/mie2011.html#FerrazOVC11 Pedro Manuel Vieira Marques Arthur Cunha Luis Antunes 0002 Ricardo João Cruz Correia Altamiro da Costa Pereira A First Approach for a Regional Wide VEPR. 215-218 2008 HEALTHINF (1) conf/biostec/2008hi1 db/conf/biostec/healthinf2008-1.html#MarquesC0CP08

Ricardo João Cruz Correia Pedro Manuel Vieira Marques Ana Margarida Ferreira 0001 Filipa C. Almeida Jeremy C. Wyatt Altamiro da Costa Pereira Reviewing the integration of patient data: how systems are evolving in practice to meet patient needs. 14 2007 7 BMC Medical Informatics Decis. Mak. https://doi.org/10.1186/1472-6947-7-14 https://www.wikidata.org/entity/Q31115534 db/journals/midm/midm7.html#CorreiaMFAWP07

Pedro Manuel Vieira Marques Sergi Robles Jordi Cucurull-Juan Ricardo João Cruz Correia Guillermo Navarro 0001 Ramon Martí Secure Integration of Distributed Medical Data Using Mobile Agents. 47-54 2006 21 IEEE Intell. Syst. 6 https://doi.org/10.1109/MIS.2006.120 http://doi.ieeecomputersociety.org/10.1109/MIS.2006.120 db/journals/expert/expert21.html#MarquesRCCNM06

Ricardo João Cruz Correia Pedro Manuel Vieira Marques Pedro Costa Ana Margarida Ferreira 0001 E. Oliveira-Palhares F. Araújo Altamiro da Costa Pereira Integration of hospital data using agent technologies - A case study. 191-200 2005 18 AI Commun. 3 http://content.iospress.com/articles/ai-communications/aic342 db/journals/aicom/aicom18.html#Cruz-CorreiaVCFOAC05

Ana Ferreira 0001 Ricardo João Cruz Correia Luis Antunes 0002 Ernesto Palhares Pedro Manuel Vieira Marques Pedro Costa Altamiro da Costa Pereira Integrity for Electronic Patient Record Reports. 4-9 2004 conf/cbms/2004 CBMS https://doi.org/10.1109/CBMS.2004.1311682 https://doi.ieeecomputersociety.org/10.1109/CBMS.2004.1311682 db/conf/cbms/cbms2004.html#FerreiraCAPMCP04 Diogo Abrantes Mohammad-Ali Abuzuhri Emine Aktas Filipa C. Almeida Joao Almeida Rafael Almeida Rute Almeida Marle Alvarenga Adelina Amorim Luis Filipe Coelho AntunesLuis Antunes 0002 F. Araújo Mohammed Awad Inês Azevedo Birgit Babitsch Gustavo Marísio Bacelar-SilvaGustavo Bacelar 0001 Marion J. Ball Elisa V. Bandera João Pedro Barros Diotima Bertel Federico Bozzetti Conceição Calhau Alexandrina Cardosa Ricardo João Cruz CorreiaRicardo Cruz-CorreiaRicardo Correia 0001 Pedro Costa Jordi Cucurull-Juan Arthur Cunha Ana Duque-Fernandes Nicole Egbert Sara Novo Esteves Hiba Falna Paulo A. P. Fazendeiro Viriato Ferraz Ana Ferreira 0001Ana Margarida Ferreira 0001 Duarte FerreiraDuarte Nuno Gonçalves-Ferreira Henrique Ferreira-Cardoso José Fontoura-Matias Samuel Frade Tiina Haukkakallio José Hilário-Patriarca Nádia Hipólito Patrícia Homem-Silva Ursula HübnerUrsula H. Hübner Maureen B. Huhmann Jens Hüsers Johanna Ikonen Liz Isenring Tiago António Queirós Jacinto Cristina Jácome Jorge Jácome Tiina Jokinen Daniel Kalthoff Ulla-Mari Kinnunen Andrea Ch. Kofler Alessandro Laviano Susana Lemos-Sebasteão Pauleen Mannavaara Pauleen Mannevaara Hilke Mansholt Priscila Alves Maranhão Ramon Martí Yousef Awlad Mohammad Pedro Moura Joana Muchagata Ibrahim Mughnamin Shahenaz Najjar Guillermo Navarro-ArribasGuillermo Navarro 0001 Ana Cláudia Nogueira Adicinéia Aparecida de Oliveira Celeste M. G. Marques de Oliveira Gerardo Oliveira Miguel Oliveira Raphael Oliveira E. Oliveira-Palhares Miguel Padilha Ernesto Palhares José Hilário Patriarca-Almeida Constança Paúl Altamiro da Costa Pereira Ana Margarida Pereira Laura Phipps Paula Ravasco Margarida T. Redondo Sandra Reis Basem Mohammed Abu Al Rob Sergi Robles Jéssica Cristina Oliveira Rocha Stefan H. Ruscher Kaija Saranto Paul Schmitter Toria ShawToria Shaw Morawski Sónia Silva Tiago Silva-Costa Liliane F. A. Ferreira e Sousa Paulino A. Sousa Flora Strohmeier João Pedro Fonseca Teixeira Soraia Teles Mari TietzeMari F. Tietze José Valente Margarida Vicente-Ferreira Gabriela M. Wilson Jeremy C. Wyatt