Projects per year
Personal profile
Research profile
I lead the Center for Clinical Data Science (CLINDA) at Aalborg University, where we focus on developing innovative infrastructure, artificial intelligence, and digital tools for multimodal data fusion and predictive modeling in healthcare.
With over 30 years of experience across academia, the public sector, and industry, I bring a broad and interdisciplinary approach to data science. My research spans applied probability, statistics, and machine learning, with applications in medicine, agriculture, and telecommunications.
Teaching profile
I have taught statistics at all levels, from bachelor, master’s, and PhD courses, covering basic probability theory, applied statistics, and machine learning.
Now, I primarily supervise master’s and PhD students in projects focusing on methodological development and the application of artificial intelligence in the healthcare sector. Current projects include variational autoencoders, unsupervised clustering, synthetic data, and optimization of algorithms for the detection of HRD (homologous recombination deficiency).
If you are interested in doing a project with me or in our center, you are very welcome to send me an email.
Education/Academic qualification
Biostatistics, PhD, Spatial statistics for network structures in processed milk, the Royal Veterinary and Agricultural University, Copenhagen
Award Date: 1 Jun 1995
Mathematics (minor) and statistics (major), MSc, Statistical aspects of the analysis of non-linear dynamical systems, Aarhus University
Award Date: 23 Jan 1992
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Collaborations and top research areas from the last five years
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SE3D: Synthetic health data: ethical development and deployment via deep learning approaches
Bøgsted, M. (PI), Trzaskowski, J. (CoPI), Krogh, A. (CoPI) & Bartell, J. (CoPI)
01/05/2024 → 30/04/2028
Project: Research
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ARISTOTELES: Integrating AI for Personalized Risk Assessment and Streamlined Clinical Interventions in an Integrated Care System
Bøgsted, M. (PI), Sagi, T. (Project Participant) & Hose, K. (Project Participant)
01/11/2023 → 31/10/2028
Project: Research
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Probabilistic models for access strategies to dynamic information elements
Bøgsted, M. (Project Participant), Olsen, R. L. (Project Participant) & Schwefel, H.-P. C. (Project Participant)
01/01/2007 → 01/01/2011
Project: Research
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Quantitative methods for bandwidth upgrades in IP networks
Qvist, M. (Project Participant), Schwefel, H.-P. C. (Project Participant) & Bøgsted, M. (Project Participant)
01/01/2007 → 01/11/2008
Project: Research
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Point process modelling and statistical inference
Berthelsen, K. K. (Project Participant), Bøgsted, M. (Project Participant), Møller, J. (Project Participant), Andersen, P. K. (Project Participant), Collamore, J. F. (Project Participant), Hansen, N. R. (Project Participant), Jacobsen, M. (Project Participant), Jensen, A. T. (Project Participant), Keiding, N. (Project Participant), Martinussen, T. (Project Participant), Mikosch, T. (Project Participant) & Scheike, T. (Project Participant)
Independent Research Fund Denmark | Natural sciences
01/01/2007 → 31/12/2009
Project: Research
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Assessing the Accuracy of Symptoms and Adverse Events Reporting for Lung Cancer Treatment in the Danish National Patient Registry
Dybdahl, K. L., Bak, J. K., Ekroll, E., Søreid, M. K., Hansen, D. F., Szejniuk, W. M., Bøgsted, M. & Vesteghem, C., 2026, In: Clinical Epidemiology. 18, 567066.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile7 Downloads (Pure) -
Challenges in the future of cancer screening
Lynge, E., Andersen, B., Bojesen, S. E., Petersen, L. K., Bech, M., Bøgsted, M., Dam, M. S., Egstrand, S., Hvass, A. M. F., Kobylecki, C. J., Lång, K., Nielsen, M., Rossi, G. P., Stenger, M., Vejborg, I., Future of Cancer Screening Working Group & Jensen, R. H. (Member of study group), 15 Apr 2026, In: International Journal of Cancer. 158, 8, p. 2013-2022 10 p.Research output: Contribution to journal › Review article › peer-review
Open AccessFile2 Link opens in a new tab Citations (Scopus)2 Downloads (Pure) -
Genetic Risk of Inflammatory Bowel Disease Is Associated With Disease Course Severity
Vestergaard, M. V., Allin, K., Nøhr, A. K., Lominchar, J. V. T., Christensen, H. S., Krarup, H. B., René Nielsen, K., Jacobsen, H. A., Bybjerg‑Grauholm, J., Bækved-Hansen, M., Brøndum, R. F., Bøgsted, M., Larsen, L., Sazonovs, A. & Jess, T., Apr 2026, In: Gastroenterology. 170, 4, p. 721-734 14 p.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile3 Link opens in a new tab Citations (Scopus)2 Downloads (Pure) -
Glucocorticoid use among patients with rheumatoid arthritis during the first year of treatment-a cohort study
Duch, K. S., Alkattan, M., Holm, T. Á. M., Pakyanathan, P., Dreyer, L. W., Bøgsted, M., Lundbye-Christensen, S. & Kristensen, S., Jul 2026, In: Rheumatology International. 46, 7, 1 p., 144.Research output: Contribution to journal › Journal article › Research › peer-review
Open Access -
Inflammatory Bowel Disease and Risk of More than 1,500 Comorbidities: A Disease-wide Prediagnostic and Postdiagnostic Phenomic Association Study
Ebert, A. C., Verstockt, B., Bøgsted, M., Larsen, L., Poulsen, G., Sazonovs, A., Lees, C. W. & Jess, T., 1 Jun 2026, In: American Journal of Gastroenterology. 121, 6, p. 1414-1423 10 p.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile16 Downloads (Pure)
Datasets
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The Danish-American Research Exchange (DARE): a cross-sectional study of a binational research education program
Mehta, K. M. (Creator), Petersen, K. L. (Creator), Goodman, S. (Creator), Sørensen, H. T. (Creator), Bøgsted, M. (Creator), Olesen, J. D. (Creator), Burks, S. (Creator), Shaw, R. E. (Creator), Hove, J. D. (Creator), Ousager, J. (Creator), Milla, C. (Creator), Andersen, V. (Creator), Ejskjær, N. (Creator), Brix-Christensen, V. (Creator), Ghose, S. (Creator), Kjær, A. (Creator) & Chin-Hong, P. V. (Creator), Figshare, 13 Apr 2023
DOI: 10.6084/m9.figshare.c.6579892, https://springernature.figshare.com/collections/The_Danish-American_Research_Exchange_DARE_a_cross-sectional_study_of_a_binational_research_education_program/6579892
Dataset
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Additional file 3 of The Danish-American Research Exchange (DARE): a cross-sectional study of a binational research education program
Mehta, K. M. (Creator), Petersen, K. L. (Creator), Goodman, S. (Creator), Sørensen, H. T. (Creator), Bøgsted, M. (Creator), Olesen, J. D. (Creator), Burks, S. (Creator), Shaw, R. E. (Creator), Hove, J. D. (Creator), Ousager, J. (Creator), Milla, C. (Creator), Andersen, V. (Creator), Ejskjær, N. (Creator), Brix-Christensen, V. (Creator), Ghose, S. (Creator), Kjær, A. (Creator) & Chin-Hong, P. V. (Creator), Figshare, 13 Apr 2023
DOI: 10.6084/m9.figshare.22604626, https://springernature.figshare.com/articles/dataset/Additional_file_3_of_The_Danish-American_Research_Exchange_DARE_a_cross-sectional_study_of_a_binational_research_education_program/22604626
Dataset
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Longitudinal minimal residual disease assessment in multiple myeloma patients in complete remission – results from the NMSG flow-MRD substudy within the EMN02/HO95 MM trial
Schmitz, A. (Creator), Brøndum, R. F. (Creator), Johnsen, H. E. (Creator), Mellqvist, U.-H. (Creator), Waage, A. (Creator), Gimsing, P. (Creator), op Bruinink, D. H. (Creator), van der Velden, V. (Creator), van der Holt, B. (Creator), Hansson, M. (Creator), Andersen, N. F. (Creator), Frølund, U. C. (Creator), Helleberg, C. (Creator), Schjesvold, F. H. (Creator), Ahlberg, L. (Creator), Gulbrandsen, N. (Creator), Andreasson, B. (Creator), Lauri, B. (Creator), Haukas, E. (Creator), Bødker, J. S. (Creator), Roug, A. S. (Creator), Bøgsted, M. (Creator), Severinsen, M. T. (Creator), Gregersen, H. (Creator), Abildgaard, N. (Creator), Sonneveld, P. (Creator) & Dybkær, K. (Creator), Figshare, 7 Feb 2022
DOI: 10.6084/m9.figshare.c.5827973, https://springernature.figshare.com/collections/Longitudinal_minimal_residual_disease_assessment_in_multiple_myeloma_patients_in_complete_remission_results_from_the_NMSG_flow-MRD_substudy_within_the_EMN02_HO95_MM_trial/5827973
Dataset
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Additional file 1 of Longitudinal minimal residual disease assessment in multiple myeloma patients in complete remission – results from the NMSG flow-MRD substudy within the EMN02/HO95 MM trial
Schmitz, A. (Creator), Brøndum, R. F. (Creator), Johnsen, H. E. (Creator), Mellqvist, U.-H. (Creator), Waage, A. (Creator), Gimsing, P. (Creator), op Bruinink, D. H. (Creator), van der Velden, V. (Creator), van der Holt, B. (Creator), Hansson, M. (Creator), Andersen, N. F. (Creator), Frølund, U. C. (Creator), Helleberg, C. (Creator), Schjesvold, F. H. (Creator), Ahlberg, L. (Creator), Gulbrandsen, N. (Creator), Andreasson, B. (Creator), Lauri, B. (Creator), Haukas, E. (Creator), Bødker, J. S. (Creator), Roug, A. S. (Creator), Bøgsted, M. (Creator), Severinsen, M. T. (Creator), Gregersen, H. (Creator), Abildgaard, N. (Creator), Sonneveld, P. (Creator) & Dybkær, K. (Creator), Figshare, 2022
DOI: 10.6084/m9.figshare.19128644.v1, https://springernature.figshare.com/articles/journal_contribution/Additional_file_1_of_Longitudinal_minimal_residual_disease_assessment_in_multiple_myeloma_patients_in_complete_remission_results_from_the_NMSG_flow-MRD_substudy_within_the_EMN02_HO95_MM_trial/19128644/1
Dataset
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Clinical features affecting efficacy of immune checkpoint inhibitors in pretreated patients with advanced NSCLC: a Danish nationwide real-world study
Mouritzen, M. T. (Creator), Junker, K. F. (Creator), Carus, A. (Creator), Ladekarl, M. (Creator), Meldgaard, P. (Creator), Nielsen, A. W. M. (Creator), Livbjerg, A. (Creator), Larsen, J. W. (Creator), Skuladottir, H. (Creator), Kristiansen, C. (Creator), Wedervang, K. (Creator), Schytte, T. (Creator), Hansen, K. H. (Creator), Østby, A.-C. (Creator), Frank, M. S. (Creator), Lauritsen, J. (Creator), Sørensen, J. B. (Creator), Langer, S. W. (Creator), Persson, G. F. (Creator), Andersen, J. L. (Creator), Homann, P. H. (Creator), Kristensen, E. B. (Creator), Drivsholm, L. B. (Creator), Bøgsted, M. (Creator), Christensen, H. S. (Creator), Pøhl, M. (Creator) & Bjørnhart, B. (Creator), Taylor & Francis, 2022
DOI: 10.6084/m9.figshare.18134004.v1, https://tandf.figshare.com/articles/journal_contribution/Clinical_features_affecting_efficacy_of_immune_checkpoint_inhibitors_in_pretreated_patients_with_advanced_NSCLC_a_Danish_nationwide_real-world_study/18134004/1
Dataset
Prizes
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Best paper award at ADBIS 2025
Kapenekakis, A. (Recipient), Dell'Aglio, D. (Recipient), Bøgsted, M. (Recipient), Garofalakis, M. (Recipient) & Hose, K. (Recipient), Sept 2025
Prize: Conference prizes
Activities
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Advisory Board for Research and Infrastructure, Danish National Genome Center (External organisation)
Bøgsted, M. (Member)
1 Jun 2021Activity: Memberships › Membership of committees, commissions, boards, councils, associations, organisations, or similar
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Working Group for the National Genome Database, Danish National Genome Center (External organisation)
Bøgsted, M. (Member)
1 Jun 2021Activity: Memberships › Membership of committees, commissions, boards, councils, associations, organisations, or similar
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Fagligt udvalg, Danish Comprehensive Cancer Center (External organisation)
Bøgsted, M. (Member)
6 Jan 2020Activity: Memberships › Membership of committees, commissions, boards, councils, associations, organisations, or similar
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Fremtiden for det danske sundhedssystem (2030)
Bøgsted, M. (Consultant)
Aug 2017 → …Activity: Public/private sector consultancy and other employment › Consultancy
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24th International Molecular Med Tri Con 2017
Bøgsted, M. (Participant)
19 Feb 2017 → 24 Feb 2017Activity: Attending an event › Conference organisation or participation
Press/Media
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DCCC: Kræftområdet er oplagt spydspids for en national AI-strategi
04/03/2024
2 items of Media coverage
Press/Media: Press / Media
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AAU-model giver sikkerhed for genåbning efter pandemier
16/03/2022 → 20/03/2022
3 items of Media coverage
Press/Media: Press / Media
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Ny satsning: Forskningsenhed skal undersøge særligt kræftmysterie
Pedersen, I. S., Bøgsted, M., Grønkjær, M. & Dybkær, K.
13/09/2021
7 items of Media coverage
Press/Media: Press / Media