Retrospective

Cluster analysis driven by unsupervised latent feature learning of medications to identify novel pharmacophenotypes of critically ill patients.

Citation
Sikora A, Jeong H, Yu M, Chen X, Murray B, Kamaleswaran R. Cluster analysis driven by unsupervised latent feature learning of medications to identify novel pharmacophenotypes of critically ill patients. Sci Rep. 2023 Sep 20;13(1):15562. doi: 10.1038/s41598-023-42657-2. PMID: 37730817; PMCID: PMC10511715.
Principal Investigator
Sikora, Andrea
Project Name
Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction

Machine learning based prediction of prolonged duration of mechanical ventilation incorporating medication data.

Citation
Sikora A, Zhao B, Kong Y, Murray B, Shen Y. Machine learning based prediction of prolonged duration of mechanical ventilation incorporating medication data. medRxiv [Preprint]. 2023 Sep 18:2023.09.18.23295724. doi: 10.1101/2023.09.18.23295724. PMID: 37790491; PMCID: PMC10543219.
Principal Investigator
Sikora, Andrea
Project Name
Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction

Machine learning based prediction of prolonged duration of mechanical ventilation incorporating medication data.

Citation
Sikora A, Zhao B, Kong Y, Murray B, Shen Y. Machine learning based prediction of prolonged duration of mechanical ventilation incorporating medication data. medRxiv [Preprint]. 2023 Sep 18:2023.09.18.23295724. doi: 10.1101/2023.09.18.23295724. PMID: 37790491; PMCID: PMC10543219.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction

Comparison of diagnostic and triage accuracy of Ada Health and WebMD symptom checkers, ChatGPT, and physicians for patients in an emergency department: Clinical data analysis study.

Citation
Fraser H, Crossland D, Bacher I, Ranney M, Madsen T, Hilliard R. Comparison of diagnostic and triage accuracy of Ada Health and WebMD symptom checkers, ChatGPT, and physicians for patients in an emergency department: Clinical data analysis study. JMIR Mhealth Uhealth. 2023 Oct 3;11:e49995. doi: 10.2196/49995. PMID: 37788063; PMCID: PMC10582809.
Principal Investigator
Fraser, Hamish S.F.
Project Name
Evaluating Diagnostic Decision Support Systems for Patients Requiring Urgent Primary or Emergency Care or with Stroke

Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload prediction.

Citation
Keats K, Deng S, Chen X, Zhang T, Devlin JW, Murphy DJ, Smith SE, Murray B, Kamaleswaran R, Sikora A. Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload prediction. medRxiv [Preprint]. 2024 Mar 22:2024.03.21.24304663. doi: 10.1101/2024.03.21.24304663. PMID: 38562806; PMCID: PMC10984037.
Principal Investigator
Sikora, Andrea
Project Name
Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction

Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload prediction.

Citation
Keats K, Deng S, Chen X, Zhang T, Devlin JW, Murphy DJ, Smith SE, Murray B, Kamaleswaran R, Sikora A. Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload prediction. medRxiv [Preprint]. 2024 Mar 22:2024.03.21.24304663. doi: 10.1101/2024.03.21.24304663. PMID: 38562806; PMCID: PMC10984037.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction

Machine learning vs. traditional regression analysis for fluid overload prediction in the ICU.

Citation
Sikora A, Zhang T, Murphy DJ, Smith SE, Murray B, Kamaleswaran R, Chen X, Buckley MS, Rowe S, Devlin JW. Machine learning vs. traditional regression analysis for fluid overload prediction in the ICU. Sci Rep. 2023 Nov 10;13(1):19654. doi: 10.1038/s41598-023-46735-3. PMID: 37949982; PMCID: PMC10638304.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction

A secondary data analysis of technology access as a determinant of health and impediment in social needs screening and referral processes.

Citation
Bybee SG, Sharareh N, Guo JW, Luther B, Grigorian E, Wang CY, Wong B, Wallace AS. A secondary data analysis of technology access as a determinant of health and impediment in social needs screening and referral processes. AJPM Focus. 2024 Jan 10;3(2):100189. doi: 10.1016/j.focus.2024.100189. PMID: 38322000; PMCID: PMC10844665.
Principal Investigator
Wallace, Andrea
Project Name
From Emergency to Community: Implementing a Social Needs Assessment and Referral Infrastructure Using Health Information Technology