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Hospital Smart development based on AI

Deliverables

SELP Compliance Report

Report describing a the development of the appropriate SELP framework for measurements of the applicable ethical and social principles and b how HosmartAI complies to those measurements

Stakeholders' Requirements and Analysis Report - First version

The first version of the report on HosmartAI stakeholders requirements

Business Plan - First version

Direct outcome of D74 identifying market aspects and prospective customers to be contacted documenting the plan for market entry the business model the monetisation strategy as well as the sustainability plan for the HosmartAI Platform detailing revenue streams First version

Open Call 1 handbook and proposals evaluation report

Open call documents like open call text guidelines materials contract templates for subgrantees and the templates for proposals for Call 1

Open Call 1 project and outcome evaluation report

Outcome of Open Call 1 including the analysis of statistics of the open call results and description of followup activities

SELP Continuous Monitoring Report 1

Report documenting SELP issues raised during the M124 of the project

Report on KPIs definition

Direct outcome of T14 documenting the technical and Pilot KPIs

Open Call 2 handbook and proposals evaluation report

Open call documents like open call text guidelines materials contract templates for subgrantees and the templates for proposals for Call 2

Ecosystem Building, Industrial Clustering & Stakeholders Engagement - First version

Direct outcome of T62 documenting the ecosystem building and clustering activities undertaken First version

SELP Benchmark Report

VUB R M4 PU Report analysing the KPIs that will be used to evaluate socialethical responsibility fundamental rights data protection and privacy of the methods proposed by HosmartAI

HosmartAI Platform Conceptual Architecture - First version

Direct outcome of T13 documenting the technical requirements of the HosmartAI Reference Architecture First version

Platform Architecture Design and Open APIs - Second version

Direct outcome of T41 documenting the platform technical architecture and the Open APIs The deliverable will be updated regularly following the components releases and the feedback received Second version

Dissemination, Communication & Standardisation Activities Report - First version

Direct outcome of T61 and T63 documenting the dissemination activities undertaken and the contributions to standards and working groups First version

Stakeholders' Requirements and Analysis Report - Second version

The second version of the report on HosmartAI stakeholders requirements

Domain Landscape

The direct outcome of T11 documenting the stateofplay on existing Healthcare procedures Innovative AIbased and robotics systems methods components and tools preexisting knowhow and background knowledge

SELP Impact Assessment

VUB R M12 PU Report documenting the SELP requirements and how they will be implemented in practice It will report the results of the liaison with the technical task leaders to ensure that the outcomes create the most positive impacts for the project Where appropriate mitigations will be listed and the outcomes described

Platform Architecture Design and Open APIs - First version

Direct outcome of T41 documenting the platform technical architecture and the Open APIs The deliverable will be updated regularly following the components releases and the feedback received First version

HosmartAI Platform Conceptual Architecture - Final version

Direct outcome of T13 documenting the technical requirements of the HosmartAI Reference Architecture Final version

Data Management Handling Plan - First version

Direct outcome of T66 documenting the data management handling plan It will constitute a living document First version

Data Management Handling Plan - Second version

Direct outcome of T66 documenting the data management handling plan It will constitute a living document Second version

Dissemination, Communication & Ecosystem building Plan

Direct outcome of T61 and T62 documenting the plans for the dissemination and communication activities while also delivering the initial versions of the communications channels project portal and social media and dissemination materials leaflet poster project templates

Publications

A protocol on the effects of interactive digital assistance on engagement and perceived quality of care of surgery patients and self-efficacy and workload of staff

Author(s): Plohl Nejc, Flis Vojko, Bergauer Andrej, Kobilica Nina, Kampič Tadej, Horvat Samo, Vidovič Damjan, Musil Bojan, Smrke Urška, Mlakar Izidor
Published in: Frontiers in Medicine, Issue Volume 9, 2022, 2022, ISSN 2296-858X
Publisher: Frontiers in Medicine
DOI: 10.3389/fmed.2022.989808

Semantic interoperability for an AI-based applications platform for smart hospitals using HL7 FHIR

Author(s): Emmanouil S. Rigas, Paris Lagakis, Makis Karadimas, Evangelos Logaras, Dimitra Latsou, Magda Hatzikou, Athanasios Poulakidas, Antonis Billis, Panagiotis D. Bamidis
Published in: Journal of Systems and Software, 2024
Publisher: Elsevier
DOI: 10.1016/j.jss.2024.112093

Virtual coach for continuity of care

Author(s): Raquel Losada, Rosa Almeida, Diana Marques
Published in: ISRCTN Registry, 2022
Publisher: ISRCTN
DOI: 10.1186/isrctn85439821

Using Structural Equation Modeling to Explore Patients’ and Healthcare Professionals’ Expectations and Attitudes Towards Socially Assistive Humanoid Robots in Nursing and Care Routine

Author(s): Izidor Mlakar; Urška Smrke; Vojko Flis; Nina Kobilica; Samo Horvat; Bojan Ilijevec; Bojan Musil; Nejc Plohl
Published in: Crossref, Issue 4, 2023
Publisher: SPRINGER
DOI: 10.1007/s12369-023-01039-4

Evaluating the clinical impact of integrating a computerized clinical decision support system and a social robot into discussion of patient cases with the care team

Author(s): Izidor Mlakar, Tadej Kampič, Vojko Flis, Nina Kobilica, Nejc Plohl, Andrej Bergauer
Published in: ISRCTN Registry, Issue 28/02/2022, 2022
Publisher: BioMed Central Ltd

Telematic Medical Applications Ltd (TMA) Presentation

Author(s): Dr. Philip Sotiriades
Published in: Maritime Intelligence 10th Anniversary Edition, 2024
Publisher: Libertypress.gr

Clinical performance of AI-integrated risk assessment pooling reveals cost savings even at high prevalence of COVID-19

Author(s): Farzin Kamari, Esben Eller, Mathias Emil Bøgebjerg, Ignacio Martínez Capella, Borja Arroyo Galende, Tomas Korim, Pernille Øland, Martin Lysbjerg Borup, Anja Rådberg Frederiksen, Amir Ranjouriheravi, Ahmed Faris Al-Jwadi, Mostafa Mansour, Sara Hansen, Isabella Diethelm, Marta Burek, Federico Alvarez, Anders Glent Buch, Nima Mojtahedi, Richard Röttger & Eivind Antonsen Segtnan
Published in: 2024
Publisher: Nature Scientific Reports
DOI: 10.1038/s41598-024-59068-6

Vimar sarà il partner italiano del progetto europeo HosmartAI

Author(s): VIMAR
Published in: 2021
Publisher: Imprese edili

Effects of interactive digital assistance on patients and hospital staff

Author(s): Izidor Mlakar, Tadej Kampič, Vojko Flis, Nina Kobilica, Nejc Plohl, Andrej Bergauer
Published in: ISRCTN Registry, Issue 28/02/2022, 2022
Publisher: BioMed Central Ltd

Evaluating the use of socially assistive humanoid robot in patient admission workflow: A Feasibility Study

Author(s): Izidor Mlakar1*, Urška Smrke1, Vojko Flis2, Matej Rojc1, Umut Arioz1, Valentino Šafran1, Igor Robert Roj2, Samo Horvat2, Bojan Ilijevec2, Nejc Plohl3
Published in: 2024
Publisher: BMC Nursing

Integration of Smart Home and Building Automation Systems in Virtual Reality and Robotics-Based Technological Environment for Neurorehabilitation: A Pilot Study Protocol

Author(s): Sara Federico; Mirko Zitti; Martina Regazzetti; Enrico Dal Pozzo; Błażej Cieślik; Alberto Pomella; Francesca Stival; Marco Pirini; Giorgia Pregnolato; Pawel Kiper
Published in: Journal of Personalized Medicine, 2024
Publisher: Journal of Personalized Medicine

PREDSTAVITEV PROJEKTA HOSMARTAI - ROBOT V ZDRAVSTVU

Author(s): Vojko Flis, Nina Kobilica, Andrej Bergauer, Maja Molan, Igor Robert Roj
Published in: Issue 1, 2022
Publisher: NA

An Evaluation Platform for Catheter Ablation Navigation

Author(s): Florian Heemeyer, Christophe Chautems, Quentin Boehler, José L. Merino and Bradley J. Nelson
Published in: IEEE, Issue 2, 2024
Publisher: IEEE
DOI: 10.1142/s2424905x23400056

MT8 Assessing Feasibility of Socially Assistive Humanoid Robots in Assisting in Nursing Routine

Author(s): I. Mlakar, V. Flis, U. Smrke, I.R. Roj, U. Arioz, V. Šafran, N. Plohl
Published in: Value in Health, 2023
Publisher: IDPOR
DOI: 10.1016/j.jval.2023.09.2237

Collaborative Robot Learning For Indoor Environment

Author(s): Lucas Foissey; El-Hacen Diallo; Khaldoun Al Agha
Published in: 2023
Publisher: IEEE

Artificial Intelligence (AI)-assisted Clinical Decision Support Tool for the Prediction of Obstructive Coronary Artery Disease on Coronary Computed Tomography Angiography: Study Protocol

Author(s): G.Rampidis, K.Kouskouras, A.Samaras, A.Billis, E.Logaras, P.Prassopoulos, H.Karvounis, P.Bamidis, G.Giannakoulas
Published in: 42nd Panhellenic Congress of Cardiology, Issue 21-23/10/2021, 2021
Publisher: Hellenic Society of Cardiology

PREDSTAVITEV PROJEKTA HOSMARTAI - ROBOT V ZDRAVSTVU

Author(s): Vojko Flis, Nina Kobilica, Andrej Bergauer, Maja Molan, Igor Robert Roj
Published in: Issue 11/5/2022, 2022
Publisher: ZBORNICA ZDRAVSTVENE IN BABIŠKE NEGE SLOVENIJE

Transfer Learning with Deep Convolutional Neural Networks for Respiratory Disease Classification in X-ray Images

Author(s): Lazar Dašić, Ognjen Pavić, Tijana Geroski, Dragan Milovanović, Marina Petrović, Nenad Filipović
Published in: 2023
Publisher: IEEE

Probabilistic tissue mapping for tumor segmentation and infiltration detection of glioma

Author(s): De Sutter, S., Geens, W., Bossa, M., Vanbinst, A. M., Duerinck, J., & Vandemeulebroucke, J.
Published in: International MICCAI Brainlesion Workshop, 2022
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-33842-7_7

A game changer Joint Design Journey of PREMS and PROMS in the HOSMARTAI virtual coach study

Author(s): Rosa Almeida Diana Filipa Marques Raquel Losada Durán Yolanda Bueno Aguado Teresa Cid-Bartolomé Silvia González-González Magda Hatzikou
Published in: International Journal of Integrated Care, 2023
Publisher: ICIC
DOI: 10.5334/ijic.icic23586

Machine learning in medical image processing – from medical images to automated diagnosis

Author(s): Tijana Geroski, Ognjen Pavić, Lazar Dašić, Marina Petrović, Dragan Milovanović, Nenad Filipović
Published in: International Scientific Conference Contemporary Materials – Banja Luka (September 8th, 2023), 2023
Publisher: International Scientific Conference Contemporary Materials

Implementation of Cost-Consequences Analysis as an Economic Evaluation Method for Artificial Intelligent (AI) Medical and Digital Technologies. the Case of HosmartAI (HORIZON 2020 FUNDED)

Author(s): Hatzikou M, Latsou D
Published in: 2023
Publisher: Elsevier BV
DOI: 10.1016/j.jval.2023.09.2274

Dialog Management System for Pepper Robot on HoSmartAI Platform

Author(s): Izidor Mlakar; Daniel Hari; Bojan Musil
Published in: 18th International Conference of Computational Methods in Sciences and Engineering (Session Digital Health Interventions Big Data for Personalized Cancer Survivorship), Issue October 26, 2022, 2022
Publisher: ZENODO
DOI: 10.5281/zenodo.7300123

SELECTION OF KEY PERFORMANCE INDICATORS FOR AN ECONOMIC EVALUATION OF ARTIFICIAL INTELLIGENCE TECHNOLOGIES. THE CASE OF HOSMARTAI (HORIZON 2020 FUNDED PROGRAM)

Author(s): Hatzikou M, O' Byrne D, Latsou D.
Published in: 2022
Publisher: Elsevier BV
DOI: 10.1016/j.jval.2022.09.285

Towards an Explainable AI-Based Tool to Predict Preterm Birth

Author(s): Ilias Kyparissidis Kokkinidis; Evangelos Logaras; Emmanouil S. Rigas; Ioannis Tsakiridis; Themistoklis Dagklis; Antonis Billis; Panagiotis D. Bamidis
Published in: Caring is Sharing – Exploiting the Value in Data for Health and Innovation, Issue 3, 2022, ISBN 9781643683881
Publisher: ACM
DOI: 10.1145/3575879.3576014

An Evaluation Platform for Catheter Ablation Navigation

Author(s): Florian Heemeyer, Christophe Chautems, Quentin Boehler, José L. Merino and Bradley J. Nelson
Published in: IEEE, Issue April, 2023, 2023
Publisher: IEEE

A short review of factors associated with acceptance of social robots in healthcare and lessons for their implementation in oncological settings

Author(s): Nejc Plohl; Izidor Mlakar; Bojan Musil; Urška Smrke
Published in: 18th International Conference of Computational Methods in Sciences and Engineering (ICCMSE 2022), Issue October 26, 2022, 2022
Publisher: ZENODO
DOI: 10.5281/zenodo.7300009

Optimization of Patient Scheduling Based on AI Algorithm of the Radiotherapy Department of Liège University Hospital: Presentation of Selected Key Performance Indicators (KPIs) (HosmartAI - Horizon 2020 Funded)

Author(s): Hatzikou M, Duflot, P, Latsou D., Jansen N, Chavez M
Published in: 2023
Publisher: Elsevier BV
DOI: 10.1016/j.jval.2023.09.2283

Multimodal dialog management system for collecting patient values and experiences: The HosmartAI perspective

Author(s): Izidor Mlakar; Matej Rojc; Bojan Musil
Published in: INTERNATIONAL CONFERENCE OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING ICCMSE 2022, 2024
Publisher: AIP
DOI: 10.1063/5.0193112

HL7 FHIR healthcare digital system for patient data incorporation & visualization

Author(s): Valentino Šafran; Umut Arioz; Izidor Mlakar
Published in: INTERNATIONAL CONFERENCE OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING ICCMSE 2022, 2024
Publisher: AIP
DOI: 10.1063/5.0194454

Medical informatics and digital health multilingual ontology (MIMO): A tool to improve international collaborations

Author(s): Arriel Benis, Julien Grosjean, Kévin Billey, Gustavo Montanha, Verena Dornauer, Mihaela Crișan-Vida, Werner O Hackl, Lăcrămioara Stoicu-Tivadar, Stéfan J. Darmoni
Published in: International Journal of Medical Informatics, Issue Volume 167, November 2022, 2022, ISSN 1386-5056
Publisher: Elsevier BV
DOI: 10.1016/j.ijmedinf.2022.104860

Anonymization and Pseudonymization of FHIR Resources for Secondary Use of Healthcare Data

Author(s): Emanuele Raso; Pierpaolo Loreti; Michele Ravaziol; Lorenzo Bracciale
Published in: IEEE, 2024, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.

The European Health Data Space: An expanded right to data portability?

Author(s): Wenkai Li, Paul Quinn
Published in: Computer Law & Security Review, 2024, ISSN 0267-3649
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.clsr.2023.105913

Combining evolution and protein language models for cancer driver mutation prediction with D2Deep

Author(s): Tzavella, K., Diaz, A., Olsen, C., Vranken, W.
Published in: biorxiv (under review in Genome Biology), 2023, ISSN 2692-8205
Publisher: BIORXIV
DOI: 10.1101/2023.11.17.567550

A randomized controlled trial for evaluating the impact of integrating a computerized clinical decision support system and a socially assistive humanoid robot into grand rounds during pre/post-operative care

Author(s): Izidor Mlakar; Urška Smrke; Vojko Flis; Andrej Bergauer; Nina Kobilica; Tadej Kampič; Samo Horvat; Damjan Vidovič; Bojan Musil; Nejc Plohl
Published in: DIGITAL HEALTH, Issue 9/25/2022, 2022, ISSN 2055-2076
Publisher: SAGE Journals
DOI: 10.1177/20552076221129068

Scoping Review on the Multimodal Classification of Depression and Experimental Study on Existing Multimodal Models

Author(s): Arioz, U.; Smrke, U.; Plohl, N.; Mlakar, I.
Published in: Diagnostics, Issue 11/3/2022, 2022, ISSN 2075-4418
Publisher: MDPI
DOI: 10.3390/diagnostics12112683

Intracerebral administration of CTLA-4 and PD-1 immune checkpoint blocking monoclonal antibodies in patients with recurrent glioblastoma: a phase I clinical trial.

Author(s): Duerinck J, Schwarze JK, Awada G, Tijtgat J, Vaeyens F, Bertels C, Geens W, Klein S, Seynaeve L, Cras L, D'Haene N, Michotte A, Caljon B, Salmon I, Bruneau M, Kockx M, Van Dooren S, Vanbinst AM, Everaert H, Forsyth R, Neyns B.J
Published in: J Immunother Cancer, 2021, ISSN 2051-1426
Publisher: J Immunother Cancer
DOI: 10.1136/jitc-2020-002296

Digital Health Multilingual Ontology to Index Teaching Resources

Author(s): Darmoni, Stéfan J.; Benis, Arriel; Lejeune, Émeline; Disson, Flavien; Dahamna, Badisse; Weber, Patrick; Staccini, Pascal; Grosjean, Julien
Published in: EISSN: 1879-8365, Issue 1, 2022, ISSN 1879-8365
Publisher: Studies in Health Technology and Informatics
DOI: 10.3233/shti220900

Study protocol: a survey exploring patients’ and healthcare professionals’ expectations, attitudes and ethical acceptability regarding the integration of socially assistive humanoid robots in nursing

Author(s): Izidor Mlakar; Tadej Kampič; Vojko Flis; Nina Kobilica; Maja Molan; Urška Smrke; Nejc Plohl; Andrej Bergauer
Published in: BMJ Open, Issue Volume 12, Issue 4, 2022, ISSN 2044-6055
Publisher: BMJ Publishing Group
DOI: 10.1136/bmjopen-2021-054310

Clinical validation of an artificial intelligence-based tool for automatic estimation of left ventricular ejection fraction and strain in echocardiography: Protocol for a two-phase prospective cohort study

Author(s): Stelios Hadjidimitriou; Efstathios Pagourelias; Georgios Apostolidis; Ioannis Dimaridis; Vasileios Charisis; Constantinos Bakogiannis; Leontios J. Hadjileontiadis; Vassilios P. Vassilikos
Published in: JMIR Research Protocols, Issue Vol 12 (2023), 2023, ISSN 1929-0748
Publisher: JMIR Research Protocols
DOI: 10.2196/44650

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