Deep learning for flow observables in high energy heavyion collisions

Autor: Hirvonen Henry, Eskola Kari J., Niemi Harri

Publikováno v: EPJ Web of Conferences, Vol 296, p 02002 (2024)

We demonstrate how deep convolutional neural networks can be trained to predict 2+1 D hydrodynamic simulation results for flow coefficients, mean-pT and charged particle multiplicity from the initial energy density profile. We show that this method p

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Effectiveness and Drug Survival of TNF Inhibitors in the Treatment of Ankylosing Spondylitis: A Prospective Cohort Study.

Autor: Heinonen AV; From the University of Helsinki, Helsinki; North Carelia Central Hospital, Joensuu; Tampere University Hospital, Tampere; Helsinki University Central Hospital, Helsinki; Turku City Hospital, Turku, Finland.A.V. Heinonen, BSc(pharm), University of Helsinki; K.J. Aaltonen, PhD (pharm), University of Helsinki; J.T. Joensuu, MSc(pharm), University of Helsinki; J.P. Lähteenmäki, MD, North Carelia Central Hospital; M.I. Pertovaara, MD, PhD, Tampere University Hospital; M.K. Romu, MD, Helsinki University Central Hospital; H.E. Hirvonen, MD, Helsinki University Central Hospital; A.K. Similä, MD, Turku City Hospital; M.L. Blom, PhD, Professor, University of Helsinki; DC Nordström, MD, PhD, Adj. Professor, University of Helsinki, and Helsinki University Central Hospital. arto.heinonen@helsinki.fi., Aaltonen KJ; From the University of Helsinki, Helsinki; North Carelia Central Hospital, Joensuu; Tampere University Hospital, Tampere; Helsinki University Central Hospital, Helsinki; Turku City Hospital, Turku, Finland.A.V. Heinonen, BSc(pharm), University of Helsinki; K.J. Aaltonen, PhD (pharm), University of Helsinki; J.T. Joensuu, MSc(pharm), University of Helsinki; J.P. Lähteenmäki, MD, North Carelia Central Hospital; M.I. Pertovaara, MD, PhD, Tampere University Hospital; M.K. Romu, MD, Helsinki University Central Hospital; H.E. Hirvonen, MD, Helsinki University Central Hospital; A.K. Similä, MD, Turku City Hospital; M.L. Blom, PhD, Professor, University of Helsinki; DC Nordström, MD, PhD, Adj. Professor, University of Helsinki, and Helsinki University Central Hospital., Joensuu JT; From the University of Helsinki, Helsinki; North Carelia Central Hospital, Joensuu; Tampere University Hospital, Tampere; Helsinki University Central Hospital, Helsinki; Turku City Hospital, Turku, Finland.A.V. Heinonen, BSc(pharm), University of Helsinki; K.J. Aaltonen, PhD (pharm), University of Helsinki; J.T. Joensuu, MSc(pharm), University of Helsinki; J.P. Lähteenmäki, MD, North Carelia Central Hospital; M.I. Pertovaara, MD, PhD, Tampere University Hospital; M.K. Romu, MD, Helsinki University Central Hospital; H.E. Hirvonen, MD, Helsinki University Central Hospital; A.K. Similä, MD, Turku City Hospital; M.L. Blom, PhD, Professor, University of Helsinki; DC Nordström, MD, PhD, Adj. Professor, University of Helsinki, and Helsinki University Central Hospital., Lähteenmäki JP; From the University of Helsinki, Helsinki; North Carelia Central Hospital, Joensuu; Tampere University Hospital, Tampere; Helsinki University Central Hospital, Helsinki; Turku City Hospital, Turku, Finland.A.V. Heinonen, BSc(pharm), University of Helsinki; K.J. Aaltonen, PhD (pharm), University of Helsinki; J.T. Joensuu, MSc(pharm), University of Helsinki; J.P. Lähteenmäki, MD, North Carelia Central Hospital; M.I. Pertovaara, MD, PhD, Tampere University Hospital; M.K. Romu, MD, Helsinki University Central Hospital; H.E. Hirvonen, MD, Helsinki University Central Hospital; A.K. Similä, MD, Turku City Hospital; M.L. Blom, PhD, Professor, University of Helsinki; DC Nordström, MD, PhD, Adj. Professor, University of Helsinki, and Helsinki University Central Hospital., Pertovaara MI; From the University of Helsinki, Helsinki; North Carelia Central Hospital, Joensuu; Tampere University Hospital, Tampere; Helsinki University Central Hospital, Helsinki; Turku City Hospital, Turku, Finland.A.V. Heinonen, BSc(pharm), University of Helsinki; K.J. Aaltonen, PhD (pharm), University of Helsinki; J.T. Joensuu, MSc(pharm), University of Helsinki; J.P. Lähteenmäki, MD, North Carelia Central Hospital; M.I. Pertovaara, MD, PhD, Tampere University Hospital; M.K. Romu, MD, Helsinki University Central Hospital; H.E. Hirvonen, MD, Helsinki University Central Hospital; A.K. Similä, MD, Turku City Hospital; M.L. Blom, PhD, Professor, University of Helsinki; DC Nordström, MD, PhD, Adj. Professor, University of Helsinki, and Helsinki University Central Hospital., Romu MK; From the University of Helsinki, Helsinki; North Carelia Central Hospital, Joensuu; Tampere University Hospital, Tampere; Helsinki University Central Hospital, Helsinki; Turku City Hospital, Turku, Finland.A.V. Heinonen, BSc(pharm), University of Helsinki; K.J. Aaltonen, PhD (pharm), University of Helsinki; J.T. Joensuu, MSc(pharm), University of Helsinki; J.P. Lähteenmäki, MD, North Carelia Central Hospital; M.I. Pertovaara, MD, PhD, Tampere University Hospital; M.K. Romu, MD, Helsinki University Central Hospital; H.E. Hirvonen, MD, Helsinki University Central Hospital; A.K. Similä, MD, Turku City Hospital; M.L. Blom, PhD, Professor, University of Helsinki; DC Nordström, MD, PhD, Adj. Professor, University of Helsinki, and Helsinki University Central Hospital., Hirvonen HE; From the University of Helsinki, Helsinki; North Carelia Central Hospital, Joensuu; Tampere University Hospital, Tampere; Helsinki University Central Hospital, Helsinki; Turku City Hospital, Turku, Finland.A.V. Heinonen, BSc(pharm), University of Helsinki; K.J. Aaltonen, PhD (pharm), University of Helsinki; J.T. Joensuu, MSc(pharm), University of Helsinki; J.P. Lähteenmäki, MD, North Carelia Central Hospital; M.I. Pertovaara, MD, PhD, Tampere University Hospital; M.K. Romu, MD, Helsinki University Central Hospital; H.E. Hirvonen, MD, Helsinki University Central Hospital; A.K. Similä, MD, Turku City Hospital; M.L. Blom, PhD, Professor, University of Helsinki; DC Nordström, MD, PhD, Adj. Professor, University of Helsinki, and Helsinki University Central Hospital., Similä AK; From the University of Helsinki, Helsinki; North Carelia Central Hospital, Joensuu; Tampere University Hospital, Tampere; Helsinki University Central Hospital, Helsinki; Turku City Hospital, Turku, Finland.A.V. Heinonen, BSc(pharm), University of Helsinki; K.J. Aaltonen, PhD (pharm), University of Helsinki; J.T. Joensuu, MSc(pharm), University of Helsinki; J.P. Lähteenmäki, MD, North Carelia Central Hospital; M.I. Pertovaara, MD, PhD, Tampere University Hospital; M.K. Romu, MD, Helsinki University Central Hospital; H.E. Hirvonen, MD, Helsinki University Central Hospital; A.K. Similä, MD, Turku City Hospital; M.L. Blom, PhD, Professor, University of Helsinki; DC Nordström, MD, PhD, Adj. Professor, University of Helsinki, and Helsinki University Central Hospital., Blom ML; From the University of Helsinki, Helsinki; North Carelia Central Hospital, Joensuu; Tampere University Hospital, Tampere; Helsinki University Central Hospital, Helsinki; Turku City Hospital, Turku, Finland.A.V. Heinonen, BSc(pharm), University of Helsinki; K.J. Aaltonen, PhD (pharm), University of Helsinki; J.T. Joensuu, MSc(pharm), University of Helsinki; J.P. Lähteenmäki, MD, North Carelia Central Hospital; M.I. Pertovaara, MD, PhD, Tampere University Hospital; M.K. Romu, MD, Helsinki University Central Hospital; H.E. Hirvonen, MD, Helsinki University Central Hospital; A.K. Similä, MD, Turku City Hospital; M.L. Blom, PhD, Professor, University of Helsinki; DC Nordström, MD, PhD, Adj. Professor, University of Helsinki, and Helsinki University Central Hospital., Nordström DC; From the University of Helsinki, Helsinki; North Carelia Central Hospital, Joensuu; Tampere University Hospital, Tampere; Helsinki University Central Hospital, Helsinki; Turku City Hospital, Turku, Finland.A.V. Heinonen, BSc(pharm), University of Helsinki; K.J. Aaltonen, PhD (pharm), University of Helsinki; J.T. Joensuu, MSc(pharm), University of Helsinki; J.P. Lähteenmäki, MD, North Carelia Central Hospital; M.I. Pertovaara, MD, PhD, Tampere University Hospital; M.K. Romu, MD, Helsinki University Central Hospital; H.E. Hirvonen, MD, Helsinki University Central Hospital; A.K. Similä, MD, Turku City Hospital; M.L. Blom, PhD, Professor, University of Helsinki; DC Nordström, MD, PhD, Adj. Professor, University of Helsinki, and Helsinki University Central Hospital.

Publikováno v: The Journal of rheumatology [J Rheumatol] 2015 Dec; Vol. 42 (12), pp. 2339-46. Date of Electronic Publication: 2015 Oct 15.

Expression of laminin and collagen genes by cells cultured from developing human sciatic nerves.

Autor: Hirvonen OM; Department of Medical Biochemistry, University of Turku, Finland., Peltonen SA, Hirvonen HE, Björkstrand AS, Peltonen JT

Publikováno v: Journal of the peripheral nervous system : JPNS [J Peripher Nerv Syst] 1996; Vol. 1 (1), pp. 42-52.