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Wilken, J., Guckenberger, L., Löser, N., Rittelmeyer, J. D., Richter, H. & Sandkuhl, K. (2024). A Case Study on itsVALUE with an Exemplary Case. In: Simon Hacks & Ben Roelens (Ed.), Companion Proceedings of the 17th IFIP WG 8.1 Working Conference on the Practice of Enterprise Modeling Forum, M4S, FACETE, AEM, Tools and Demos, Stockholm, Sweden, December 3-5, 2024: . Paper presented at 17th IFIP WG 8.1 Working Conference on the Practice of Enterprise Modeling Forum, M4S, FACETE, AEM, Tools and Demos, Stockholm, Sweden, December 3-5, 2024. CEUR-WS.org
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2024 (English)In: Companion Proceedings of the 17th IFIP WG 8.1 Working Conference on the Practice of Enterprise Modeling Forum, M4S, FACETE, AEM, Tools and Demos, Stockholm, Sweden, December 3-5, 2024 / [ed] Simon Hacks & Ben Roelens, CEUR-WS.org , 2024Conference paper, Published paper (Refereed)
Abstract [en]

This paper presents a case study of the itsVALUE method, a value-oriented approach used to model and analyze IT services. The case study investigates the application of the itsVALUE method in the exemplary case of the Business Informatics Research Conference 2022 organisation. Finally, this paper also intends to discuss the method’s effectiveness, which include pointing out some weaknesses and providing suggestions for improvement. A semi-structured interview with the conference organizers was conducted to collect the value streams and administrative processes for the event. The phases "Understand and Define Stakeholder Value" and "Understand and Define the Current Value Stream" of the itsVALUE method were applied, modelled using the ADOxx Modeller and afterwards assessed. The results indicate the strengths of the method regarding structured value stream analysis but also pinpoint challenges, especially with respect to the usability of the ADOxx Modeller. The framework for structuring the evaluation was done as a balanced scorecard: method documentation, process efficiency, and practical utility of results were some key evaluated aspects. The paper concludes by giving recommendations for refinement of the itsVALUE method, improvements regarding the ADOxx-based modelling tool, along with some propositions for future research by expanding and generalizing the evaluation results.

Place, publisher, year, edition, pages
CEUR-WS.org, 2024
Series
CEUR Workshop Proceedings, E-ISSN 1613-0073 ; 3855
Keywords
itsVALUE, value stream modeling, value streams, ADOxx, ITIL, case study, semi-structured interview, balanced scorecard
National Category
Information Systems
Identifiers
urn:nbn:se:hj:diva-66866 (URN)2-s2.0-85212707055 (Scopus ID)
Conference
17th IFIP WG 8.1 Working Conference on the Practice of Enterprise Modeling Forum, M4S, FACETE, AEM, Tools and Demos, Stockholm, Sweden, December 3-5, 2024
Available from: 2024-12-31 Created: 2024-12-31 Last updated: 2025-01-08Bibliographically approved
Tsai, C. H., Hellmanzik, B., Zdravkovic, J., Stirna, J. & Sandkuhl, K. (2024). A method for digital business ecosystem design: Evaluation of two cases in the maritime dataspaces. In: Han van der Aa, Dominik Bork, Rainer Schmidt & Arnon Sturm (Ed.), Enterprise, Business-Process and Information Systems Modeling: 25th International Conference, BPMDS 2024, and 29th International Conference, EMMSAD 2024, Limassol, Cyprus, June 3-4, 2024, Proceedings. Paper presented at 25th International Conference, BPMDS 2024, and 29th International Conference, EMMSAD 2024, Limassol, Cyprus, June 3-4, 2024 (pp. 175-190). Cham: Springer, 511
Open this publication in new window or tab >>A method for digital business ecosystem design: Evaluation of two cases in the maritime dataspaces
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2024 (English)In: Enterprise, Business-Process and Information Systems Modeling: 25th International Conference, BPMDS 2024, and 29th International Conference, EMMSAD 2024, Limassol, Cyprus, June 3-4, 2024, Proceedings / [ed] Han van der Aa, Dominik Bork, Rainer Schmidt & Arnon Sturm, Cham: Springer, 2024, Vol. 511, p. 175-190Conference paper, Published paper (Refereed)
Abstract [en]

In contrast to traditional business models, Digital Business Ecosystems (DBE) have several distinctive features - heterogeneity of involved actors, symbiosis in the exchange of resources, co-evolution of their interactions, and self-organisation. Designing DBEs is a task demanding a well-defined DBE’s scope, roles and responsibilities of the actors, their interactions and dependencies, as well as versatile technologies and data. The study focuses on two DBEs – Marispace-X and Skippo in the maritime domain to capture the tenets of the blue economy with dataspaces. Because the design approaches to DBE are scarce due to the paradigm’s novelty, the study aims to evaluate a model-based design method, DBEmap. The evaluation results concerning practitioners’ perceived usefulness of the DBEmap and its support for integrating DBE-related perspectives and designing and managing DBE resilience are presented. 

Place, publisher, year, edition, pages
Cham: Springer, 2024
Series
Lecture Notes in Business Information Processing, ISSN 1865-1348, E-ISSN 1865-1356 ; 511
Keywords
Dataspace, Digital Business Ecosystem, Method Evaluation
National Category
Information Systems
Identifiers
urn:nbn:se:hj:diva-66836 (URN)10.1007/978-3-031-61007-3_14 (DOI)2-s2.0-85197202480 (Scopus ID)978-3-031-61006-6 (ISBN)978-3-031-61007-3 (ISBN)
Conference
25th International Conference, BPMDS 2024, and 29th International Conference, EMMSAD 2024, Limassol, Cyprus, June 3-4, 2024
Available from: 2025-01-11 Created: 2025-01-11 Last updated: 2025-01-11Bibliographically approved
Nast, B. & Sandkuhl, K. (2024). A Method for Model-Driven IoT Application Development. In: H. Kaindl, M. Mannion, L. A. Maciaszek (Ed.), Evaluation of Novel Approaches to Software Engineering: 18th International Conference, ENASE 2023, Prague, Czech Republic, April 24–25, 2023, Revised Selected Papers. Paper presented at 18th International Conference, ENASE 2023, Prague, Czech Republic, April 24–25, 2023 (pp. 141-164). Springer, 2028
Open this publication in new window or tab >>A Method for Model-Driven IoT Application Development
2024 (English)In: Evaluation of Novel Approaches to Software Engineering: 18th International Conference, ENASE 2023, Prague, Czech Republic, April 24–25, 2023, Revised Selected Papers / [ed] H. Kaindl, M. Mannion, L. A. Maciaszek, Springer, 2024, Vol. 2028, p. 141-164Conference paper, Published paper (Refereed)
Abstract [en]

There is still a lack of approaches to easily help users cope with the complex and challenging tasks related to Internet of Things (IoT) application development. The absence of standardized procedures and the complexity and heterogeneity of the IoT landscape are perceived as the main challenges. To address the complexity of IoT application development, Model-Driven Development (MDD) has emerged as an effective technique. By means of a Systematic Literature Review (SLR), we provide an overview of the current state of research in MDD for IoT applications. It shows that current approaches often neglect the role of organizational factors. This paper presents a method for MDD of IoT applications that considers both the stated challenges and organizational integration. The method includes a Domain-Specific Modeling Language (DSML) and several functionalities that assist in the modeling and development processes. This eliminates the necessity for any particular IT expertise at the application level. An industrial use case in the field of air conditioning facilities where the method has been implemented is described. Requirements for the methodological and technical support for IoT development were derived from a Small and Medium-Sized Enterprise (SME) during the development process. 

Place, publisher, year, edition, pages
Springer, 2024
Series
Communications in Computer and Information Science, ISSN 1865-0929, E-ISSN 1865-0937 ; 2028
Keywords
Domain-specific modeling language, Internet of things, Model-driven development, Modeling methodologies, Systematic literature review, Air conditioning, Embedded systems, Modeling languages, Specification languages, 'current, Application development, Development process, Domain specific modeling languages, Domain-Specific Modelling Languages, Model-driven, Model-driven-development, Modeling methodology, Standardized procedure
National Category
Information Systems
Identifiers
urn:nbn:se:hj:diva-66007 (URN)10.1007/978-3-031-64182-4_7 (DOI)2-s2.0-85200788172 (Scopus ID)978-3-031-64182-4 (ISBN)978-3-031-64181-7 (ISBN)
Conference
18th International Conference, ENASE 2023, Prague, Czech Republic, April 24–25, 2023
Funder
European Regional Development Fund (ERDF)
Available from: 2024-08-20 Created: 2024-08-20 Last updated: 2024-08-20Bibliographically approved
Rittelmeyer, J. D. & Sandkuhl, K. (2024). A Survey to Evaluate the Completeness and Correctness of a Morphological Box for AI Solutions. In: J. P. A. Almeida, C. Di Ciccio, C. Kalloniatis (Ed.), Advanced Information Systems Engineering Workshops: CAiSE 2024 International Workshops, Limassol, Cyprus, June 3–7, 2024, Proceedings. Paper presented at International workshops associated with the 36th International Conference on Advanced Information Systems Engineering, CAiSE 2024 Limassol 3 June 2024 through 7 June 2024 (pp. 115-129). Springer
Open this publication in new window or tab >>A Survey to Evaluate the Completeness and Correctness of a Morphological Box for AI Solutions
2024 (English)In: Advanced Information Systems Engineering Workshops: CAiSE 2024 International Workshops, Limassol, Cyprus, June 3–7, 2024, Proceedings / [ed] J. P. A. Almeida, C. Di Ciccio, C. Kalloniatis, Springer, 2024, p. 115-129Conference paper, Published paper (Refereed)
Abstract [en]

Artificial Intelligence (AI) is a key technology driving digital transformation in enterprises worldwide. However, the implementation of AI projects often faces hurdles, primarily due to misconceptions about AI’s capabilities and suitable applications. This research represents a step in a broader research process aimed at creating an artifact to help companies, particularly those outside the IT sector, navigate these challenges. We present an evaluation of a morphological box that outlines critical factors for successful AI integration. The evaluation was carried out by conducting and analyzing a survey in which participants rated the individual features and values, as well as their structure. We also conducted the Kaiser-Meyer-Olkin and Bartlett tests and created a correlation matrix as statistical measures to identify overlap between the elements of the box. After analyzing the data, we found some further room for improvement but that the box seems to include the generally most important aspects. Overall, the participants’ ratings for the individual elements were also satisfactory.

Place, publisher, year, edition, pages
Springer, 2024
Series
Lecture Notes in Business Information Processing, ISSN 1865-1348, E-ISSN 1865-1356 ; 521
Keywords
AI Solution Development, Artificial Intelligence, Morphological Box, Survey, Petroleum reservoir evaluation, Artificial intelligence solution development, Correlation matrix, Critical factors, Digital transformation, Individual features, Intelligence integration, Key technologies, Research process, Statistical measures
National Category
Computer and Information Sciences
Identifiers
urn:nbn:se:hj:diva-65376 (URN)10.1007/978-3-031-61003-5_11 (DOI)2-s2.0-85196204941 (Scopus ID)978-3-031-61002-8 (ISBN)978-3-031-61003-5 (ISBN)
Conference
International workshops associated with the 36th International Conference on Advanced Information Systems Engineering, CAiSE 2024 Limassol 3 June 2024 through 7 June 2024
Available from: 2024-06-25 Created: 2024-06-25 Last updated: 2024-06-25Bibliographically approved
Rittelmeyer, J. D. & Sandkuhl, K. (2024). A Survey to Evaluate the Completeness and Correctness of a Morphological Box for AI Solutions. In: João Paulo A. Almeida, Claudio Di Ciccio & Christos Kalloniatis (Ed.), Advanced Information Systems Engineering Workshops: CAiSE 2024 International Workshops, Limassol, Cyprus, June 3-7, 2024, Proceedings. Paper presented at Advanced Information Systems Engineering Workshops - CAiSE 2024 International Workshops, Limassol, Cyprus, June 3-7, 2024 (pp. 115-129). Cham: Springer, 521
Open this publication in new window or tab >>A Survey to Evaluate the Completeness and Correctness of a Morphological Box for AI Solutions
2024 (English)In: Advanced Information Systems Engineering Workshops: CAiSE 2024 International Workshops, Limassol, Cyprus, June 3-7, 2024, Proceedings / [ed] João Paulo A. Almeida, Claudio Di Ciccio & Christos Kalloniatis, Cham: Springer, 2024, Vol. 521, p. 115-129Conference paper, Published paper (Refereed)
Abstract [en]

Artificial Intelligence (AI) is a key technology driving digital transformation in enterprises worldwide. However, the implementation of AI projects often faces hurdles, primarily due to misconceptions about AI’s capabilities and suitable applications. This research represents a step in a broader research process aimed at creating an artifact to help companies, particularly those outside the IT sector, navigate these challenges. We present an evaluation of a morphological box that outlines critical factors for successful AI integration. The evaluation was carried out by conducting and analyzing a survey in which participants rated the individual features and values, as well as their structure. We also conducted the Kaiser-Meyer-Olkin and Bartlett tests and created a correlation matrix as statistical measures to identify overlap between the elements of the box. After analyzing the data, we found some further room for improvement but that the box seems to include the generally most important aspects. Overall, the participants’ ratings for the individual elements were also satisfactory.

Place, publisher, year, edition, pages
Cham: Springer, 2024
Series
Lecture Notes in Business Information Processing, ISSN 1865-1348, E-ISSN 1865-1356 ; 521
Keywords
AI Solution Development, Artificial Intelligence, Morphological Box, Survey
National Category
Computer Sciences
Identifiers
urn:nbn:se:hj:diva-66843 (URN)10.1007/978-3-031-61003-5_ 11 (DOI)978-3-031-61002-8 (ISBN)978-3-031-61003-5 (ISBN)
Conference
Advanced Information Systems Engineering Workshops - CAiSE 2024 International Workshops, Limassol, Cyprus, June 3-7, 2024
Available from: 2025-01-10 Created: 2025-01-10 Last updated: 2025-01-10Bibliographically approved
Barn, B. S., Barat, S. & Sandkuhl, K. (2024). Adaptation of enterprise modeling methods for large language models. In: The practice of enterprise modeling: 16th IFIP Working Conference, PoEM 2023, Vienna, Austria, November 28 – December 1, 2023, Proceedings. Paper presented at 16th IFIP Working Conference, PoEM 2023, Vienna, Austria, November 28 – December 1, 2023 (pp. 3-18). Cham: Springer
Open this publication in new window or tab >>Adaptation of enterprise modeling methods for large language models
2024 (English)In: The practice of enterprise modeling: 16th IFIP Working Conference, PoEM 2023, Vienna, Austria, November 28 – December 1, 2023, Proceedings, Cham: Springer, 2024, p. 3-18Conference paper, Published paper (Refereed)
Abstract [en]

Large language models (LLM) are considered by many researchers as promising technology for automating routine tasks. Results from applying LLM in engineering disciplines such as Enterprise Modeling also indicate potential for the support of modeling activities. LLMs are fine-tuned for specific tasks using chat based interaction through the use of prompts. This paper aims at a detailed investigation of the potential of LLMs in Enterprise Modeling (EM) by taking the perspective of EM method adaptation of selected parts of the modeling process within the context of using prompts to interrogate the LLM. The research question addressed is: What adaptations in EM methods have to be made to exploit the potential of prompt based interaction with LLMs? The main contributions are (1) a meta-model for prompt engineering that integrates the concepts of the modeling domain under consideration with the notation of the modeling language applied and the input and output of prompts, (2) an investigation into the general potential of LLM in EM methods and its application in the 4EM method, and (3) implications for enterprise modeling methods.

Place, publisher, year, edition, pages
Cham: Springer, 2024
Series
Lecture Notes in Business Information Processing, ISSN 1865-1348, E-ISSN 1865-1356 ; 497
Keywords
ChatGPT, Enterprise Modeling, Large Language Model, Modeling Method, Prompt meta-model, Computational linguistics, Engineering disciplines, Enterprise models, Language model, Meta model, Metamodeling, Model method, Specific tasks, Modeling languages
National Category
Information Systems
Identifiers
urn:nbn:se:hj:diva-63353 (URN)10.1007/978-3-031-48583-1_1 (DOI)2-s2.0-85178574971 (Scopus ID)9783031485824 (ISBN)9783031485831 (ISBN)
Conference
16th IFIP Working Conference, PoEM 2023, Vienna, Austria, November 28 – December 1, 2023
Available from: 2024-01-16 Created: 2024-01-16 Last updated: 2024-01-16Bibliographically approved
Hacks, S., Roelens, B., Kirikova, M., Reinhartz-Berger, I., Bork, D., Krogstie, J., . . . Hussain, S. (Eds.). (2024). Companion Proceedings of the 17th IFIP WG 8.1 Working Conference on the Practice of Enterprise Modeling Forum, M4S, FACETE, AEM, Tools and Demos, Stockholm, Sweden, December 3-5, 2024. CEUR-WS, 3855
Open this publication in new window or tab >>Companion Proceedings of the 17th IFIP WG 8.1 Working Conference on the Practice of Enterprise Modeling Forum, M4S, FACETE, AEM, Tools and Demos, Stockholm, Sweden, December 3-5, 2024
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2024 (English)Conference proceedings (editor) (Other academic)
Place, publisher, year, edition, pages
CEUR-WS, 2024
National Category
Computer and Information Sciences
Identifiers
urn:nbn:se:hj:diva-66854 (URN)
Available from: 2025-01-01 Created: 2025-01-01 Last updated: 2025-01-01Bibliographically approved
Görgen, L., Griesch, L. & Sandkuhl, K. (2024). Comparison of AI-Based Document Classification Platforms. In: V. Řepa, R. Matulevičius, E. Laurenzi (Ed.), Perspectives in Business Informatics Research: 23rd International Conference on Business Informatics Research, BIR 2024, Prague, Czech Republic, September 11–13, 2024, Proceedings. Paper presented at 23rd International Conference on Business Informatics Research, BIR 2024, Prague, Czech Republic, September 11–13, 2024 (pp. 68-84). Springer, 529
Open this publication in new window or tab >>Comparison of AI-Based Document Classification Platforms
2024 (English)In: Perspectives in Business Informatics Research: 23rd International Conference on Business Informatics Research, BIR 2024, Prague, Czech Republic, September 11–13, 2024, Proceedings / [ed] V. Řepa, R. Matulevičius, E. Laurenzi, Springer, 2024, Vol. 529, p. 68-84Conference paper, Published paper (Refereed)
Abstract [en]

Automatic text classification is an important area of study in natural language processing (NLP) and machine learning. Text classification has become essential for businesses and organizations to handle incoming documents effectively and efficiently. The main objective of this study is to introduce and evaluate a selection of Free Open Source Software approaches for document classification and compare them against each other regarding their prediction performance and efficiency to identify the best candidate for a specific use case. In addition, the study compares the selected approaches prediction performance, efficiency, and cost-effectiveness with commercial providers’ proprietary software. This comparison provides insights into different approaches’ relative strengths and weaknesses to help businesses decide on the best strategy for their needs.

Place, publisher, year, edition, pages
Springer, 2024
Series
Lecture Notes in Business Information Processing, ISSN 1865-1348, E-ISSN 1865-1356 ; 529
Keywords
artificial intelligence, comparison, document classification, Free Open Source Software, platform, Automatic text classification, Free/open source softwares, Language processing, Machine-learning, Natural languages, Prediction performance, Text classification, Adversarial machine learning
National Category
Computer and Information Sciences
Identifiers
urn:nbn:se:hj:diva-66315 (URN)10.1007/978-3-031-71333-0_5 (DOI)2-s2.0-85204608155 (Scopus ID)978-3-031-71332-3 (ISBN)978-3-031-71333-0 (ISBN)
Conference
23rd International Conference on Business Informatics Research, BIR 2024, Prague, Czech Republic, September 11–13, 2024
Available from: 2024-10-01 Created: 2024-10-01 Last updated: 2024-10-01Bibliographically approved
Rehbohm, T. & Sandkuhl, K. (2024). Cybersicherheitsevaluation einer Referenzarchitektur für Land, Kommune und systemrelevante Infrastruktur. In: Sicherheit 2024 - Sicherheit, Schutz und Zuverlässigkeit: . Paper presented at 12. Jahrestagung des Fachbereichs Sicherheit der Gesellschaft für Informatik e.V. (GI), Sicherheit 2024, Worms, Germany, April 9-11, 2024 (pp. 19-32). Bonn: Gesellschaft für Informatik, P-345
Open this publication in new window or tab >>Cybersicherheitsevaluation einer Referenzarchitektur für Land, Kommune und systemrelevante Infrastruktur
2024 (English)In: Sicherheit 2024 - Sicherheit, Schutz und Zuverlässigkeit, Bonn: Gesellschaft für Informatik, 2024, Vol. P-345, p. 19-32Conference paper, Published paper (Refereed)
Abstract [de]

Staat, Wirtschaft und Gesellschaft müssen sich vor Cybersicherheitsbedrohungen schützen. Das gilt für die Europäische Union, ihre Mitgliedsstaaten und in Deutschland auch für die Bundesländer. Vor allem die Handlungsfähigkeit und Handlungsgeschwindigkeit von Staat und Verwaltung müssen verbessert werden. In diesem Beitrag wird eine mögliche Unternehmensarchitektur vorgestellt und bewertet, die die Bedürfnisse der Länder, Kommunen und der Wirtschaft angemessen berücksichtigt. Es wird ein architektonischer Ansatz zur Integration von Anforderungen und zur Erreichung von Zielen in einer regionalen Zuständigkeit, wie der eines Bundeslandes, vorgestelltund bewertet. Unternehmensarchitekturen sind bei Dienstleistern in der öffentlichen Verwaltung anerkannt, werden aber auf Seiten der verantwortlichen Ebenen, z. B. der Ministerialverwaltung, überwiegend nicht verwendet. In diesem Beitrag wird anhand einer Architektur evaluiert, wie Herausforderungen und Anforderungen zu einer partiellen Referenzarchitektur führen können. 

Place, publisher, year, edition, pages
Bonn: Gesellschaft für Informatik, 2024
Series
Lecture Notes in Informatics (LNI)
Keywords
Cybersicherheitsmanagement, Unternehmensarchitektur, Referenzmodell
National Category
Information Systems
Identifiers
urn:nbn:se:hj:diva-66847 (URN)10.18420/SICHERHEIT2024_001 (DOI)978-3-88579-739-5 (ISBN)
Conference
12. Jahrestagung des Fachbereichs Sicherheit der Gesellschaft für Informatik e.V. (GI), Sicherheit 2024, Worms, Germany, April 9-11, 2024
Available from: 2025-01-02 Created: 2025-01-02 Last updated: 2025-01-02Bibliographically approved
Wichmann, J., Paetow, T., Leyer, M., Aweno, B. & Sandkuhl, K. (2024). Determining design criteria for indoor positioning system projects in hospitals: A design science approach. Digital Health, 10
Open this publication in new window or tab >>Determining design criteria for indoor positioning system projects in hospitals: A design science approach
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2024 (English)In: Digital Health, E-ISSN 2055-2076, Vol. 10Article in journal (Refereed) Published
Abstract [en]

Objectives

Indoor navigation systems (indoor positioning systems) can improve orientation for patients in hospitals and help employees to track assets. Many hospitals would like to implement indoor positioning systems but do not know how. To support them in doing this, and to gain knowledge about the requirements for indoor positioning system implementation, our research identifies the design criteria relevant to indoor positioning system implementation projects.

Methods

A design science research process is built to design and evaluate an artifact. For this, five indoor positioning system developers and five hospital IT management representatives from various hospitals and companies in Germany are interviewed. Further, controlled experiments are conducted in Germany, using an ultrasound-based indoor positioning system.

Results

We determined and tested indoor positioning system functions, evaluated indoor positioning system performance criteria, and identified the operating conditions in hospitals. Our results show that indoor positioning system functions should provide a benefit to a hospital's daily operations, that some performance criteria are more important than others, and that operating conditions are important, e.g., radiation.

Conclusion

As a theoretical contribution, we show how design science research can be applied to the context of indoor positioning systems in hospitals. In addition, we make a practical contribution in that our propositions can be used for future indoor positioning system developments.

Place, publisher, year, edition, pages
Sage Publications, 2024
Keywords
design science research, indoor positioning systems, requirement elicitation, expert interviews, controlled field experiments
National Category
Computer Sciences Building Technologies
Identifiers
urn:nbn:se:hj:diva-66337 (URN)10.1177/20552076241229148 (DOI)001168954100001 ()38362236 (PubMedID)2-s2.0-85185145468 (Scopus ID)GOA;intsam;66337 (Local ID)GOA;intsam;66337 (Archive number)GOA;intsam;66337 (OAI)
Funder
European Regional Development Fund (ERDF), TBI-V-1-329-VBW-113
Available from: 2024-10-03 Created: 2024-10-03 Last updated: 2024-10-03Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0002-7431-8412

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