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Connected Mind + Body | Revolutionizing the future of mental and physical wellbeing

 Xin Liu, Hongxin Zhang

Publication

Light-induced rolling of azobenzene polymer thin films for wrapping subcellular neuronal structures

Airaghi Leccardi, M.J.I., Desbiolles, B.X.E., Haddad, A.Y. et al. Light-induced rolling of azobenzene polymer thin films for wrapping subcellular neuronal structures. Commun Chem 7, 249 (2024). https://doi.org/10.1038/s42004-024-01335-8

Publication

Image classification and reconstruction from low-density EEG

Guenther, S., Kosmyna, N. & Maes, P. Image classification and reconstruction from low-density EEG. Sci Rep 14, 16436 (2024). https://doi.org/10.1038/s41598-024-66228-1

Publication

Continuous neural control of a bionic limb restores biomimetic gait after amputation

Song, H., Hsieh, TH., Yeon, S.H. et al. Continuous neural control of a bionic limb restores biomimetic gait after amputation. Nat Med (2024). https://doi.org/10.1038/s41591-024-02994-9

Publication

Design of a water-soluble transmembrane receptor kinase with intact molecular function by QTY code

Li, M., Tang, H., Qing, R. et al. Design of a water-soluble transmembrane receptor kinase with intact molecular function by QTY code. Nat Commun 15, 4293 (2024). https://doi.org/10.1038/s41467-024-48513-9

Publication

Memoro: Using Large Language Models to Realize a Concise Interface for Real-Time Memory Augmentation

Wazeer Deen Zulfikar, Samantha Chan, and Pattie Maes. 2024. Memoro: Using Large Language Models to Realize a Concise Interface for Real-Time Memory Augmentation. In Proceedings of the CHI Conference on Human Factors in Computing Systems (CHI '24). Association for Computing Machinery, New York, NY, USA, Article 450, 1–18. https://doi.org/10.1145/3613904.3642450

Publication

Music and Mind: Harnessing the Arts for Health and Wellness

Fleming, Renée, et al. "Music and Mind: Harnessing the Arts for Health and Wellness." Viking (Penguin Random House LLC). April 9, 2024. ISBN 9780593653197

Publication

Key Issues as Wearable Digital Health Technologies Enter Clinical Care

Geoffrey S. Ginsburg, Rosalind W. Picard, and Stephen H. Friend. "Key Issues as Wearable Digital Health Technologies Enter Clinical Care." New England Journal of Medicine 2024; 390:1118-27. DOI: 10.1056/NEJMra2307160

Publication

Wearable Digital Health Technology for Epilepsy

Elizabeth Donner, Orrin Devinsky, and Daniel Friedman; guest editors Stephen H. Friend, Geoffrey S. Ginsburg, Rosalind W. Picard, Jeffrey M. Drazen. "Wearable Digital Health Technology for Epilepsy." New England Journal of Medicine 2024; 390:736-745. DOI: 10.1056/NEJMra2301913

Publication

Current-induced switching of a van der Waals ferromagnet at room temperature

Kajale, S.N., Nguyen, T., Chao, C.A. et al. Current-induced switching of a van der Waals ferromagnet at room temperature. Nat Commun 15, 1485 (2024). https://doi.org/10.1038/s41467-024-45586-4

Publication

Mechanoneural interfaces for bionic integration

Shu, T., Herrera-Arcos, G., Taylor, C.R. et al. Mechanoneural interfaces for bionic integration. Nat Rev Bioeng (2024). https://doi.org/10.1038/s44222-024-00151-y

Publication

Deep learning-aided decision support for diagnosis of skin disease across skin tones

Groh, M., Badri, O., Daneshjou, R. et al. Deep learning-aided decision support for diagnosis of skin disease across skin tones. Nat Med (2024). https://doi.org/10.1038/s41591-023-02728-3

Publication

Testing a Behavioral Activation Gaming App for Depression During Pregnancy: Multimethod Pilot Study

Vanderkruik RC, Ferguson C, Kobylski LA, Locascio JJ, Hamlett GE, Killenberg PC, Lewis R, Jones N, Rossa ET, Dineen H, Picard R, Cohen LS Testing a Behavioral Activation Gaming App for Depression During Pregnancy: Multimethod Pilot Study JMIR Form Res 2024;8:e44029

Publication

Wearable Digital Health Technologies for Monitoring in Cardiovascular Medicine

Erica S. Spatz, Geoffrey S. Ginsburg, John S. Rumsfeld, and Mintu P. Turakhia; guest editors Stephen H. Friend, Geoffrey S. Ginsburg, Rosalind W. Picard, Jeffrey M. Drazen. "Wearable Digital Health Technologies for Monitoring in Cardiovascular Medicine." New England Journal of Medicine 2024; 390:346-356. DOI: 10.1056/NEJMra2301903

Publication

Wearable technology in clinical practice for depressive disorder

Fedor, S., Lewis, R., Pedrelli, P., Mischoulon, D., Curtiss, J., & Picard, R. W. (2023). Wearable technology in clinical practice for depressive disorder. New England Journal of Medicine, 389(26), 2457-2466.

Publication

Wearable Digital Health Technology

Friend, Stephen H., Geoffrey S. Ginsburg, and Rosalind W. Picard. "Wearable Digital Health Technology." New England Journal of Medicine 389.22 (2023): 2100-2101.

Publication

Digital Technology for Diabetes

Michael S. Hughes, Ananta Addala, and Bruce Buckingham; guest editors Stephen H. Friend, Geoffrey S. Ginsburg, Rosalind W. Picard, Jeffrey M. Drazen. "Digital Technology for Diabetes." New England Journal of Medicine 2023; 389:2076-2086. DOI: 10.1056/NEJMra2215899

Publication

Joie: a Joy-based Brain-Computer Interface (BCI)

Vujic, Angela, Shreyas Nisal, and Pattie Maes. "Joie: a Joy-based Brain-Computer Interface (BCI)." Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology. 2023.

Publication

Prioritizing Early Disease Intervention

Caicedo, H.H., Darrow, J.J., Caicedo, J.C. et al. Prioritizing Early Disease Intervention. Ther Innov Regul Sci 57, 1148–1152 (2023). https://doi.org/10.1007/s43441-023-00569-3

Publication

Conformable Ultrasound Breast Patch for Deep Tissue Scanning and Imaging

Du, W., Zhang, L., Suh, E., Lin, D., Marcus, C., Ozkan, L., Ahuja, A., Fernandez, S. Shuvo, I., Sadat, D., Liu, W., Li, F., Chandrakasan, A., Ozmen, T., Dagdeviren, C.†, “Conformable Ultrasound Breast Patch for Deep Tissue Scanning and Imaging”, Science Advances, 9, eadh5325, 2023.

Publication

InExChange: Fostering Genuine Social Connection through Embodied Breath Sharing in Mixed Reality

Morris, C., Liu, P., Riecke, B. E., & Maes, P. (2023). InExChange: Fostering Genuine Social Connection through Embodied Breath Sharing in Mixed Reality. Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems, Article Article 459. https://doi.org/10.1145/3544549.3583917

Publication

Conformable Ultrasound Face Patch for Cavitation Enhanced Transdermal Cosmeceutical Delivery

Yu, C., Shah, A., Amiri, N., Marcus, C., Nayeem, M. O. G., Karami, A. M., Dagdeviren, C.†, Advanced Materials, DOI: 10.1002/adma.202300066, 2023. [Invited Paper for Rising Stars Special Series]

Publication

Interventions to Modify Psychological Well‑Being: Progress, Promises, and an Agenda for Future Research

Kubzansky LD, Kim ES, Boehm JK, Davidson RJ, Huffman JC, Loucks EB, Lyubomirsky S, Picard RW, Schueller SM, Trudel-Fitzgerald C, VanderWeele TJ, Warran K, Yeager DS, Yeh CS, Moskowitz JT. Interventions to Modify Psychological Well-Being: Progress, Promises, and an Agenda for Future Research. Affect Sci. 2023 Mar 3;4(1):174-184. doi: 10.1007/s42761-022-00167-w. PMID: 37064816; PMCID: PMC9982781.

Publication

Total VREcall: using biosignals to recognize emotional autobiographical memory in virtual reality

Gupta, K., Chan, S. W. T., Pai, Y. S., Strachan, N., Su, J., Sumich, A., ... & Billinghurst, M. (2022). Total VREcall: using biosignals to recognize emotional autobiographical memory in virtual reality. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 6(2), 1-21.

Publication

Improving Memory via Automated Targeted Memory Reactivation during Sleep

Whitmore, N. W., Harris, J. C., Kovach, T. & Paller, K. A. Improving Memory via Automated Targeted Memory Reactivation during Sleep. Journal of Sleep Research 2022.06.28.497977 (2022) doi:10.1101/2022.06.28.497977.

Publication

Computational Empathy Counteracts the Effects of Anger on Human Creative Problem Solving

Groh, Matthew, Craig Ferguson, Robert Lewis, and Rosalind W. Picard. "Computational Empathy Counteracts the Negative Effects of Anger on Creative Problem Solving." In 2022 10th International Conference on Affective Computing and Intelligent Interaction (ACII), pp. 1-8. IEEE, 2022.

Publication

Peripheral Light Cues as a Naturalistic Measure of Focus

Ramsay, David, and Joe Paradiso. "Peripheral Light Cues as a Naturalistic Measure of Focus." ACM International Conference on Interactive Media Experiences. 2022.

Publication

Intelligent Signal Processing for Affective Computing

Schuller, Björn & Picard, Rosalind & Andre, Elisabeth & Gratch, Jonathan & Tao, Jianhua. (2021). Intelligent Signal Processing for Affective Computing [From the Guest Editors]. IEEE Signal Processing Magazine. 38. 9-11. 10.1109/MSP.2021.3096415.

Publication

Guidelines for Conducting Ethical Artificial Intelligence Research in Neurology

Chiang S, Picard RW, Chiong W, Moss R, Worrell GA, Rao VR, Goldenholz DM. Guidelines for Conducting Ethical Artificial Intelligence Research in Neurology: A Systematic Approach for Clinicians and Researchers. Neurology. 2021 Sep 28;97(13):632-640. doi: 10.1212/WNL.0000000000012570. Epub 2021 Jul 27. PMID: 34315785; PMCID: PMC8480407.

Publication

Captivates: A Smart Eyeglass Platform for Across-Context Physiological Measurement

Chwalek, Patrick, David Ramsay, and Joseph A. Paradiso. "Captivates: A Smart Eyeglass Platform for Across-Context Physiological Measurement." Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 5.3 (2021): 1-32.

Publication

Prospective Study of a Multimodal Convulsive Seizure Detection Wearable System on Pediatric & Adult Patients in the Epilepsy Monitoring Unit

Onorati F, Regalia G, Caborni C, LaFrance WC Jr, Blum AS, Bidwell J, De Liso P, El Atrache R, Loddenkemper T, Mohammadpour-Touserkani F, Sarkis RA, Friedman D, Jeschke J, Picard R. Prospective Study of a Multimodal Convulsive Seizure Detection Wearable System on Pediatric and Adult Patients in the Epilepsy Monitoring Unit. Front Neurol. 2021 Aug 18;12:724904. doi: 10.3389/fneur.2021.724904. PMID:

Publication

Smartwatch biomarkers and the path to clinical use

Rosalind W. Picard, Edward W. Boyer, Smartwatch biomarkers and the path to clinical use, Med, Volume 2, Issue 7, 2021, Pages 797-799, ISSN 2666-6340, https://doi.org/10.1016/j.medj.2021.06.005.

Publication

Consensus Statement on Ethical & Safety Practices for Conducting Digital Monitoring Studies w/ People at Risk of Suicide & Related Behaviors

Nock, M. K., Kleiman, E. M., Abraham, M., Bentley, K. H., Brent, D. A., Buonopane, R. J., … Pearson, J. L. (2021). Consensus Statement on Ethical & Safety Practices for Conducting Digital Monitoring Studies with People at Risk of Suicide and Related Behaviors. Psychiatric Research and Clinical Practice, 3(2), 57–66. https://doi.org/10.1176/appi.prcp.20200029

Publication

Robust stability of melatonin circadian phase, sleep metrics, and chronotype across months in young adults living in real-world settings

McHill AW, Sano A, Hilditch CJ, Barger LK, Czeisler CA, Picard R, Klerman EB. Robust stability of melatonin circadian phase, sleep metrics, and chronotype across months in young adults living in real-world settings. J Pineal Res. 2021 Apr;70(3):e12720. doi: 10.1111/jpi.12720. Epub 2021 Feb 16. PMID: 33523499; PMCID: PMC9135480.

Publication

Sleep assessment by means of a wrist actigraphy-based algorithm: agreement with polysom

Regalia G, Gerboni G, Migliorini M, Lai M, Pham J, Puri N, Pavlova MK, Picard RW, Sarkis RA, Onorati F. Sleep assessment by means of a wrist actigraphy-based algorithm: agreement with polysomnography in an ambulatory study on older adults. Chronobiol Int. 2021 Mar;38(3):400-414. doi: 10.1080/07420528.2020.1835942. Epub 2020 Nov 19. Erratum in: Chronobiol Int. 2022 Jul;39(7):I. doi: 10.1080/0742052

Publication

Monitoring Changes in Depression Severity Using Wearable and Mobile Sensors

Pedrelli, P., Fedor, S., Ghandeharioun, A., Howe, E., Ionescu, D. F., Bhathena, D., ... & Picard, R. W. (2020). Monitoring changes in depression severity using wearable and mobile sensors. Frontiers in psychiatry, 11, 1413.

Publication

Wireless Measurement of Sympathetic Arousal During in vivo Occupational Therapy Sessions

Hedman E, Schoen SA, Miller LJ, Picard R. Wireless Measurement of Sympathetic Arousal During in vivo Occupational Therapy Sessions. Front Integr Neurosci. 2020 Oct 29;14:539875. doi: 10.3389/fnint.2020.539875. PMID: 33192351; PMCID: PMC7659428.

Publication

Advancing Neuroscience through Wearable Devices

Johnson, Kristina & Picard, Rosalind. (2020). Advancing Neuroscience through Wearable Devices. Neuron. 108. 8-12. 10.1016/j.neuron.2020.09.030.

Publication

Holistic Affect Recognition Using PaNDA: Paralinguistic Non-Metric Dimensional Analysis

Y. Zhang, F. Weninger, B. Schuller and R. W. Picard, "Holistic Affect Recognition Using PaNDA: Paralinguistic Non-Metric Dimensional Analysis," in IEEE Transactions on Affective Computing, vol. 13, no. 2, pp. 769-780, 1 April-June 2022, doi: 10.1109/TAFFC.2019.2961881.

Publication

Holistic Affect Recognition Using PaNDA: Paralinguistic Non-Metric Dimensional Analysis

Zhang, Yue & Weninger, Felix & Schuller, Björn & Picard, Rosalind. (2019). Holistic Affect Recognition Using PaNDA: Paralinguistic Non-Metric Dimensional Analysis. IEEE Transactions on Affective Computing. PP. 1-1. 10.1109/TAFFC.2019.2961881.

Publication

Automatic Recognition Methods Supporting Pain Assessment: A Survey

Werner, Philipp & Lopez-Martinez, Daniel & Walter, Steffen & Al-Hamadi, Ayoub & Gruss, Sascha & Picard, Rosalind. (2019). Automatic Recognition Methods Supporting Pain Assessment: A Survey. IEEE Transactions on Affective Computing. 1-1. 10.1109/TAFFC.2019.2946774.

Publication

Pain Detection with fNIRS-Measured Brain Signals: A Personalized Machine Learning Approach Using the Wavelet Transform and Bayesian Hierarch

Lopez-Martinez, Daniel & Peng, Ke & Lee, Arielle & Borsook, David & Picard, Rosalind. (2019). Pain Detection with fNIRS-Measured Brain Signals: A Personalized Machine Learning Approach Using the Wavelet Transform and Bayesian Hierarchical Modeling with Dirichlet Process Priors. 304-309. 10.1109/ACIIW.2019.8925076.

Publication

Stress measurement using speech: Recent advancements, validation issues, and ethical and privacy considerations

Slavich GM, Taylor S, Picard RW. Stress measurement using speech: Recent advancements, validation issues, and ethical and privacy considerations. Stress. 2019 Jul;22(4):408-413. doi: 10.1080/10253890.2019.1584180. Epub 2019 Apr 4. PMID: 30945584; PMCID: PMC7081839.

Publication

Deep Reinforcement Learning for Optimal Critical Care Pain Management with Morphine using Dueling Double-Deep Q Networks

Lopez-Martinez D, Eschenfeldt P, Ostvar S, Ingram M, Hur C, Picard R. Deep Reinforcement Learning for Optimal Critical Care Pain Management with Morphine using Dueling Double-Deep Q Networks. Annu Int Conf IEEE Eng Med Biol Soc. 2019 Jul;2019:3960-3963. doi: 10.1109/EMBC.2019.8857295. PMID: 31946739.

Publication

Multimodal wrist-worn devices for seizure detection and advancing research: Focus on the Empatica wristbands

Regalia G, Onorati F, Lai M, Caborni C, Picard RW. Multimodal wrist-worn devices for seizure detection and advancing research: Focus on the Empatica wristbands. Epilepsy Res. 2019 Jul;153:79-82. doi: 10.1016/j.eplepsyres.2019.02.007. Epub 2019 Feb 27. PMID: 30846346.

Publication

Wearable Motion-based Heart-rate at Rest: A Workplace Evaluation

Hernandez J., McDuff D., Quigley K., Maes P., and Picard R., "Wearable Motion-based Heart-rate at Rest: A Workplace Evaluation," Journal of Biomedical and Health Informatics, 2018.

Publication

Estimating carotid pulse and breathing rate from near-infrared video of the neck

Chen W, Hernandez J, Picard RW. Estimating carotid pulse and breathing rate from near-infrared video of the neck. Physiol Meas. 2018 Oct 30;39(10):10NT01. doi: 10.1088/1361-6579/aae625. PMID: 30376450.

Publication

Multimodal Ambulatory Sleep Detection Using LSTM Recurrent Neural Networks

Sano A, Chen W, Lopez-Martinez D, Taylor S, Picard RW. Multimodal Ambulatory Sleep Detection Using LSTM Recurrent Neural Networks. IEEE J Biomed Health Inform. 2019 Jul;23(4):1607-1617. doi: 10.1109/JBHI.2018.2867619. Epub 2018 Aug 29. PMID: 30176613; PMCID: PMC6837840.

Publication

Digital phenotyping of suicidal thoughts

Kleiman EM, Turner BJ, Fedor S, Beale EE, Picard RW, Huffman JC, Nock MK. Digital phenotyping of suicidal thoughts. Depress Anxiety. 2018 Jul;35(7):601-608. doi: 10.1002/da.22730. Epub 2018 Apr 10. PMID: 29637663.

Publication

QuantifyMe: An Open-Source Automated Single-Case Experimental Design Platform

Taylor S, Sano A, Ferguson C, Mohan A, Picard RW. QuantifyMe: An Open-Source Automated Single-Case Experimental Design Platform. Sensors. 2018; 18(4):1097. https://doi.org/10.3390/s18041097

Publication

Common data elements for epilepsy mobile health systems

Goldenholz DM, Moss R, Jost DA, Crone NE, Krauss G, Picard R, Caborni C, Cavazos JE, Hixson J, Loddenkemper T, Salazar TD, Lubbers L, Harte-Hargrove LC, Whittemore V, Duun-Henriksen J, Dolan E, Kasturia N, Oberemk M, Cook MJ, Lehmkuhle M, Sperling MR, Shafer PO. Common data elements for epilepsy mobile health systems. Epilepsia. 2018 May;59(5):1020-1026. doi: 10.1111/epi.14066. Epub 2018 Mar 31.

Publication

QuantifyMe: An Open-Source Automated Single-Case Experimental Design Platform

Taylor S, Sano A, Ferguson C, Mohan A, Picard RW. QuantifyMe: An Open-Source Automated Single-Case Experimental Design Platform. Sensors. 2018; 18(4):1097. https://doi.org/10.3390/s18041097

Publication

Toward Impactful Collaborations on Computing and Mental Health

Calvo RA, Dinakar K, Picard R, Christensen H, Torous J. Toward Impactful Collaborations on Computing and Mental Health. J Med Internet Res. 2018 Feb 9;20(2):e49. doi: 10.2196/jmir.9021. PMID: 29426812; PMCID: PMC5889813.

Publication

GIFGIF+: Collecting emotional animated GIFs with clustered multi-task learning

Chen, Weixuan & Rudovic, Ognjen & Picard, Rosalind. (2017). GIFGIF+: Collecting emotional animated GIFs with clustered multi-task learning. 410-417. 10.1109/ACII.2017.8273647.

Publication

Feasibility of an Automated System Counselor for Survivors of Sexual Assault

Howe E, Pedrelli P, Morris R, Nyer M, Mischoulon D, Picard R Feasibility of an Automated System Counselor for Survivors of Sexual Assault iproc 2017;3(1):e37 URL: https://www.iproc.org/2017/1/e37 DOI: 10.2196/iproc.8585

Publication

Personalized Automatic Estimation of Self-Reported Pain Intensity from Facial Expressions

D. L. Martinez, O. Rudovic and R. Picard, "Personalized Automatic Estimation of Self-Reported Pain Intensity from Facial Expressions," 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Honolulu, HI, USA, 2017, pp. 2318-2327, doi: 10.1109/CVPRW.2017.286. keywords: {Pain;Estimation;Face;Recurrent neural networks;Hidden Markov models;Image sequences;Reliability},

Publication

DeepFaceLIFT: Interpretable Personalized Models for Automatic Estimation of Self-Reported Pain

Liu, Dianbo & Peng, Fengjiao & Shea, Andrew & Ognjen, & Rudovic, Ognjen & Picard, Rosalind. (2017). DeepFaceLIFT: Interpretable Personalized Models for Automatic Estimation of Self-Reported Pain.

Publication

Sequence Tutor: Conservative Fine-Tuning of Sequence Generation Models with KL-control

Jaques, N., Gu, S., Bahdanau, D., Hernandez-Lobato, J., Turner, R., and Eck, D. "Sequence Tutor: Conservative Fine-Tuning of Sequence Generation Models with KL-Control," International Conference on Machine Learning (ICML), Sydney, Australia, August 2017

Publication

Helping Others Regulate Emotion Predicts Increased Regulation of One's Own Emotions and Decreased Symptoms of Depression

Doré BP, Morris RR, Burr DA, Picard RW, Ochsner KN. Helping Others Regulate Emotion Predicts Increased Regulation of One's Own Emotions and Decreased Symptoms of Depression. Pers Soc Psychol Bull. 2017 May;43(5):729-739. doi: 10.1177/0146167217695558. Epub 2017 Mar 20. PMID: 28903637.

Publication

Helping Others Regulate Emotion Predicts Increased Regulation of One's Own Emotions and Decreased Symptoms of Depression

Doré BP, Morris RR, Burr DA, Picard RW, Ochsner KN. Helping Others Regulate Emotion Predicts Increased Regulation of One's Own Emotions and Decreased Symptoms of Depression. Pers Soc Psychol Bull. 2017 May;43(5):729-739. doi: 10.1177/0146167217695558. Epub 2017 Mar 20. PMID: 28903637.

Publication

A Crowdsourcing-based Air Pollution Measurement System Using DIY Atomic Force Microscopes

Martinez, Daniel & Lombraña, Daniel & Grey, Francois & Hwu, Edwin. (2016). A Crowdsourcing-based Air Pollution Measurement System Using DIY Atomic Force Microscopes. Human Computation. 3. 10.15346/hc.v3i1.14.

Publication

Embrace, a wearable convulsive seizure detection and alert system: First performance report of a case study in real-life settings

Picard, Rosalind & Regalia, Giulia & Caborni, Chiara & Migliorini, Matteo & Onorati, Francesco. (2016). Embrace, a wearable convulsive seizure detection and alert system: First performance report of a case study in real-life settings.

Publication

Can We Predict Depression From the Asymmetry of Electrodermal Activity?

Fedor S, Chau P, Bruno N, Picard R, Camprodon J Can We Predict Depression From the Asymmetry of Electrodermal Activity? iproc 2016;2(1):e23 URL: https://www.iproc.org/2016/1/e23 DOI: 10.2196/iproc.6117

Publication

Improving convulsive seizure detection by exploiting data from outpatient settings using the Embrace wristband

Onorati, Francesco & Regalia, Giulia & Caborni, Chiara & Picard, Rosalind. (2016). Improving convulsive seizure detection by exploiting data from outpatient settings using the Embrace wristband.

Publication

"Kind and Grateful": A Context-Sensitive Smartphone App Utilizing Inspirational Content to Promote Gratitude

Ghandeharioun A, Azaria A, Taylor S, Picard RW. "Kind and Grateful": A Context-Sensitive Smartphone App Utilizing Inspirational Content to Promote Gratitude. Psychol Well Being. 2016;6:9. doi: 10.1186/s13612-016-0046-2. Epub 2016 Jul 4. PMID: 27441170; PMCID: PMC4932143.

Publication

COGCAM: Contact-free Measurement of Cognitive Stress During Computer Tasks with a Digital Camera

Daniel J. McDuff, Javier Hernandez, Sarah Gontarek, and Rosalind W. Picard. 2016. COGCAM: Contact-free Measurement of Cognitive Stress During Computer Tasks with a Digital Camera. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems (CHI '16). Association for Computing Machinery, New York, NY, USA, 4000–4004. https://doi.org/10.1145/2858036.2858247

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Efficacy of a Web-Based Peer-To-Peer Cognitive Reappraisal Platform: a Randomized Controlled Trial

Morris RR, Schueller SM, Picard RW. Efficacy of a Web-based, crowdsourced peer-to-peer cognitive reappraisal platform for depression: randomized controlled trial. J Med Internet Res. 2015 Mar 30;17(3):e72. doi: 10.2196/jmir.4167. PMID: 25835472; PMCID: PMC4395771.