Published on in Vol 21, No 6 (2019): June

Preprints (earlier versions) of this paper are available at, first published .
Feasibility of a Real-Time Clinical Augmented Reality and Artificial Intelligence Framework for Pain Detection and Localization From the Brain

Feasibility of a Real-Time Clinical Augmented Reality and Artificial Intelligence Framework for Pain Detection and Localization From the Brain

Feasibility of a Real-Time Clinical Augmented Reality and Artificial Intelligence Framework for Pain Detection and Localization From the Brain


  1. Benitez-Andonegui A, Burden R, Benning R, Möckel R, Lührs M, Sorger B. An Augmented-Reality fNIRS-Based Brain-Computer Interface: A Proof-of-Concept Study. Frontiers in Neuroscience 2020;14 View
  2. Karunakaran K, Peng K, Berry D, Green S, Labadie R, Kussman B, Borsook D. NIRS measures in pain and analgesia: Fundamentals, features, and function. Neuroscience & Biobehavioral Reviews 2021;120:335 View
  3. Lundin R, Menkes D. Commentary: Managing Virtual Hybrid Psychiatrist-Patient Relationships in a Digital World. Frontiers in Public Health 2021;9 View
  4. Farook T, Jamayet N, Abdullah J, Alam M, Wang X. Machine Learning and Intelligent Diagnostics in Dental and Orofacial Pain Management: A Systematic Review. Pain Research and Management 2021;2021:1 View
  5. Yoo S, Santosa H, Kim C, Hong K. Decoding Multiple Sound-Categories in the Auditory Cortex by Neural Networks: An fNIRS Study. Frontiers in Human Neuroscience 2021;15 View
  6. Scrivani S, Keith D, Kulich R, DaSilva A, Donoff R, Handa S, Holland N, Lerman M, McCauley J, Reisner L, Resnick C, Stohler C, Vasciannie A, Fortino M, Schatman M. Pain Management for Dental Medicine in 2021: Opioids, Coronavirus and Beyond. Journal of Pain Research 2021;Volume 14:1371 View
  7. Hu X, Nascimento T, DaSilva A. Shedding light on pain for the clinic: a comprehensive review of using functional near-infrared spectroscopy to monitor its process in the brain. Pain 2021;162(12):2805 View
  8. Shi P, Liu J, Du J, Yu H, Fang F. Pain modulation induced by electronic wrist‐ankle acupuncture: A functional near‐infrared spectroscopy study. Pain Practice 2022;22(2):182 View
  9. Islam R, Andreev A, Shusharina N, Hramov A. Explainable Machine Learning Methods for Classification of Brain States during Visual Perception. Mathematics 2022;10(15):2819 View
  10. de Souza Moura B, Hu X, DosSantos M, DaSilva A. Study Protocol of tDCS Based Pain Modulation in Head and Neck Cancer Patients Under Chemoradiation Therapy Condition: An fNIRS-EEG Study. Frontiers in Molecular Neuroscience 2022;15 View
  11. DaSilva A, Robinson M, Shi W, McCauley L. The Forefront of Dentistry—Promising Tech-Innovations and New Treatments. JDR Clinical & Translational Research 2022;7(1_suppl):16S View
  12. Jotwani M, Wu Z, Lunde C, Sieberg C. The missing mechanistic link: Improving behavioral treatment efficacy for pediatric chronic pain. Frontiers in Pain Research 2022;3 View
  13. Harms R, Ferrari A, Meier I, Martinkova J, Santus E, Marino N, Cirillo D, Mellino S, Catuara Solarz S, Tarnanas I, Szoeke C, Hort J, Valencia A, Ferretti M, Seixas A, Santuccione Chadha A. Digital biomarkers and sex impacts in Alzheimer’s disease management — potential utility for innovative 3P medicine approach. EPMA Journal 2022;13(2):299 View
  14. Asiri A, Altuwalah A. The role of neural artificial intelligence for diagnosis and treatment planning in endodontics: A qualitative review. The Saudi Dental Journal 2022;34(4):270 View
  15. Browne J, Fraiser R, Cai Y, Leung D, Leung A, Vaninetti M. Unveiling the phantom: What neuroimaging has taught us about phantom limb pain. Brain and Behavior 2022;12(3) View
  16. Ebnali M, Paladugu P, Miccile C, Park S, Burian B, Yule S, Dias R. Extended Reality Applications for Space Health. Aerospace Medicine and Human Performance 2023;94(3):122 View
  17. Shaterian N, Soltani A, Samieefar N, Akhlaghdoust M. Artificial Intelligence and Migraine: Insights and Applications. Interventional Pain Medicine and Neuromodulation 2022;2(1) View
  18. Fernandez Rojas R, Brown N, Waddington G, Goecke R. A systematic review of neurophysiological sensing for the assessment of acute pain. npj Digital Medicine 2023;6(1) View
  19. Antonietti M, Gonzalez D, Djulbegovic M, Dayhoff G, Uversky V, Shields C, Karp C. Intrinsic disorder in PRAME and its role in uveal melanoma. Cell Communication and Signaling 2023;21(1) View
  20. Afonin A, Kiseleva N, Yaremenko A, Vishnyakov N. The place of artificial intelligence in modern healthcare and medical education. The Scientific Notes of the Pavlov University 2023;30(2):16 View
  21. Acuña K, Sapahia R, Jiménez I, Antonietti M, Anzola I, Cruz M, García M, Krishnan V, Leveille L, Resch M, Galor A, Habash R, DeBuc D. Functional Near-Infrared Spectrometry as a Useful Diagnostic Tool for Understanding the Visual System: A Review. Journal of Clinical Medicine 2024;13(1):282 View
  22. Khan M, Sousani M, Hirachan N, Joseph C, Ghahramani M, Chetty G, Goecke R, Fernandez-Rojas R. Multilevel Pain Assessment with Functional Near-Infrared Spectroscopy: Evaluating ΔHBO2 and ΔHHB Measures for Comprehensive Analysis. Sensors 2024;24(2):458 View
  23. Lubkowska A, Radecka A, Pluta W, Wieleba K. Reference Values of Regional Oxygen Saturation (rSO2) Determined by Near-Infrared Spectroscopy (NIRS) for 18 Selected Regions of Interest (ROIs) in Young and Elderly Healthy Volunteers. Applied Sciences 2024;14(3):1307 View
  24. Wahab Sait A, Dutta A. Developing a Pain Identification Model Using a Deep Learning Technique. Journal of Disability Research 2024;3(3) View
  25. . Progress of artificial intelligence in anesthesia and perioperative medicine. Perioperative Precision Medicine 2024 View

Books/Policy Documents

  1. Raut A, Samantaray S, Sahu R. Cognitive Informatics and Soft Computing. View