1. Lähteenmäki, J, Vuorinen, AL, Pajula, J, Harno, K, Lehto, M, Niemi, M et al.. Pharmacogenetics of Bleeding and Thromboembolic Events in Direct Oral Anticoagulant Users. Clin Pharmacol Ther. 2021;110 (3):768-776. doi: 10.1002/cpt.2316. PubMed PMID:34043814 .
  2. Lähteenmäki, J, Vuorinen, AL, Pajula, J, Harno, K, Lehto, M, Niemi, M et al.. Integrating data from multiple Finnish biobanks and national health-care registers for retrospective studies: Practical experiences. Scand J Public Health. 2021; :14034948211004421. doi: 10.1177/14034948211004421. PubMed PMID:33845693 .
  3. Tohka, J, van Gils, M. Evaluation of machine learning algorithms for health and wellness applications: A tutorial. Comput Biol Med. 2021;132 :104324. doi: 10.1016/j.compbiomed.2021.104324. PubMed PMID:33774270 .
  4. Vuorinen, AL, Lehto, M, Niemi, M, Harno, K, Pajula, J, van Gils, M et al.. Pharmacogenetics of Anticoagulation and Clinical Events in Warfarin-Treated Patients: A Register-Based Cohort Study with Biobank Data and National Health Registries in Finland. Clin Epidemiol. 2021;13 :183-195. doi: 10.2147/CLEP.S289031. PubMed PMID:33727862 PubMed Central PMC7954279.
  5. Aşuroğlu, T, Oğul, H. A deep learning approach for sepsis monitoring via severity score estimation. Comput Methods Programs Biomed. 2021;198 :105816. doi: 10.1016/j.cmpb.2020.105816. PubMed PMID:33157471 .

Search PubMed


  1. Posti, JP, Takala, RSK, Raj, R, Luoto, TM, Azurmendi, L, Lagerstedt, L et al.. Admission Levels of Interleukin 10 and Amyloid β 1-40 Improve the Outcome Prediction Performance of the Helsinki Computed Tomography Score in Traumatic Brain Injury. Front Neurol. 2020;11 :549527. doi: 10.3389/fneur.2020.549527. PubMed PMID:33192979 PubMed Central PMC7661930.
  2. Rhodius-Meester, HFM, Paajanen, T, Koikkalainen, J, Mahdiani, S, Bruun, M, Baroni, M et al.. cCOG: A web-based cognitive test tool for detecting neurodegenerative disorders. Alzheimers Dement (Amst). 2020;12 (1):e12083. doi: 10.1002/dad2.12083. PubMed PMID:32864411 PubMed Central PMC7446945.
  3. Pekkala, T, Hall, A, Ngandu, T, van Gils, M, Helisalmi, S, Hänninen, T et al.. Detecting Amyloid Positivity in Elderly With Increased Risk of Cognitive Decline. Front Aging Neurosci. 2020;12 :228. doi: 10.3389/fnagi.2020.00228. PubMed PMID:32848707 PubMed Central PMC7406705.
  4. Vuorinen, V, Aarnio, M, Alava, M, Alopaeus, V, Atanasova, N, Auvinen, M et al.. Modelling aerosol transport and virus exposure with numerical simulations in relation to SARS-CoV-2 transmission by inhalation indoors. Saf Sci. 2020;130 :104866. doi: 10.1016/j.ssci.2020.104866. PubMed PMID:32834511 PubMed Central PMC7428778.
  5. Juutinen, M, Wang, C, Zhu, J, Haladjian, J, Ruokolainen, J, Puustinen, J et al.. Parkinson’s disease detection from 20-step walking tests using inertial sensors of a smartphone: Machine learning approach based on an observational case-control study. PLoS One. 2020;15 (7):e0236258. doi: 10.1371/journal.pone.0236258. PubMed PMID:32701955 PubMed Central PMC7377496.
  6. Muurling, M, Rhodius-Meester, HFM, Pärkkä, J, van Gils, M, Frederiksen, KS, Bruun, M et al.. Gait Disturbances are Associated with Increased Cognitive Impairment and Cerebrospinal Fluid Tau Levels in a Memory Clinic Cohort. J Alzheimers Dis. 2020;76 (3):1061-1070. doi: 10.3233/JAD-200225. PubMed PMID:32597806 PubMed Central PMC7505008.
  7. Lagerstedt, L, Azurmendi, L, Tenovuo, O, Katila, AJ, Takala, RSK, Blennow, K et al.. Interleukin 10 and Heart Fatty Acid-Binding Protein as Early Outcome Predictors in Patients With Traumatic Brain Injury. Front Neurol. 2020;11 :376. doi: 10.3389/fneur.2020.00376. PubMed PMID:32581990 PubMed Central PMC7280446.
  8. Värri, A, Tiainen, M, Rajalahti, E, Kinnunen, UM, Saarni, L, Ahonen, O et al.. The Definition of Informatics Competencies in Finnish Healthcare and Social Welfare Education. Stud Health Technol Inform. 2020;270 :1143-1147. doi: 10.3233/SHTI200341. PubMed PMID:32570560 .
  9. Raissadati, A, Knihtilä, H, Pätilä, T, Nieminen, H, Jokinen, E. Long-term Social Outcomes After Congenital Heart Surgery. Pediatrics. 2020;146 (1):. doi: 10.1542/peds.2019-3745. PubMed PMID:32503936 .
  10. Hossain, I, Mohammadian, M, Takala, RSK, Tenovuo, O, Azurmendi Gil, L, Frantzén, J et al.. Admission Levels of Total Tau and β-Amyloid Isoforms 1-40 and 1-42 in Predicting the Outcome of Mild Traumatic Brain Injury. Front Neurol. 2020;11 :325. doi: 10.3389/fneur.2020.00325. PubMed PMID:32477238 PubMed Central PMC7237639.
  11. Rytky, SJO, Tiulpin, A, Frondelius, T, Finnilä, MAJ, Karhula, SS, Leino, J et al.. Automating three-dimensional osteoarthritis histopathological grading of human osteochondral tissue using machine learning on contrast-enhanced micro-computed tomography. Osteoarthritis Cartilage. 2020;28 (8):1133-1144. doi: 10.1016/j.joca.2020.05.002. PubMed PMID:32437969 .
  12. Raissadati, A, Haukka, J, Pätilä, T, Nieminen, H, Jokinen, E. Chronic Disease Burden After Congenital Heart Surgery: A 47-Year Population-Based Study With 99% Follow-Up. J Am Heart Assoc. 2020;9 (9):e015354. doi: 10.1161/JAHA.119.015354. PubMed PMID:32316818 PubMed Central PMC7428561.
  13. Salmi, A, Nieminen, HJ, Veira Canle, D, Hæggström, E, Kontiola, A. Non-contact determination of intra-ocular pressure in an ex vivo porcine model. PLoS One. 2020;15 (2):e0227488. doi: 10.1371/journal.pone.0227488. PubMed PMID:32012155 PubMed Central PMC6996824.
  14. Jääskeläinen, O, Hall, A, Tiainen, M, van Gils, M, Lötjönen, J, Kangas, AJ et al.. Metabolic Profiles Help Discriminate Mild Cognitive Impairment from Dementia Stage in Alzheimer’s Disease. J Alzheimers Dis. 2020;74 (1):277-286. doi: 10.3233/JAD-191226. PubMed PMID:32007958 PubMed Central PMC7175942.
  15. Karhula, SS, Finnilä, MAJ, Rytky, SJO, Cooper, DM, Thevenot, J, Valkealahti, M et al.. Quantifying Subresolution 3D Morphology of Bone with Clinical Computed Tomography. Ann Biomed Eng. 2020;48 (2):595-605. doi: 10.1007/s10439-019-02374-2. PubMed PMID:31583552 PubMed Central PMC6949315.

Search PubMed