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2023

Conference Publication

Triple Contrast Computed Tomography Reveals Site-Specific Differences In Human Knee Joint Biomechanical Properties

Orava, H., Paakkari, P., Jäntti, J., Honkanen, M.K., Honkanen, J.T., Virén, T., Tanska, P., Korhonen, R.K., Grinstaff, M.W., Töyräs, J. and Mäkelä, J.T. (2023). Triple Contrast Computed Tomography Reveals Site-Specific Differences In Human Knee Joint Biomechanical Properties. 2023 OARSI World Congress on Osteoarthritis, Denver, CO United States, 17-20 March 2023. London, United Kingdom: Elsevier. doi: 10.1016/j.joca.2023.01.263

Triple Contrast Computed Tomography Reveals Site-Specific Differences In Human Knee Joint Biomechanical Properties

2023

Conference Publication

3-D T1 relaxation time measurements in an equine model of mild post-traumatic osteoarthritis using MB-SWIFT

Pala, Swetha, Nykänen, Olli, Hänninen, Nina, Mohammadi, Ali, Ebrahimi, Mohammadhossein, Moller, Nikae te, Brommer, Harold, van Weeren, P René, Mäkelä, Janne, Korhonen, Rami, Töyräs, Juha, Mikkonen, Santtu and Nissi, Mikko (2023). 3-D T1 relaxation time measurements in an equine model of mild post-traumatic osteoarthritis using MB-SWIFT. Joint Annual Meeting ISMRM-ESMRMB & ISMRT 31st Annual Meeting, London, United Kingdom, 7-12 May 2022. Berkeley, CA United States: International Society for Magnetic Resonance in Medicine. doi: 10.58530/2022/2305

3-D T1 relaxation time measurements in an equine model of mild post-traumatic osteoarthritis using MB-SWIFT

2023

Conference Publication

Towards a deeper understanding of sleep stages through their representation in the latent space of variational autoencoders

Biedebach, Luka, Rusanen, Matias, Pórðarson, Benedikt Hólm, Arnardóttir, Erna Sif, Óskarsdóttir, María, Nikkonen, Sami, Korkalainen, Henri, Myllymaa, Sami, Töyräs, Juha, Kainulainen, Samu, Leppänen, Timo and Islind, Anna Sigridur (2023). Towards a deeper understanding of sleep stages through their representation in the latent space of variational autoencoders. 56th Annual Hawaii International Conference on System Sciences, HICSS 2023, Online, 3 - 6 January 2023. Washington, DC United States: IEEE Computer Society. doi: 10.24251/hicss.2023.382

Towards a deeper understanding of sleep stages through their representation in the latent space of variational autoencoders

2022

Conference Publication

THE SEVERITY AND MORPHOLOGY OF INTERMITTENT HYPOXEMIAS ARE RELATED TO IMPAIRED DAYTIME ALERTNESS

Pahari, P., Korkalainen, H., Karhu, T., Rissanen, M., Arnardottir, E. S., Strom, H. H., Duce, B., Toyras, J., Leppanen, T. and Nikkonen, S. (2022). THE SEVERITY AND MORPHOLOGY OF INTERMITTENT HYPOXEMIAS ARE RELATED TO IMPAIRED DAYTIME ALERTNESS. AMSTERDAM: ELSEVIER.

THE SEVERITY AND MORPHOLOGY OF INTERMITTENT HYPOXEMIAS ARE RELATED TO IMPAIRED DAYTIME ALERTNESS

2022

Conference Publication

DEEP LEARNING ENABLES ACCURATE AUTOMATIC SLEEP STAGING BASED ON AMBULATORY FOREHEAD EEG

Leino, A., Korkalainen, H., Kalevo, L., Nikkonen, S., Kainulainen, S., Ryan, A., Duce, B., Sipila, K., Ahlberg, J., Sahlman, J., Miettinen, T., Westeren-Punnonen, S., Mervaala, E., Toyras, J., Myllymaa, S., Leppanen, T. and Myllymaa, K. (2022). DEEP LEARNING ENABLES ACCURATE AUTOMATIC SLEEP STAGING BASED ON AMBULATORY FOREHEAD EEG. AMSTERDAM: ELSEVIER.

DEEP LEARNING ENABLES ACCURATE AUTOMATIC SLEEP STAGING BASED ON AMBULATORY FOREHEAD EEG

2022

Conference Publication

DEEP LEARNING ENABLES AUTOMATIC SLEEP STAGING FROM TEXTILE ELECTRODE-BASED HOME SLEEP RECORDINGS

Rusanen, M., Huttunen, R., Korkalainen, H., Toyras, J., Myllymaa, S., Leppanen, T., Sigurdardottir, S., Arnardottir, E. S. and Kainulainen, S. (2022). DEEP LEARNING ENABLES AUTOMATIC SLEEP STAGING FROM TEXTILE ELECTRODE-BASED HOME SLEEP RECORDINGS. AMSTERDAM: ELSEVIER.

DEEP LEARNING ENABLES AUTOMATIC SLEEP STAGING FROM TEXTILE ELECTRODE-BASED HOME SLEEP RECORDINGS

2022

Conference Publication

ABSOLUTE GAMMA POWER OF EEG AROUSAL IS MODULATED BY RESPIRATORY EVENT TYPE AND SEVERITY IN OSA

Pitkanen, H., Duce, B., Leppanen, T., Kainulainen, S., Kulkas, A., Myllymaa, S., Toyras, J. and Korkalainen, H. (2022). ABSOLUTE GAMMA POWER OF EEG AROUSAL IS MODULATED BY RESPIRATORY EVENT TYPE AND SEVERITY IN OSA. AMSTERDAM: ELSEVIER.

ABSOLUTE GAMMA POWER OF EEG AROUSAL IS MODULATED BY RESPIRATORY EVENT TYPE AND SEVERITY IN OSA

2022

Conference Publication

Sleep architecture differs for individuals manifesting excessive daytime sleepiness with and without obstructive sleep apnea

Chen, X., Korkalainen, H., Kainulainen, S., Leppänen, T., Oksenberg, A., Töyräs, J. and Terrill, P. (2022). Sleep architecture differs for individuals manifesting excessive daytime sleepiness with and without obstructive sleep apnea. 33rd Annual Scientific Meeting of the Australasian Sleep Association and the Australia and New Zealand Sleep Science Association, Brisbane, QLD, Australia, 8-11 November 2022. Oxford, United Kingdom: Oxford University Press . doi: 10.1093/sleepadvances/zpac029.028

Sleep architecture differs for individuals manifesting excessive daytime sleepiness with and without obstructive sleep apnea

2022

Conference Publication

P116 Increased airflow limitation during nocturnal respiratory events is associated with increased psychomotor vigilance task lapses in obstructive sleep apnoea patients

Staykov, E., Mann, D., Duce, B., Kainulainen, S., Leppänen, T., Töyräs, J., Sands, S. and Terrill, P. (2022). P116 Increased airflow limitation during nocturnal respiratory events is associated with increased psychomotor vigilance task lapses in obstructive sleep apnoea patients. 2022 Australasian Sleep Association, Brisbane, QLD Australia, 8-11 November 2022. Oxford, United Kingdom: Oxford University Press. doi: 10.1093/sleepadvances/zpac029.185

P116 Increased airflow limitation during nocturnal respiratory events is associated with increased psychomotor vigilance task lapses in obstructive sleep apnoea patients

2021

Conference Publication

Deep learning enables accurate automatic sleep stage classification in a clinical paediatric population

Somaskandhan, P., Korkalainen, H., Terrill, P., Sigurðardóttir, S., Arnardóttir, E., Ólafsdóttir, K., Sigurðardóttir, S., Clausen, M., Töyräs, J. and Leppänen, T. (2021). Deep learning enables accurate automatic sleep stage classification in a clinical paediatric population. Sleep Down Under 2021: Australasian Sleep Association Conference, Online, 10-13 October 2021. Oxford, United Kingdom: Oxford University Press. doi: 10.1093/sleepadvances/zpab014.178

Deep learning enables accurate automatic sleep stage classification in a clinical paediatric population

2021

Conference Publication

Reduced duration and continuity of N3 sleep is associated with excessive daytime sleepiness in suspected obstructive sleep apnea patients

Chen, X., Korkalainen, H., Leppänen, T., Oksenberg, A., Töyräs, J. and Terrill, P. (2021). Reduced duration and continuity of N3 sleep is associated with excessive daytime sleepiness in suspected obstructive sleep apnea patients. Sleep Down Under 2021: Australasian Sleep Association Conference, Online, 10-13 October 2021. Oxford, United Kingdom: Oxford University Press. doi: 10.1093/sleepadvances/zpab014.068

Reduced duration and continuity of N3 sleep is associated with excessive daytime sleepiness in suspected obstructive sleep apnea patients

2020

Conference Publication

HYPOXEMIA DURING SLEEP DISORDERED BREATHING AND CARDIOVASCULAR DISEASE: A COMPARISON OF DIFFERENT OXYGEN DESATURATION MEASURES

Mazzotti, D. R., Leppanen, T., Sands, S., Toyras, J., Wellman, A., Kulkas, A., Redline, S., Karhu, T. and Azarbarzin, A. (2020). HYPOXEMIA DURING SLEEP DISORDERED BREATHING AND CARDIOVASCULAR DISEASE: A COMPARISON OF DIFFERENT OXYGEN DESATURATION MEASURES. 34th Annual Meeting of the Associated-Professional-Sleep-Societies (SLEEP), Philadelphia Pa, Jun 13-17, 2020. CARY: OXFORD UNIV PRESS INC.

HYPOXEMIA DURING SLEEP DISORDERED BREATHING AND CARDIOVASCULAR DISEASE: A COMPARISON OF DIFFERENT OXYGEN DESATURATION MEASURES

2019

Conference Publication

Artificial neural network analysis of blood oxygen saturation signal enables accurate automatic screening of sleep apnea

Nikkonen, S., Afara, I., Myllymaa, S., Toyras, J. and Leppanen, T. (2019). Artificial neural network analysis of blood oxygen saturation signal enables accurate automatic screening of sleep apnea. World Sleep Congress, Vancouver, Canada, 20-25 September 2019. Amsterdam, Netherlands: Elsevier . doi: 10.1016/j.sleep.2019.11.624

Artificial neural network analysis of blood oxygen saturation signal enables accurate automatic screening of sleep apnea

2019

Conference Publication

Deep learning enables accurate sleep staging based on a single frontal EEG channel

Korkalainen, H., Aakko, J., Nikkonen, S., Kainulainen, S., Leino, A., Duce, B., Afara, I. O., Myllymaa, S., Toyras, J. and Leppanen, T. (2019). Deep learning enables accurate sleep staging based on a single frontal EEG channel. 15th World Sleep Congress, World Sleep 2019, Vancouver, Canada, 20-25 September, 2019 . Amsterdam, Netherlands: Elsevier BV.

Deep learning enables accurate sleep staging based on a single frontal EEG channel

2019

Conference Publication

Differentiating Sleepy and non-sleepy obstructive sleep apnea patients using nocturnal pulse oximetry and deep learning

Kainulainen, S., Toyras, J., Oksenberg, A., Korkalainen, H., Afara, I., Leino, A., Kalevo, L., Nikkonen, S., Gadoth, N., Kulkas, A., Myllymaa, S. and Leppanen, T. (2019). Differentiating Sleepy and non-sleepy obstructive sleep apnea patients using nocturnal pulse oximetry and deep learning. World Sleep Congress, Vancouver, Canada, 20-25 September 2019. Amsterdam, Netherlands: Elsevier . doi: 10.1016/j.sleep.2019.11.508

Differentiating Sleepy and non-sleepy obstructive sleep apnea patients using nocturnal pulse oximetry and deep learning

2019

Conference Publication

Arthroscopic near-infrared spectroscopic prediction of human meniscus properties

Ala-Myllymäki, Juho, Paakkonen, Tommi, Töyräsa, Juha and Afara, Isaac O. (2019). Arthroscopic near-infrared spectroscopic prediction of human meniscus properties. Bio-Optics: Design and Application 2019, Tucson, AZ, United States, 14–17 April 2019. Washington, D.C.: Optical Society of America (OSA). doi: 10.1364/BODA.2019.JT4A.35

Arthroscopic near-infrared spectroscopic prediction of human meniscus properties

2019

Conference Publication

Detection of enzymatically and mechanically induced degradation of bovine articular cartilage tissue with mid-infrared spectroscopy

Virtanen, V. K., Nippolainen, E., Shaikh, R., Afara, I., Toyras, J., Saarakkala, S. and Rieppo, L. (2019). Detection of enzymatically and mechanically induced degradation of bovine articular cartilage tissue with mid-infrared spectroscopy. OARSI World Congress on Osteoarthritis - Promoting Clinical and Basic Research in Osteoarthritis, Toronto, Canada, 2-5 May 2019. Oxford, United Kingdom: Elsevier . doi: 10.1016/j.joca.2019.02.035

Detection of enzymatically and mechanically induced degradation of bovine articular cartilage tissue with mid-infrared spectroscopy

2019

Conference Publication

Automated preprocessing of near infrared spectroscopic data

Torniainen, Jari, Afara, Isaac O., Prakash, Mithilesh, Sarin, Jaakko K., Stenroth, Lauri and Töyräs, Juha (2019). Automated preprocessing of near infrared spectroscopic data. Biophotonics Congress: Optics in the Life Sciences Congress 2019 (BODA,BRAIN,NTM,OMA,OMP), Tucson, AZ, United States, 14-17 April 2019. Washington, DC, United States: Optical Society of America. doi: 10.1364/BODA.2019.DS2A.6

Automated preprocessing of near infrared spectroscopic data

2019

Conference Publication

Mid-infrared spectroscopic assessment of cartilage degeneration

Shaikh, Rubina, Nippolainen, Ervin, Virtanen, Vesa, Rieppo, Lassi, Haas, Julian, Mizaikoff, Boris, Artyushenko, Viacheslav, Bibikova, Olga, Afara, Isaac, Saarakkala, Simo and Töyräs, Juha (2019). Mid-infrared spectroscopic assessment of cartilage degeneration. Biophotonics Congress, Tucson, AZ, United States, 14–17 April 2019. Washington, D.C.: Optical Society of America (OSA). doi: 10.1364/BODA.2019.DS1A.3

Mid-infrared spectroscopic assessment of cartilage degeneration

2019

Conference Publication

Mid-infrared and near infrared spectroscopic analysis of mechanically and enzymatically damaged cartilage

Nippolainen, Ervin, Shaikh, Rubina, Virtanen, Vesa, Rieppo, Lassi, Afara, Isaac, Saarakkala, Simo and Töyräs, Juha (2019). Mid-infrared and near infrared spectroscopic analysis of mechanically and enzymatically damaged cartilage. Biophotonics Congress: Optics in the Life Sciences Congress 2019 (BODA,BRAIN,NTM,OMA,OMP), Tucson, AZ USA, 14-17 April 2019. Washington, DC USA: Optical Society of America. doi: 10.1364/BODA.2019.JT4A.37

Mid-infrared and near infrared spectroscopic analysis of mechanically and enzymatically damaged cartilage