Sikora, Andrea

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

Citation
Murray B, Zhao B, Chen Z, Smith SE, Kong Y, Shen Y, Li S, Chen X, Sikora A; MRC‐ICU Investigator Team. Machine learning-based prediction of prolonged duration of mechanical ventilation using medication data. Pharmacotherapy. 2026 Feb;46(2):e70090. doi: 10.1002/phar.70090. Epub 2026 Jan 6. PMID: 41495589.
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 using medication data.

Citation
Murray B, Zhao B, Chen Z, Smith SE, Kong Y, Shen Y, Li S, Chen X, Sikora A; MRC‐ICU Investigator Team. Machine learning-based prediction of prolonged duration of mechanical ventilation using medication data. Pharmacotherapy. 2026 Feb;46(2):e70090. doi: 10.1002/phar.70090. Epub 2026 Jan 6. PMID: 41495589.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction

Large language models management of complex medication regimens: A case-based evaluation.

Citation
Chase A, Most A, Xu S, Barreto E, Murray B, Henry K, Smith S, Hedrick T, Chen X, Li S, Liu T, Sikora A. Large language models management of complex medication regimens: A case-based evaluation. Front Pharmacol. 2025 Nov 24;16:1514445. doi: 10.3389/fphar.2025.1514445. PMID: 41368579; PMCID: PMC12682882.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction

Large language models management of complex medication regimens: A case-based evaluation.

Citation
Chase A, Most A, Xu S, Barreto E, Murray B, Henry K, Smith S, Hedrick T, Chen X, Li S, Liu T, Sikora A. Large language models management of complex medication regimens: A case-based evaluation. Front Pharmacol. 2025 Nov 24;16:1514445. doi: 10.3389/fphar.2025.1514445. PMID: 41368579; PMCID: PMC12682882.
Principal Investigator
Sikora, Andrea
Project Name
Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction

Prediction of pharmacist medication interventions using medication regimen complexity.

Citation
Zhao B, Shen Y, Devlin JW, Murphy DJ, Smith SE, Murray B, Rowe S, Sikora A. Prediction of pharmacist medication interventions using medication regimen complexity. JAMIA Open. 2025 Nov 3;8(6):ooaf138. doi: 10.1093/jamiaopen/ooaf138. PMID: 41190317; PMCID: PMC12582545.
Principal Investigator
Sikora, Andrea
Project Name
Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction

Prediction of pharmacist medication interventions using medication regimen complexity.

Citation
Zhao B, Shen Y, Devlin JW, Murphy DJ, Smith SE, Murray B, Rowe S, Sikora A. Prediction of pharmacist medication interventions using medication regimen complexity. JAMIA Open. 2025 Nov 3;8(6):ooaf138. doi: 10.1093/jamiaopen/ooaf138. PMID: 41190317; PMCID: PMC12582545.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction

PharmacyGPT: Exploration of artificial intelligence for medication management in the intensive care unit.

Citation
Liu Z, Xu S, Wu Z, Murray B, F Barreto E, Li S, Liu W, Li X, Liu T, Sikora A. PharmacyGPT: Exploration of artificial intelligence for medication management in the intensive care unit. BMC Med Inform Decis Mak. 2025 Oct 28;25(1):398. doi: 10.1186/s12911-025-03230-1. PMID: 41152866; PMCID: PMC12570815.
Principal Investigator
Sikora, Andrea
Project Name
Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction

PharmacyGPT: Exploration of artificial intelligence for medication management in the intensive care unit.

Citation
Liu Z, Xu S, Wu Z, Murray B, F Barreto E, Li S, Liu W, Li X, Liu T, Sikora A. PharmacyGPT: Exploration of artificial intelligence for medication management in the intensive care unit. BMC Med Inform Decis Mak. 2025 Oct 28;25(1):398. doi: 10.1186/s12911-025-03230-1. PMID: 41152866; PMCID: PMC12570815.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction

Secondary analysis of Fluids and Catheters Treatment Trial (FACTT) data reveal poor clinical outcomes in acute respiratory distress syndrome patients with diabetes.

Citation
Alanazi AH, Almuntashiri S, Sikora A, Zhang D, Somanath PR. Secondary analysis of Fluids and Catheters Treatment Trial (FACTT) data reveal poor clinical outcomes in acute respiratory distress syndrome patients with diabetes. Respir Med. 2024 Mar;223:107540. doi: 10.1016/j.rmed.2024.107540. Epub 2024 Jan 28. PMID: 38290602; PMCID: PMC10985622.
Principal Investigator
Sikora, Andrea
Project Name
Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction

A letter addressing the impact of a flex ICU position on workload.

Citation
Smith BA, Henry KR, Nguyen K, Sikora A. A letter addressing the impact of a flex ICU position on workload. Hosp Pharm. 2025 Feb 13:00185787251318287. doi: 10.1177/00185787251318287. Epub ahead of print. PMID: 39959186; PMCID: PMC11826811.
Principal Investigator
Sikora, Andrea
Project Name
Artificial Intelligence-Based Health Information Technology Tools to Optimize Critical Care Pharmacist Resources Through Adverse Drug Event Prediction