David Albers, PhD
Associate Professor, Pediatrics-Informatics and Data Science

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Graduate Schools :
  • MA, University of Wisconsin - Madison (2002)
  • PhD, University of Wisconsin - Madison (2004)
Undergraduate School:
  • BS, University of Wisconsin–Madison (WI) (1998)
Department: Pediatrics-Informatics and Data Science

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
  • Agrawal DK, Smith BJ, Sottile PD, Albers DJ. A Damaged-Informed Lung Ventilator Model for Ventilator Waveforms. Front Physiol. 2021;12:724046. PubMed PMID: 34658911
  • Albers DJ, Levine M, Gluckman B, Ginsberg H, Hripcsak G, Mamykina L. Correction: Personalized glucose forecasting for type 2 diabetes using data assimilation. PLoS Comput Biol. 2021 Aug;17(8):e1009325. PubMed PMID: 34415908
  • Fu LH, Knaplund C, Cato K, Perotte A, Kang MJ, Dykes PC, Albers D, Collins Rossetti S. Utilizing timestamps of longitudinal electronic health record data to classify clinical deterioration events. J Am Med Inform Assoc. 2021 Aug 13;28(9):1955-1963. PubMed PMID: 34270710
  • Schnock KO, Kang MJ, Rossetti SC, Garcia J, Lowenthal G, Knaplund C, Chang F, Albers D, Korach TZ, Zhou L, Klann JG, Cato K, Bates DW, Dykes PC. Identifying nursing documentation patterns associated with patient deterioration and recovery from deterioration in critical and acute care settings. Int J Med Inform. 2021 Sep;153:104525. PubMed PMID: 34171662
  • Bennett TD, Russell S, Albers DJ. Neural Networks for Mortality Prediction: Ready for Prime Time?. Pediatr Crit Care Med. 2021 Jun 1;22(6):578-581. PubMed PMID: 34078844
  • 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. J Am Med Inform Assoc. 2021 Oct 12;28(11):2354-2365. PubMed PMID: 33973011
  • Stroh JN, Bennett TD, Kheyfets V, Albers D. Clinical Decision Support for Traumatic Brain Injury: Identifying a Framework for Practical Model-Based Intracranial Pressure Estimation at Multihour Timescales. JMIR Med Inform. 2021 Mar 22;9(3):e23215. PubMed PMID: 33749613
  • Karamched B, Hripcsak G, Albers D, Ott W. Delay-induced uncertainty for a paradigmatic glucose-insulin model. Chaos. 2021 Feb;31(2):023142. PubMed PMID: 33653035
  • 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
  • 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
  • Rossetti SC, Knaplund C, Albers D, Dykes PC, Kang MJ, Korach TZ, Zhou L, Schnock K, Garcia J, Schwartz J, Fu LH, Klann JG, Lowenthal G, Cato K. Healthcare Process Modeling to Phenotype Clinician Behaviors for Exploiting the Signal Gain of Clinical Expertise (HPM-ExpertSignals): Development and evaluation of a conceptual framework. J Am Med Inform Assoc. 2021 Jun 12;28(6):1242-1251. PubMed PMID: 33624765
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
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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)
Department: Pediatrics-Informatics and Data Science
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CU Anschutz
Fitzsimons Building
13001 East 17th Place
Campus Box C290
Aurora, CO 80045

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