JS
Jake Sunshine
cs.AIcs.CLcs.LGCOVID-19cs.CYmachine learningSARS-CoV-2adrenal functionAlcoholAlcohol Drinking
On Valency
published · living versionsW_uaym8uvu·v1 · currentpublished
AudioFM: Towards General Purpose Audio Representation Learning
with Yamin Li, Ruidong Zhang, Anran Wang, Eduardo Fonseca +17
1 version
Preprints & journals
36 papers in the corpus · 2010–2026Towards a General Intelligence and Interface for Wearable Health Data2605.22759v3 · Girish Narayanswamy, Maxwell A. Xu, A. Ali Heydari et al.2026 · 0 citationsarXiv
SymptomAI: Toward a Conversational AI Agent for Everyday Symptom Assessment2605.04012v2 · Joseph Breda, Fadi Yousif, Beszel Hawkins et al.2026 · 1 citationarXiv
Transforming wearable data into personal health insights using large language model agents.41526380 · Merrill, Mike A, Paruchuri, Akshay, Rezaei, Naghmeh et al.2026 · 26 citationsNature communications. 2026;17(1):1143
Evidence of differences in diurnal electrodermal, temperature and heart rate patterns by mental health status in free-living data.40819881 · McDuff, Daniel, Galatzer-Levy, Isaac, Thomson, Seamus et al.2025 · 3 citationsBMJ mental health. 2025;28(1)
Sudden cardiac arrest: Limitations in risk-stratification and treatment, and the potential for digital technologies and artificial intelligence to improve prediction and outcomes.40553720 · Srivats, Sudarshan, Zghyer, Fawzi, Shahrori, Zaid et al.2025 · 22 citationsProgress in cardiovascular diseases. 2025;91:144-166
LSM-2: Learning from Incomplete Wearable Sensor Data2506.05321v1 · Maxwell A. Xu, Girish Narayanswamy, Kumar Ayush et al.2025 · 1 citationarXiv
Scaling Wearable Foundation Models2410.13638v1 · Girish Narayanswamy, Xin Liu, Kumar Ayush et al.2024 · 6 citationsarXiv
What Are the Odds? Language Models Are Capable of Probabilistic Reasoning2406.12830v3 · Akshay Paruchuri, Jake Garrison, Shun Liao et al.2024 · 4 citationsarXiv
Predicting Out-of-Hospital Cardiac Arrest in the General Population Using Electronic Health Records.38860364 · Perry, Jessica, Brody, Jennifer A, Fong, Christine et al.2024 · 17 citationsCirculation. 2024;150(2):102-110
What Does Large-scale Electrodermal Sensing Reveal?10.1101/2024.02.22.581472v1 · McDuff, D., Thomson, S., Abdel-Ghaffar, S. et al.2024 · 2 citationsbioRxiv
Wolf Creek XVII part 9: Wolf Creek Innovator in Cardiac Arrest and Resuscitation Science Award.38076386 · Gottula, Adam L, Maciel, Carolina B, Nishikimi, Mitsuaki et al.2024 · 3 citationsResuscitation plus. 2024;17:100519
Wolf Creek XVII part 3: Automated cardiac arrest diagnosis.38059269 · van den Beuken, Wisse M F, Sayre, Michael R, Olasveengen, Theresa M et al.2024 · 10 citationsResuscitation plus. 2023;16:100499
Large Language Models are Few-Shot Health Learners2305.15525v1 · Xin Liu, Daniel McDuff, Geza Kovacs et al.2023 · 41 citationsarXiv
Smart Speakers: The Next Frontier in mHealth.35188467 · Sunshine, Jacob2022 · 9 citationsJMIR mHealth and uHealth. 2022;10(2):e28686
Closed-loop wearable naloxone injector system.34811425 · Chan, Justin, Iyer, Vikram, Wang, Anran et al.2022 · 34 citationsScientific reports. 2021;11(1):22663
Development and Validation of ARC, a Model for Anticipating Acute Respiratory Failure in Coronavirus Disease 2019 Patients.34104894 · Saria, Suchi, Schulam, Peter, Yeh, Brian J et al.2022 · 4 citationsCritical care explorations. 2021;3(6):e0441
Smart Speakers, the Next Frontier in Computational Health2103.04209v1 · Jacob Sunshine2021 · 0 citationsarXiv
Incidence of Health Care-Associated COVID-19 During Universal Testing of Medical and Surgical Admissions in a Large US Health System.33088847 · Long, Dustin R, O'Reilly-Shah, Vikas, Rustagi, Alison S et al.2021 · 7 citationsOpen forum infectious diseases. 2020;7(10):ofaa435
Impact of COVID-19 response on global surgical volumes: an ongoing observational study.33177757 · O'Reilly-Shah, Vikas N, Van Cleve, Wil, Long, Dustin R et al.2020 · 26 citationsBulletin of the World Health Organization. 2020;98(10):671-682
Considerations for Assessing Risk of Provider Exposure to SARS-CoV-2 after a Negative Test.32404774 · Long, Dustin R, Sunshine, Jacob E, Van Cleve, Wil2020 · 4 citationsAnesthesiology. 2020;133(2):483-485
Multi-Channel Facial Photoplethysmography Sensing.33018918 · Ruth, Parker S, Cao, Jerry, Li, Millicent et al.2020 · 1 citationAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2020;2020:4179-4182
Real-time assessment of COVID-19 impact on global surgical case volumes.32511532 · O'Reilly-Shah, Vikas N, Van Cleve, Wil, Long, Dustin R et al.2026 · 1 citationmedRxiv : the preprint server for health sciences. 2020
Occurrence and Timing of Subsequent SARS-CoV-2 RT-PCR Positivity Among Initially Negative Patients.32511542 · Long, Dustin R, Gombar, Saurabh, Hogan, Catherine A et al.2021 · 125 citationsmedRxiv : the preprint server for health sciences. 2020
PACT: Privacy Sensitive Protocols and Mechanisms for Mobile Contact Tracing2004.03544v4 · Justin Chan, Dean Foster, Shyam Gollakota et al.2020 · 157 citationsarXiv
Burden of injury along the development spectrum: associations between the Socio-demographic Index and disability-adjusted life year estimates from the Global Burden of Disease Study 2017.31915273 · Haagsma, Juanita A, James, Spencer L, Castle, Chris D et al.2021 · 113 citationsInjury prevention : journal of the International Society for Child and Adolescent Injury Prevention. 2020;26(Supp 1):i12-i26
Frequency of Operative Anesthesia Care After Traumatic Injury.30004933 · Sunshine, Jacob E, Humbert, Andrew T, Booth, Benjamin et al.2020 · 5 citationsAnesthesia and analgesia. 2019;129(1):141-146
Contactless cardiac arrest detection using smart devices.31304398 · Chan, Justin, Rea, Thomas, Gollakota, Shyamnath et al.2026 · 121 citationsNPJ digital medicine. 2019;2:52
Opioid overdose detection using smartphones.30626717 · Nandakumar, Rajalakshmi, Gollakota, Shyamnath, Sunshine, Jacob E2020 · 98 citationsScience translational medicine. 2019;11(474)
Association of Adverse Effects of Medical Treatment With Mortality in the United States: A Secondary Analysis of the Global Burden of Diseases, Injuries, and Risk Factors Study.30657530 · Sunshine, Jacob E, Meo, Nicholas, Kassebaum, Nicholas J et al.2019 · 55 citationsJAMA network open. 2019;2(1):e187041
The State of US Health, 1990-2016: Burden of Diseases, Injuries, and Risk Factors Among US States.29634829 · US Burden of Disease Collaborators, Mokdad, Ali H, Ballestros, Katherine et al.2018 · 1,515 citationsJAMA. 2018;319(14):1444-1472
Alcohol-impaired driving in US counties, 2002-2012.29391033 · Sunshine, Jacob E, Dwyer-Lindgren, Laura, Chen, Alan et al.2018 · 5 citationsPopulation health metrics. 2018;16(1):2
Methylprednisolone Therapy in Acute Traumatic Spinal Cord Injury: Analysis of a Regional Spinal Cord Model Systems Database.28319547 · Sunshine, Jacob E, Dagal, Armagan, Burns, Stephen P et al.2017 · 29 citationsAnesthesia and analgesia. 2017;124(4):1200-1205
Seat-Belt Use In US Counties: Limited Progress Toward Healthy People 2020 Objectives.28373328 · Sunshine, Jacob, Dwyer-Lindgren, Laura, Chen, Alan et al.2018 · 10 citationsHealth affairs (Project Hope). 2017;36(4):636-639
Etomidate, adrenal function, and mortality in critically ill patients.22906838 · Sunshine, Jacob E, Deem, Steven, Weiss, Noel S et al.2014 · 37 citationsRespiratory care. 2013;58(4):639-46
Written action plan use in inner-city children: is it independently associated with improved asthma outcomes?21875538 · Sunshine, Jacob, Song, Lin, Krieger, James2011 · 26 citationsAnnals of allergy, asthma & immunology : official publication of the American College of Allergy, Asthma, & Immunology. 2011;107(3):207-13
Barriers to training family medicine residents in community health centers.20373167 · Sunshine, Jacob E, Morris, Carl G, Keen, Misbah et al.2010 · 11 citationsFamily medicine. 2010;42(4):248-54
Career total: 46 works. 36 are in this corpus.
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