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Carlos Geraldes. Concluiu o(a) Doutoramento em Doutoramento em Ciências da Vida em 2017 pelo(a) Universidade Nova de Lisboa Faculdade de Ciências Médicas e Licenciatura em Electrotecnic and Computer Engineer em 1996 pelo(a) Universidade de Lisboa Instituto Superior Técnico. Frequenta o(a) Doutoramento em Informática pelo(a) Universidade de Lisboa Faculdade de Ciências. É Investigador no(a) Universidade de Lisboa Centro de Estatística e Aplicações e Professor Adjunto no(a) Instituto Politécnico de Lisboa Instituto Superior de Engenharia de Lisboa. Publicou 12 artigos em revistas especializadas. Possui 1 capítulo(s) de livros. Recebeu 2 prémio(s) e/ou homenagens. No seu currículo Ciência Vitae os termos mais frequentes na contextualização da produção científica, tecnológica e artístico-cultural são: Rede Neuronal Aditiva Generalizada; Função de ligação flexível; Função da razão de possibilidades; Generalized Aditive Neural Network; Flexible link function; Odds ratio function; Ciências Médicas; SIRESP; rede de comunicações de emergência e segurança; TETRA; Domínio/Área Científica::Engenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e Informática; Adult; Aged; Aged, 80 and over; Bayes Theorem; Biometry; Female; Humans; Incidence; Male; Middle Aged; Multivariate Analysis; Portugal; Stomach Neoplasms; Young Adult; Spatio-Temporal Analysis; Age-related macular degeneration; Anti-vascular endothelial growth factor; Choroidal neovascularization; Optical coherence tomography angiography; Treat-and-extend protocol; Biomedical Engineering; Ophthalmology; Spatio-temporal analysis; Bayesian hierarchical models; INLA; Age-period-cohort models; Stomach cancer; Colorectal cancer; Geographical environment; Southern Portugal; Biochemistry, Genetics and Molecular Biology(all); Agricultural and Biological Sciences(all); Benign vocal fold lesions; Posture; Posturography; Speech rehabilitation; Voice disorders; Generalize additive model; Illness score; Mean square error; Receiver operating characteristic curve; Simplify acute physiology score; .
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Identification

Personal identification

Full name
Carlos Geraldes

Citation names

  • Geraldes, Carlos
  • Brás-Geraldes
  • Bras-Geraldes

Author identifiers

Ciência ID
081A-ABD6-13DD
ORCID iD
0000-0002-1551-6531
Google Scholar ID
Ru55OUQAAAAJ&hl
Researcher Id
A-4358-2019
Scopus Author Id
57197972944

Email addresses

  • carlos.geraldes@isel.pt (Professional)

Knowledge fields

  • Exact Sciences - Mathematics - Statistics and Probability

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
English Advanced (C1) Advanced (C1) Intermediate (B1) Advanced (C1)
Spanish; Castilian Advanced (C1) Advanced (C1) Advanced (C1)
Education
Degree Classification
2018/06/15
Concluded
 Electrotecnic and Computer Engineer (Mestrado integrado)
Universidade Nova de Lisboa Faculdade de Ciências e Tecnologia, Portugal
 15
2017
Concluded
 Phd Life Sciences, Populations Health (Biostatistics) (Doutoramento)
Universidade Nova de Lisboa Faculdade de Ciências Médicas, Portugal
"APLICAÇÃO DAS REDES NEURONAIS ADITIVAS GENERALIZADAS À MEDICINA" (THESIS/DISSERTATION)
 Distinção e louvor por unanimidade
2009
Concluded
 Scientific and Pedagogic Evaluation Exam (Pós-Graduação)
Universidade Nova de Lisboa Faculdade de Ciências Médicas, Portugal
"Basis and Structure of DataGrid" (THESIS/DISSERTATION)
 Muito Bom
1996/10
Concluded
 Electrotecnic and Computer Engineer (Licenciatura)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Fault Detection in Analog Integrated Circuits" (THESIS/DISSERTATION)
 13
Affiliation

Teaching in Higher Education

Category
Host institution 		Employer
2020/02/26 - Current Adjunct Teacher (Polytechnic Teacher) Instituto Politécnico de Lisboa Instituto Superior de Engenharia de Lisboa, Portugal
Instituto Politécnico de Lisboa Instituto Superior de Engenharia de Lisboa, Portugal
2017/10/01 - 2020/02/25 Invited Assistant Professor (University Teacher) Universidade Nova de Lisboa Faculdade de Ciências Médicas, Portugal
Universidade Nova de Lisboa Faculdade de Ciências Médicas, Portugal
2000/10/01 - 2013/10/01 Invited Assistant (University Teacher) Universidade Nova de Lisboa Faculdade de Ciências Médicas, Portugal

Others

Category
Host institution 		Employer
2009/02/01 - Current Investigador Universidade de Lisboa Centro de Estatística e Aplicações, Portugal
2017/07/01 - 2020/02/25 Regent of Computer Science and Applications of Medical Informatics; Assistant Prof. for Public Health, Epidemiology and Biostatistics; NOVA Medical School, New University of Lisbon. Universidade Nova de Lisboa Faculdade de Ciências Médicas, Portugal
2013/09/01 - 2017/07/01 Assistant lecturer for Informatics and Biostatistics, Data Management and Analysis and Informática and Applications of Medical Informatics. Universidade Nova de Lisboa Faculdade de Ciências Médicas, Portugal
Projects

Contract

Designation Funders
2020 - Current FCT Strategic project - UIDB/00006/2020
UIDB/00006/2020
Researcher
Universidade de Lisboa Centro de Estatística e Aplicações, Portugal
 Fundação para a Ciência e a Tecnologia
Ongoing
2020/12/21 - 2023/12/20 Modelos de Previsão de Desenvolvimento da COVID-19 em Doentes de Risco para uma Medicina de Precisão
10.54499/DSAIPA/DS/0117/2020
Instituto Português do Sangue e da Transplantação IP, Portugal

Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal

Instituto Politécnico de Lisboa Instituto Superior de Engenharia de Lisboa, Portugal

Centro Hospitalar Universitário de Lisboa Central EPE, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2019/01 - 2019/12 FCT Strategic project - UID/MAT/00006/2019
UID/MAT/00006/2019
Researcher
Universidade de Lisboa Centro de Estatística e Aplicações, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2019 - 2019 FCT Strategic project: UID/Multi/04046/2019
UID/Multi/04046/2019
Research Fellow
Universidade de Lisboa Instituto de Biossistemas e Ciências Integrativas, Portugal
Concluded
2015/01 - 2018/12 FCT Strategic project: UID/MAT/00006/2013
UID/MAT/00006/2013
Researcher
Universidade de Lisboa Centro de Estatística e Aplicações, Portugal
Concluded
2014 - 2017 FCT: PTDC/SAU-SAP/116563/2010
PTDC/SAU-SAP/116563/2010
PhD Student Fellow
Universidade Nova de Lisboa Centro de Estudos de Doenças Crónicas, Portugal
Concluded
2014 - 2014 PEst-OE/MAT/UI0006/2014
PEst-OE/MAT/UI0006/2014
PhD Student Fellow
Universidade de Lisboa Centro de Estatística e Aplicações, Portugal
Concluded
2011 - 2013 PEst-OE/MAT/UI0006/2011
PEst-OE/MAT/UI0006/2011
PhD Student Fellow
Universidade de Lisboa Centro de Estatística e Aplicações, Portugal
Concluded
2009 - 2010 FCT/POCTI/2010
FCT/POCTI/2010
PhD Student Fellow
Universidade de Lisboa Centro de Estatística e Aplicações, Portugal
Concluded

Other

Designation Funders
2019 - 2021 IPMA Small Fishing project 2019 2021
IPMA Small Fishing project 2019 2021
Researcher
Universidade de Lisboa Centro de Estatística e Aplicações, Portugal
Concluded
Outputs

Publications

Book chapter
  1. Carreiro-Martins, Pedro; Papoila, Ana Luísa; Alves, Marta; Geraldes, Carlos; Caires, Iolanda; Palmeiro, Teresa; Neuparth, Nuno; Botelho, Maria Amália. "Impact of Indoor Air Quality on Health". In Geriatric Study in Portugal on Health Effects of Air Quality in Elderly Care Centers, edited by João Paulo Teixeira; Maria Amália Botelho; Nuno Neuparth; Iolanda Caires; Ana Luísa Papoila; Pedro Carreiro-Martins; Paulo Paixão; et al, 67-69. Porto, Portugal: Instituto de Saúde Pública Universidade do Porto, 2015.
  2. Papoila, A.L.; Cristina Rocha; Carlos Brás-Geraldes; Patricia Xufre. "Generalized linear models, generalized additive models and neural networks". In Comparative study in medical applications, 317-324. Springer International Publishing, 2013.
    10.1007/978-3-642-34904-1_33
Conference abstract
  1. Brás-Geraldes. "HELPER AND CYTOTOXIC FOLLICULAR T-CELLS IN SJOGREN'S SYNDROME". 2019.
    10.1136/annrheumdis-2019-eular.5352
  2. Brás-Geraldes. "CLINICAL ASSOCIATIONS AND DIAGNOSTIC POTENTIAL OF REGULATORY-LIKE B-CELLS IN SJOGREN'S SYNDROME". 2019.
    10.1136/annrheumdis-2019-eular.2614
  3. Brás-Geraldes. "3 D OCT angiography in choroid layer". 2018.
  4. Brás-Geraldes. "Choriocapillaris changes during development of CNV - an OCT Angiography quantitative analysis". 2018.
  5. Brás-Geraldes. "Predictive biomarkers in OCT-Angiography of peripheral nonperfusion in retinal venous occlusions". 2018.
  6. Brás-Geraldes. "Quantitative OCT-Angiography for neovascular age related macular degeneration: six months follow-up study". 2018.
  7. Belo, Joana; Carreiro-Martins, Pedro; Papoila, Ana Luísa; Alves, Marta; Caires, Iolanda; Palmeiro, Teresa; Gaspar-Marques, João; et al. "Ventilação de edifícios e doença respiratória em idosos". Paper presented in XXXVI Reunião Anual da SPAIC, Coimbra, 2015.
    Published
  8. Brás-Geraldes. "Pollen concentrations and emergency department visits for asthma and wheeze in Lisbon". 2014.
Conference paper
  1. Carlos Bras-Geraldes; Ana Papoila; Patricia Xufre; Fernanda Diamantino; Bras-Geraldes, C.; Papoila, A.; Xufre, P.; Diamantino, F.. "Generalized Additive Neural Networks for mortality prediction using automated and Genetic Algorithms". 2013.
    10.1109/segah.2013.6665306
  2. Papoila, Ana Luisa; Ribeiro, Conceição; São João, Ricardo; Geraldes, Carlos; Amaral Turkman, Antónia; Miranda, Ana; Riebler, Andrea; Amaral-Turkman, Antónia. "Stomach cancer incidence in Southern Portugal 1998-2006:a spatio-temporal analysis". 2012.
    10.1002/bimj.201200264
  3. São João, Ricardo; Papoila, Ana Luisa; Amaral Turkman, Antónia; Ribeiro, Conceição; Geraldes, Carlos; Miranda, Ana. "Colorectal cancer incidence: a spatio-temporal analysis in Southern Portugal 1998-2006". 2012.
Journal article
  1. Rúben Dias; Artur Ferreira; Iola Pinto; Carlos Geraldes; Cristiana Von Rekowski; Luís Bento. "An Interactive Dashboard for Statistical Analysis of Intensive Care Unit COVID-19 Data". BioMedInformatics (2024): https://doi.org/10.3390/biomedinformatics4010026.
    10.3390/biomedinformatics4010026
  2. Cristiana P. Von Rekowski; Tiago A. H. Fonseca; Rúben Araújo; Carlos Brás-Geraldes; Cecília R. C. Calado; Luís Bento; Iola Pinto. "The Characteristics and Laboratory Findings of SARS-CoV-2 Infected Patients during the First Three COVID-19 Waves in Portugal—A Retrospective Single-Center Study". Medicina (2023): https://doi.org/10.3390/medicina60010059.
    10.3390/medicina60010059
  3. Filipe Barcelos; Carlos Brás-Geraldes; Catarina Martins; Ana-Luísa Papoila; Ricardo Monteiro; Joana Cardigos; Nathalie Madeira; et al. "Added value of lymphocyte subpopulations in the classification of Sjögren's syndrome". Scientific Reports 13 1 (2023): https://doi.org/10.1038%2Fs41598-023-31782-7.
    10.1038/s41598-023-31782-7
  4. João Daniel Esteves Rosa; Steven Pestana; C. Leandro; C. Geraldes; João A. R. Esteves; Diego B. Carvalho. "Wind Power Forecasting with Machine Learning: Single and combined methods". Renewable Energy and Power Quality Journal (2022): https://api.semanticscholar.org/CorpusID:251859347.
  5. Alexandra Bayão Horta; Carlos Brás-Geraldes; Cátia Salgado; Susana Vieira; Miguel Xavier; Papoila, A.L.. "Um modelo de predição para seleccionar para co-gestão doentes de cirurgia colo-rectal". Acta medica portuguesa 34 2 (2021): 118-127. https://novaresearch.unl.pt/en/publications/1e45cbe0-dd74-4e81-9c0b-9ef0bf976278.
    10.20344/AMP.12996
  6. Paulo Filipe Severino; Catarina Bolotinha; Papoila, A.L.; Carlos Brás-Geraldes; Alexandrina Dos Santos; Vanda Rute Patrício Palmeiro; Ana Paula Fernandes; Ana Franca. "NOA method – three dimensions in the governance of kidney transplantation". MethodsX 8 (2021): https://novaresearch.unl.pt/en/publications/c79c2444-a447-4709-9bd5-37b6c9450a63.
    10.1016/j.mex.2021.101542
  7. Luzia Gonçalves; Maria Antónia Amaral Turkman; Carlos Geraldes; Tiago A. Marques; Lisete Sousa. "COVID-19: Nothing is Normal in this Pandemic". Journal of Epidemiology and Global Health (2021): https://doi.org/10.2991%2Fjegh.k.210108.001.
    10.2991/jegh.k.210108.001
  8. José Araújo-Martins; Carlos Brás-Geraldes; Nuno Neuparth. "The potential role of peak nasal inspiratory flow to evaluate active sinonasal inflammation and disease severity". Scientific Reports 10 1 (2020): https://doi.org/10.1038/s41598-020-69693-6.
    10.1038/s41598-020-69693-6
  9. Diogo Reis Cabral; Florence Coscas; Telmo Pereira; Catherine Français; Carlos Brás-Geraldes; Rita Laiginhas; Catarina Rodrigues; et al. "Quantitative optical coherence tomography angiography biomarkers in a treat-and-extend dosing regimen in neovascular age-related macular degeneration". Translational Vision Science and Technology 9 3 (2020): https://novaresearch.unl.pt/en/publications/d7c51c51-c1f0-4c07-8fb8-a46f7e9f73a5.
    10.1167/tvst.9.3.18
  10. Maria Caçador; Papoila, A.L.; Carlos Brás-Geraldes; Carlos Stapleton Garcia; Tânia Constantino; Mafalda Almeida; Pedro Stapleton-Garcia; João Paço. "Evaluation of vocal changes after vestibular rehabilitation in patients with balance disorders". Journal of Vestibular Research: Equilibrium and Orientation 30 2 (2020): 109-120. https://novaresearch.unl.pt/en/publications/4c66fa69-341e-4ead-94bd-b376bd03773b.
    10.3233/VES-200697
  11. Brás-Geraldes; Cabral, Diogo; Coscas, Florence; Glacet-bernard, Agnes; Pereira, Telmo; Geraldes, Carlos; Cachado, Francisco; et al. "Biomarkers of Peripheral Nonperfusion in Retinal Venous Occlusions Using Optical Coherence Tomography Angiography". (2019): http://dx.doi.org/10.1167/tvst.8.3.7.
    10.1167/tvst.8.3.7
  12. Carlos Brás-Geraldes; Ana Papoila; Patricia Xufre. "Odds ratio function estimation using a generalized additive neural network". Neural Computing and Applications (2019): https://doi.org/10.1007/s00521-019-04189-7.
    10.1007/s00521-019-04189-7
  13. Carlos Brás-Geraldes; Ana Papoila; Patricia Xufre. "Generalized additive neural network with flexible parametric link function: model estimation using simulated and real clinical data". Neural Computing and Applications 31 3 (2019): 719-736. https://doi.org/10.1007/s00521-017-3105-6.
    10.1007/s00521-017-3105-6
  14. Maria Caçador; Papoila, A.L.; Carlos Brás-Geraldes; Carlos Stapleton Garcia; Tânia Constantino; Mafalda Almeida; João Paço. "Evaluation of Postural Changes Using Dynamic Posturography after Speech Rehabilitation in Patients with Voice Disorders". Folia Phoniatrica et Logopaedica (2019): https://novaresearch.unl.pt/en/publications/b726e056-51bc-4aa0-8302-56e0a0d3fca9.
    10.1159/000500808
  15. Florence Coscas; Demetrios G. Vavvas; Diogo Cabral; Telmo Pereira; Carlos Geraldes; Hemaxi Narotamo; Alexandra Miere; et al. "Quantitative optical coherence tomography angiography biomarkers for neovascular age-related macular degeneration in remission". PLOS ONE (2018): https://doi.org/10.1371/journal.pone.0205513.
    10.1371/journal.pone.0205513
  16. Filipe Barcelos; Catarina Martins; Ana Papoila; Carlos Geraldes; Joana Cardigos; Glória Nunes; Teresa Lopes; et al. "Association between memory B-cells and clinical and immunological features of primary Sjögren’s syndrome and Sicca patients". Rheumatology International 38 6 (2018): 1063-1073. https://doi.org/10.1007/s00296-018-4018-0.
    10.1007/s00296-018-4018-0
Thesis / Dissertation
  1. Geraldes, Carlos José Brás. "Redes de Comunicações de Emergência e Segurança". Master, 2018. http://hdl.handle.net/10362/42276.
  2. Geraldes, Carlos José Brás. "Aplicação das redes neuronais aditivas generalizadas à Medicina". PhD, 2017. http://hdl.handle.net/10362/20114.
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2019/07/09 Looking for Interpretable Artificial Intelligence Methods in Health Research Encontro com a Ciência e a Tecnologia em Portugal
(Lisboa, Portugal)
2019/06/23 Quantitative Optical Coherence Tomography Angiography biomarkers for neovascular age related macular degeneration treated using a treat-and-extend regimen Maculart Meeting
(Paris, France)
2019/02/10 Quantitative OCT-Angiography for neovascular age related macular degeneration: six months follow-up study 3rd International Swept Source OCT Angiography Conference
(Fort Myers, Florida, United States)
2019/02/10 Clinical associations and diagnostic potential ofr egulatory-likeB-Cells in Sjogren’s Syndrome XXI Congresso Português de Reumatologia
(Vila Moura, Portugal)
2019/01/26 Odds ratio function estimation using generalized additive neural networks Biostatnet 4th General Meeting
(Santiago de Compustela, Spain)
2018/12/15 Quantitative automatic analysis of choroidal neovascularization blood flow aspect 6th International Congress on OCT Angiography
(Rome, Italy)
2018/12/05 Three-dimensional rendering of central macula flow using optical coherence tomography angiography: qualitative and quantitative characterization 61º Congresso Português de Oftalmologia
(Vila Moura, Portugal)
2018/09/20 RVO treatment and follow up using Optical Coherence Tomography Angiography 18th EURETINA 2018 Congress
(Vienna, Austria)
2018/06/13 Association between memory b-cells and phenotypic features of sjÖgren’s syndrome Annual European Congress of Rheumatology, EULAR 2018
(Amsterdam, Netherlands)
2018/06/03 Three-dimensional OCT Angiography in Choroid layer Special Interest Symposium: Oct-angiography biomarkers in choroidal and retinal disease
(Nice, France)
2018/06/03 Predictive biomarkers in OCT-Angiography of peripheral nonperfusion in retinal venous occlusions EVER–European Association for Vision and Eye Research
(Nice, France)
2018/04/30 Novel tools for quantitative OCT-A analysis on nAMD follow-up Casual Friday with Science
(Lisboa)
2018/02/16 OCT Angiography assessment of changes of CC and choroid changes during development of CNV 2nd International Swept Source Optical Coherence Tomography
(Paris, France)
2015/03/30 Generalized additive neural networks with flexible parametric link function Euro Mini Conference on Improving Healthcare: New Challanges, New Approaches
(Coimbra, Portugal)
2014/06/07 Pollen concentrations and emergency department visits for asthma and wheeze in Lisbon European Academy of Allergy and Clinical Immunology Congress
(Copenhagen, Denmark)
2014/02/05 Generalized additive neuralnetworks for mortality prediction: model selection comparison EUROMini-Conference on Optimization in the Natural Sciences
(Aveiro, Portugal)
2013/05/02 Generalized Additive Neural Networks for mortality prediction using automated and Genetic Algorithms IEEE 2nd International Conference on Serious Games and Applications for Health (SeGAH)
(Vila Moura)
2012/02/16 Socio economic status and colorectal cancer incidence: a spatial analysis inSouthern Portugal 1998-2006 XIX Jornadas ROR Sul-2012
(Lisboa, Portugal)
2010/07/11 Prediction in Medicine: Statistical Models vs Artificial Neural Networks 24th European Conference on Operational Research
(Lisboa, Portugal)

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2019/10 - 2019/10 O abandono do ensino superior em Portugal : uma abordagem empírica
Co-supervisor
Universidade de Lisboa Instituto Superior de Economia e Gestão, Portugal

Jury of academic degree

Topic
Role 		Candidate name (Type of degree)
Institution / Organization
2019/11/14 Classification Methods applied to Familial Hypercholesterolemia
(Thesis) Main arguer
 João David Ferreira de Castro Albuquerque (Master)
Fundação da Faculdade de Ciências da Universidade de Lisboa, Portugal
2018/01/08 Marketing preditivo: Exemplo de uma campanha de Crédito Pessoal
(Thesis) Main arguer
 Nuno Ricardo Gil (Master)
Universidade Nova de Lisboa Instituto Superior de Estatística e Gestão de Informação, Portugal

Ad Hoc journal article review

Journal title (ISSN) Publisher
2024/02/16 - 2024/02/16 Applied Sciences (2076-3417) MDPI

Journal scientific committee

Journal title (ISSN) Publisher
2020 - 2020 npj Digital Medicine NATURE
2018 - 2018 Revista de Ciências Agrárias Sociedade de Ciências Agrárias de Portugal (SCAP)
Distinctions

Other distinction

2019 Finalista “SEIDROB/SPR Award for best Iberian PhD Thesis in Robotics” relativo aos trabalhos concluídos em 2017 , 2018 e 2019
Sociedad Española para la Investigación y Desarrollo en Robótica, Spain

Sociedade Portuguesa de Robótica, Portugal
2014 Louvor nº 44/2014 (Diário da República)
Universidade Nova de Lisboa Faculdade de Ciências Médicas, Portugal
2007 Louvor nº 93/2007 (Diário da República)
Universidade Nova de Lisboa Faculdade de Ciências Médicas, Portugal