Serafeim Moustakidis

Affiliations

AiDEAS, Tallinn, Estonia.

Publications (29)

Machine learning-based prediction of mortality after heart transplantation in adults with congenital heart disease: A UNOS database analysis.

Clinical transplantation

Avec: Polydoros N Kampaktsis , Athanasios Siouras , Ilias P Doulamis , Maria Emfietzoglou , Jef Van den Eynde , Dimitrios V Avgerinos , George Giannakoulas , Paulino Alvarez , Alexandros Briasoulis

Identifying Gait-Related Functional Outcomes in Post-Knee Surgery Patients Using Machine Learning: A Systematic Review.

International journal of environmental research and public health

Avec: Christos Kokkotis , Georgios Chalatsis , Athanasios Siouras , Vasileios Mitrousias , Dimitrios Tsaopoulos , Dimitrios Patikas , Nikolaos Aggelousis , Michael Hantes , Giannis Giakas , Dimitrios Katsavelis , Themistoklis Tsatalas

Prediction of Joint Space Narrowing Progression in Knee Osteoarthritis Patients.

Diagnostics (Basel, Switzerland)

Avec: Charis Ntakolia , Christos Kokkotis , Dimitrios Tsaopoulos

A Lightweight Convolutional Neural Network Architecture Applied for Bone Metastasis Classification in Nuclear Medicine: A Case Study on Prostate Cancer Patients.

Healthcare (Basel, Switzerland)

Avec: Charis Ntakolia , Dimitrios E Diamantis , Nikolaos Papandrianos , Elpiniki I Papageorgiou

An Explainable Machine Learning Pipeline for Stroke Prediction on Imbalanced Data.

Diagnostics (Basel, Switzerland)

Avec: Christos Kokkotis , Georgios Giarmatzis , Erasmia Giannakou , Themistoklis Tsatalas , Dimitrios Tsiptsios , Konstantinos Vadikolias , Nikolaos Aggelousis

Evaluation of Blood Biomarkers and Parameters for the Prediction of Stroke Survivors' Functional Outcome upon Discharge Utilizing Explainable Machine Learning.

Diagnostics (Basel, Switzerland)

Avec: Aimilios Gkantzios , Christos Kokkotis , Dimitrios Tsiptsios , Elena Gkartzonika , Theodoros Avramidis , Nikolaos Aggelousis , Konstantinos Vadikolias

Identifying Soccer Players' Playing Styles: A Systematic Review.

Journal of functional morphology and kinesiology

Avec: Spyridon Plakias , Christos Kokkotis , Marina Papalexi , Themistoklis Tsatalas , Giannis Giakas , Dimitrios Tsaopoulos

Identifying Robust Risk Factors for Knee Osteoarthritis Progression: An Evolutionary Machine Learning Approach.

Healthcare (Basel, Switzerland)

Avec: Christos Kokkotis , Vasilios Baltzopoulos , Giannis Giakas , Dimitrios Tsaopoulos

Explainable machine learning for knee osteoarthritis diagnosis based on a novel fuzzy feature selection methodology.

Physical and engineering sciences in medicine

Avec: Christos Kokkotis , Charis Ntakolia , Giannis Giakas , Dimitrios Tsaopoulos

Knee Injury Detection Using Deep Learning on MRI Studies: A Systematic Review.

Diagnostics (Basel, Switzerland)

Avec: Athanasios Siouras , Archontis Giannakidis , Georgios Chalatsis , Ioannis Liampas , Marianna Vlychou , Michael Hantes , Sotiris Tasoulis , Dimitrios Tsaopoulos

Global Distribution, Dispersal Patterns, and Trend of Several Omicron Subvariants of SARS-CoV-2 across the Globe.

Tropical medicine and infectious disease

Avec: Ioannis Kopsidas , Sofia Karagiannidou , Evangelia Georgia Kostaki , Dimitra Kousi , Eirini Douka , Petros P Sfikakis , Christos Kokkotis , Dimitrios Tsaopoulos , Ioulia Tseti , Theoklis Zaoutis , Dimitrios Paraskevis

From Admission to Discharge: Predicting National Institutes of Health Stroke Scale Progression in Stroke Patients Using Biomarkers and Explainable Machine Learning.

Journal of personalized medicine

Avec: Aimilios Gkantzios , Christos Kokkotis , Dimitrios Tsiptsios , Elena Gkartzonika , Theodoros Avramidis , Gregory Tripsianis , Ioannis Iliopoulos , Nikolaos Aggelousis , Konstantinos Vadikolias

Machine learning in knee osteoarthritis: A review.

Osteoarthritis and cartilage open

Avec: C Kokkotis , S Moustakidis , E Papageorgiou , G Giakas , D E Tsaopoulos

Fully automated identification of skin morphology in raster-scan optoacoustic mesoscopy using artificial intelligence.

Medical physics

Avec: Murad Omar , Juan Aguirre , Pouyan Mohajerani , Vasilis Ntziachristos

Identifying Country-Level Risk Factors for the Spread of COVID-19 in Europe Using Machine Learning.

Viruses

Avec: Christos Kokkotis , Dimitrios Tsaopoulos , Petros Sfikakis , Sotirios Tsiodras , Vana Sypsa , Theoklis E Zaoutis , Dimitrios Paraskevis

Identifying Soccer Teams' Styles of Play: A Scoping and Critical Review.

Journal of functional morphology and kinesiology

Avec: Spyridon Plakias , Christos Kokkotis , Themistoklis Tsatalas , Marina Papalexi , Dionysios Plakias , Giannis Giakas , Dimitrios Tsaopoulos

Classification models for assessing coronary artery disease instances using clinical and biometric data: an explainable man-in-the-loop approach.

Scientific reports

Avec: Agorastos-Dimitrios Samaras , Ioannis D Apostolopoulos , Nikolaos Papandrianos , Elpiniki Papageorgiou

Dense Multi-Scale Graph Convolutional Network for Knee Joint Cartilage Segmentation.

Bioengineering (Basel, Switzerland)

Avec: Christos Chadoulos , Dimitrios Tsaopoulos , Andreas Symeonidis , John Theocharis

Economical hybrid novelty detection leveraging global aleatoric semantic uncertainty for enhanced MRI-based ACL tear diagnosis.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society

Avec: Athanasios Siouras , George Chalatsis , Tuan Aqeel Bohoran , Michael Hantes , Marianna Vlychou , Sotiris Tasoulis , Archontis Giannakidis , Dimitrios Tsaopoulos

Artificial intelligence-enabled atrial fibrillation detection using smartwatches: current status and future perspectives.

Frontiers in cardiovascular medicine

Avec: Zoi Papalamprakopoulou , Dimitrios Stavropoulos , Dimitrios Avgerinos , Michael Efremidis , Polydoros N Kampaktsis

Identification of most important features based on a fuzzy ensemble technique: Evaluation on joint space narrowing progression in knee osteoarthritis patients.

International journal of medical informatics

Avec: Charis Ntakolia , Christos Kokkotis , Dimitrios Tsaopoulos

An Explainable Machine Learning Model for Material Backorder Prediction in Inventory Management.

Sensors (Basel, Switzerland)

Avec: Charis Ntakolia , Christos Kokkotis , Patrik Karlsson ,

Effect of Hepatitis C donor status on heart transplantation outcomes in the United States.

Clinical transplantation

Avec: Ilias P Doulamis , Aspasia Tzani , Polydoros N Kampaktsis , Alexandros Briasoulis

State-of-the-art machine learning algorithms for the prediction of outcomes after contemporary heart transplantation: Results from the UNOS database.

Clinical transplantation

Avec: Polydoros N Kampaktsis , Aspasia Tzani , Ilias P Doulamis , Anastasios Drosou , Nikolaos Diakos , Stavros G Drakos , Alexandros Briasoulis

Leveraging explainable machine learning to identify gait biomechanical parameters associated with anterior cruciate ligament injury.

Scientific reports

Avec: Christos Kokkotis , Themistoklis Tsatalas , Charis Ntakolia , Georgios Chalatsis , Stylianos Konstadakos , Michael E Hantes , Giannis Giakas , Dimitrios Tsaopoulos

An attention-based deep learning method for right ventricular quantification using 2D echocardiography: Feasibility and accuracy.

Echocardiography (Mount Kisco, N.Y.)

Avec: Polydoros N Kampaktsis , Tuan A Bohoran , Mark Lebehn , Laura McLaughlin , Jay Leb , Zhonghua Liu , Athanasios Siouras , Anvesha Singh , Rebecca T Hahn , Gerry P McCann , Archontis Giannakidis

Deep learning-enhanced nuclear medicine SPECT imaging applied to cardiac studies.

EJNMMI physics

Avec: Ioannis D Apostolopoulos , Nikolaos I Papandrianos , Anna Feleki , Elpiniki I Papageorgiou

A novel multi-atlas segmentation approach under the semi-supervised learning framework: Application to knee cartilage segmentation.

Computer methods and programs in biomedicine

Avec: Christos G Chadoulos , Dimitrios E Tsaopoulos , Nikolaos L Tsakiridis , John B Theocharis

AI-based classification algorithms in SPECT myocardial perfusion imaging for cardiovascular diagnosis: a review.

Nuclear medicine communications

Avec: Nikolaos I Papandrianos , Ioannis D Apostolopoulos , Anna Feleki , Konstantinos Kokkinos , Elpiniki I Papageorgiou

Réseau de co-auteurs

Christos Kokkotis 14 collaborations

Dimitrios Tsaopoulos 13 collaborations

Giannis Giakas 6 collaborations

Charis Ntakolia 6 collaborations

Polydoros N Kampaktsis 5 collaborations

Athanasios Siouras 5 collaborations

Themistoklis Tsatalas 5 collaborations

Nikolaos Aggelousis 4 collaborations

Ilias P Doulamis 3 collaborations

Alexandros Briasoulis 3 collaborations

Georgios Chalatsis 3 collaborations

Michael Hantes 3 collaborations

Elpiniki I Papageorgiou 3 collaborations

Dimitrios Tsiptsios 3 collaborations

Konstantinos Vadikolias 3 collaborations

Archontis Giannakidis 3 collaborations

Ioannis D Apostolopoulos 3 collaborations

Nikolaos Papandrianos 2 collaborations

Aimilios Gkantzios 2 collaborations

Elena Gkartzonika 2 collaborations

Theodoros Avramidis 2 collaborations

Spyridon Plakias 2 collaborations

Marina Papalexi 2 collaborations

Marianna Vlychou 2 collaborations

Sotiris Tasoulis 2 collaborations

Dimitrios Paraskevis 2 collaborations

Aspasia Tzani 2 collaborations

Nikolaos I Papandrianos 2 collaborations

Anna Feleki 2 collaborations

Maria Emfietzoglou 1 collaboration

Jef Van den Eynde 1 collaboration

Dimitrios V Avgerinos 1 collaboration

George Giannakoulas 1 collaboration

Paulino Alvarez 1 collaboration

Vasileios Mitrousias 1 collaboration

Dimitrios Patikas 1 collaboration

Dimitrios Katsavelis 1 collaboration

Dimitrios E Diamantis 1 collaboration

Georgios Giarmatzis 1 collaboration

Erasmia Giannakou 1 collaboration

Vasilios Baltzopoulos 1 collaboration

Ioannis Liampas 1 collaboration

Ioannis Kopsidas 1 collaboration

Sofia Karagiannidou 1 collaboration

Evangelia Georgia Kostaki 1 collaboration

Dimitra Kousi 1 collaboration

Eirini Douka 1 collaboration

Petros P Sfikakis 1 collaboration

Ioulia Tseti 1 collaboration

Theoklis Zaoutis 1 collaboration

Gregory Tripsianis 1 collaboration

Ioannis Iliopoulos 1 collaboration

C Kokkotis 1 collaboration

S Moustakidis 1 collaboration

E Papageorgiou 1 collaboration

G Giakas 1 collaboration

D E Tsaopoulos 1 collaboration

Murad Omar 1 collaboration

Juan Aguirre 1 collaboration

Pouyan Mohajerani 1 collaboration

Vasilis Ntziachristos 1 collaboration

Petros Sfikakis 1 collaboration

Sotirios Tsiodras 1 collaboration

Vana Sypsa 1 collaboration

Theoklis E Zaoutis 1 collaboration

Dionysios Plakias 1 collaboration

Agorastos-Dimitrios Samaras 1 collaboration

Elpiniki Papageorgiou 1 collaboration

Christos Chadoulos 1 collaboration

Andreas Symeonidis 1 collaboration

John Theocharis 1 collaboration

George Chalatsis 1 collaboration

Tuan Aqeel Bohoran 1 collaboration

Zoi Papalamprakopoulou 1 collaboration

Dimitrios Stavropoulos 1 collaboration

Dimitrios Avgerinos 1 collaboration

Michael Efremidis 1 collaboration

Patrik Karlsson 1 collaboration

Anastasios Drosou 1 collaboration

Nikolaos Diakos 1 collaboration

Stavros G Drakos 1 collaboration

Stylianos Konstadakos 1 collaboration

Michael E Hantes 1 collaboration

Tuan A Bohoran 1 collaboration

Mark Lebehn 1 collaboration

Laura McLaughlin 1 collaboration

Jay Leb 1 collaboration

Zhonghua Liu 1 collaboration

Anvesha Singh 1 collaboration

Rebecca T Hahn 1 collaboration

Gerry P McCann 1 collaboration

Christos G Chadoulos 1 collaboration

Dimitrios E Tsaopoulos 1 collaboration

Nikolaos L Tsakiridis 1 collaboration

John B Theocharis 1 collaboration

Konstantinos Kokkinos 1 collaboration