David Albers, PhD
Associate Professor, Pediatrics-Informatics and Data Science
Graduate Schools :
- MA, University of Wisconsin - Madison (2002)
- PhD, University of Wisconsin - Madison (2004)
- BS, University of Wisconsin–Madison (WI) (1998)
Recognition & Awards
-
Hilldale undergraduate research fellowship, University of Wisconsin
(1996)
I received an award to do undergraduate research.
Publications
- Mitchell EG, Tabak EG, Levine ME, Mamykina L, Albers DJ. Enabling personalized decision support with patient-generated data and attributable components. J Biomed Inform. 2021 Jan;113:103639. PubMed PMID: 33316422
- Stroh JN, Albers DJ, Bennett TD. Personalization and Pragmatism: Pediatric Intracranial Pressure and Cerebral Perfusion Pressure Treatment Thresholds. Pediatr Crit Care Med. 2021 Feb 1;22(2):213-216. PubMed PMID: 33528196
- Sottile PD, Albers D, DeWitt PE, Russell S, Stroh JN, Kao DP, Adrian B, Levine ME, Mooney R, Larchick L, Kutner JS, Wynia MK, Glasheen JJ, Bennett TD. Real-Time Electronic Health Record Mortality Prediction During the COVID-19 Pandemic: A Prospective Cohort Study. medRxiv. 2021 Jan 15. PubMed PMID: 33469601
- Burgermaster M, Son JH, Davidson PG, Smaldone AM, Kuperman G, Feller DJ, Burt KG, Levine ME, Albers DJ, Weng C, Mamykina L. A new approach to integrating patient-generated data with expert knowledge for personalized goal setting: A pilot study. Int J Med Inform. 2020 Jul;139:104158. PubMed PMID: 32388157
- Sottile PD, Albers D, Smith BJ, Moss MM. Ventilator dyssynchrony - Detection, pathophysiology, and clinical relevance: A Narrative review. Ann Thorac Med. 2020 Oct-Dec;15(4):190-198. PubMed PMID: 33381233
- Fu LH, Schwartz J, Moy A, Knaplund C, Kang MJ, Schnock KO, Garcia JP, Jia H, Dykes PC, Cato K, Albers D, Rossetti SC. Development and validation of early warning score system: A systematic literature review. J Biomed Inform. 2020 May;105:103410. PubMed PMID: 32278089
- Woldaregay AZ, Launonen IK, Årsand E, Albers D, Holubová A, Hartvigsen G. Toward Detecting Infection Incidence in People With Type 1 Diabetes Using Self-Recorded Data (Part 1): A Novel Framework for a Personalized Digital Infectious Disease Detection System. J Med Internet Res. 2020 Aug 12;22(8):e18911. PubMed PMID: 32784178
- Woldaregay AZ, Launonen IK, Albers D, Igual J, Årsand E, Hartvigsen G. A Novel Approach for Continuous Health Status Monitoring and Automatic Detection of Infection Incidences in People With Type 1 Diabetes Using Machine Learning Algorithms (Part 2): A Personalized Digital Infectious Disease Detection Mechanism. J Med Internet Res. 2020 Aug 12;22(8):e18912. PubMed PMID: 32784179
- Roh DJ, Albers DJ, Magid-Bernstein J, Doyle K, Hod E, Eisenberger A, Murthy S, Witsch J, Park S, Agarwal S, Connolly ES, Elkind MSV, Claassen J. Low hemoglobin and hematoma expansion after intracerebral hemorrhage. Neurology. 2019 Jul 23;93(4):e372-e380. PubMed PMID: 31209179
- Woldaregay AZ, Årsand E, Walderhaug S, Albers D, Mamykina L, Botsis T, Hartvigsen G. Data-driven modeling and prediction of blood glucose dynamics: Machine learning applications in type 1 diabetes. Artif Intell Med. 2019 Jul;98:109-134. PubMed PMID: 31383477
- Albers DJ, Levine ME, Mamykina L, Hripcsak G. The parameter Houlihan: A solution to high-throughput identifiability indeterminacy for brutally ill-posed problems. Math Biosci. 2019 Oct;316:108242. PubMed PMID: 31454628
General Information
Graduate Schools:
- MA, University of Wisconsin - Madison (2002)
- PhD, University of Wisconsin - Madison (2004)
Undergraduate Schools:
- BS, University of Wisconsin–Madison (WI) (1998)