Automated Adjudication Of Cardiogenic Shock From Unstructured Clinical Notes Using An Open-Source Large Language Model,
2026
HCA Healthcare
Automated Adjudication Of Cardiogenic Shock From Unstructured Clinical Notes Using An Open-Source Large Language Model, Devika Adusumilli, Luke Taylor, Claudius Mahr, Song Li
North Texas GME Research Forum 2026
Background Automated adjudication of cardiogenic shock (CS) from unstructured clinical documentation can facilitate clinical case finding and research trial/registry enrollment. While Large Language Models (LLMs) hold considerable promise, commercial cloud-based solutions raise data privacy and cost concerns. We assessed the performance of an open-source, locally run LLM for the adjudication of CS from unstructured progress notes.
Methods Patients from a 22-hospital healthcare system from 2021 to 2024 were identified using ICD-10 codes to form an enriched CS evaluation cohort with a ~1:1 case/non-case ratio. We selected gpt-oss-20b, an open-source LLM capable of running locally on a consumer-grade computer, and tested …
Artificial Intelligence-Based Prediction Of Mortality In Acute-On-Chronic Liver Failure: A Systematic Review Of Prognostic Models,
2026
HCA Healthcare
Artificial Intelligence-Based Prediction Of Mortality In Acute-On-Chronic Liver Failure: A Systematic Review Of Prognostic Models, Pradeep Rajbhandari, Lawrence San Jose, Mohammad Mahfouz, Michael Waxman
MidAmerica Division GME Healthcare Symposium 2026
No abstract provided.
Use Of Thromboembolic Cultures In Distinguishing Between Infective Endocarditis-Related Stroke Vs. Atrial Fibrillation-Related Stroke,
2026
HCA Healthcare
Use Of Thromboembolic Cultures In Distinguishing Between Infective Endocarditis-Related Stroke Vs. Atrial Fibrillation-Related Stroke, Caroline Cutler, Lauren Abusal, Sally Baker, Thad Golden
South Atlantic Division GME Research Days 2026
No abstract provided.
The Effects Of A Stepped-Care Mental Health Program On Trauma Recidivism At A Level I Trauma Center,
2026
HCA Healthcare
The Effects Of A Stepped-Care Mental Health Program On Trauma Recidivism At A Level I Trauma Center, Gabriella Rivas, Juliette Gammel, Kola George, Kenneth Ruggiero, Tatiana Davidson, Hannah Espeleta, Langdon Hartsock, Kristoff Reid
South Atlantic Division GME Research Days 2026
No abstract provided.
A Case Of The Bone Pain: Differentiating Between Metastatic Prostate Cancer And Paget’S Disease Of The Bone,
2026
HCA Healthcare
A Case Of The Bone Pain: Differentiating Between Metastatic Prostate Cancer And Paget’S Disease Of The Bone, Manishea Veggal, Faris Mohamad
South Atlantic Division GME Research Days 2026
No abstract provided.
Shrinking Lung Syndrome In An Undifferentiated Connective Tissue Disease,
2026
HCA Healthcare
Shrinking Lung Syndrome In An Undifferentiated Connective Tissue Disease, Saul Alvarado Maldonado, Justin Gisel, Osama Srour
South Atlantic Division GME Research Days 2026
No abstract provided.
Percutaneous Vegetectomy As An Emerging Alternative For Tricuspid Valve Endocarditis,
2026
HCA Healthcare
Percutaneous Vegetectomy As An Emerging Alternative For Tricuspid Valve Endocarditis, Alexander Patel, Elias Wakim, William Zvagelsky, Ebad Ur Rahman, Youssef Al-Saghir, Ahmed Zaky
South Atlantic Division GME Research Days 2026
No abstract provided.
An Uncommon Cause Of Dyspnea And Peripheral Edema: A Giant Pleural Solitary Fibrous Tumor In A Young Adult,
2026
HCA Healthcare
An Uncommon Cause Of Dyspnea And Peripheral Edema: A Giant Pleural Solitary Fibrous Tumor In A Young Adult, Reggie Skains Iii, Mikayla Kidd, Brooke Escoe, Vishal Shah
South Atlantic Division GME Research Days 2026
No abstract provided.
Increasing Patient Safety By Improving Healthcare Team Communication Through Imobile At Hca Healthcare Trident Hospital,
2026
HCA Healthcare
Increasing Patient Safety By Improving Healthcare Team Communication Through Imobile At Hca Healthcare Trident Hospital, Jordan Read, Laura Brant, Matthew Madden
South Atlantic Division GME Research Days 2026
No abstract provided.
Anterior Mediastinal Mass With: Airway Compression, Svc Syndrome, And Cardiac Tamponade,
2026
HCA Healthcare
Anterior Mediastinal Mass With: Airway Compression, Svc Syndrome, And Cardiac Tamponade, Joseph Davis, Arunpreet Kahlon
Continental and Mountain Divisions GME Resarch Day 2026
No abstract provided.
Phentermine And The Failing Heart: A Case Of Phentermine Associated Cardiomyopathy Complicated By Pulmonary Hypertension,
2026
HCA Healthcare
Phentermine And The Failing Heart: A Case Of Phentermine Associated Cardiomyopathy Complicated By Pulmonary Hypertension, Nisha Puri, Cecil Jnawali, Ethan Wincler, Ryan Scagliarini, Dmitri Zbarsky, Julie Worthington
South Atlantic Division GME Research Days 2026
No abstract provided.
When Life Gives You Lemons: A Novel Approach To Refractory Hiccups,
2026
HCA Healthcare
When Life Gives You Lemons: A Novel Approach To Refractory Hiccups, Caitlyn Brown, Alexandra Perry, Morgan Wright
South Atlantic Division GME Research Days 2026
No abstract provided.
The Great Imitator: A Subtle Case Of Syphilis In The Emergency Department Amid Rising National Incidence,
2026
HCA Healthcare
The Great Imitator: A Subtle Case Of Syphilis In The Emergency Department Amid Rising National Incidence, Jyotirmaya Jain, Michael Flanders, Manzoor Bevinal
Gulf Coast Division GME Research Day 2026
No abstract provided.
A Question Of Imaging: Percutaneous Closure Of Ruptured Sinus Of Valsalva Aneurysm Presenting As Suspected Ventricular Septal Defect,
2026
HCA Healthcare
A Question Of Imaging: Percutaneous Closure Of Ruptured Sinus Of Valsalva Aneurysm Presenting As Suspected Ventricular Septal Defect, Alexander Rhodes, Aswin Srinivasan, Mukhtar Al-Saadi, Amar Kalidas, Hafez Golzarian, Pranav Loyalka
Gulf Coast Division GME Research Day 2026
No abstract provided.
Aspirin Monotherapy Versus Dual Antiplatelet Therapy After Tavr In Patients Without An Indication For Oral Anticoagulation: Randomized Evidence And Meta-Analystic Estimates,
2026
HCA Healthcare
Aspirin Monotherapy Versus Dual Antiplatelet Therapy After Tavr In Patients Without An Indication For Oral Anticoagulation: Randomized Evidence And Meta-Analystic Estimates, Yves Najm Mrad, Snehalkumar Patel
Gulf Coast Division GME Research Day 2026
No abstract provided.
Outcomes Of Diuretic Augmentation Strategies In Patients With Serum Creatinine Increases In Acute Decompensated Heart Failure,
2026
HCA Healthcare
Outcomes Of Diuretic Augmentation Strategies In Patients With Serum Creatinine Increases In Acute Decompensated Heart Failure, Kevyn Niu, Zahir Moussa, Scott Kubomoto
West Florida Division GME Research Day 2026
No abstract provided.
Extending The Treatment Window For Intravenous Thrombolysis In Acute Ischemic Stroke: An Updated Systematic Review And Meta-Analysis,
2026
HCA Healthcare
Extending The Treatment Window For Intravenous Thrombolysis In Acute Ischemic Stroke: An Updated Systematic Review And Meta-Analysis, Ali Moradi, Soheil Rahmati, Mohammadresza Alinegadfard, Yasaman Zarinfar, Amir Moradi, Amir Ghabousian, Kimia Najafi, Fady Iskander, Toshiki Kuno, Preethi Ramchand
West Florida Division GME Research Day 2026
No abstract provided.
Contemporary Outcomes Of Transcatheter Aortic Valve Replacement In Bicuspid Anatomy And Younger Patients,
2026
HCA Healthcare
Contemporary Outcomes Of Transcatheter Aortic Valve Replacement In Bicuspid Anatomy And Younger Patients, Yves Najm Mrad, Ahmad Al-Taweel, Bahaeddin Shabaneh
Gulf Coast Division GME Research Day 2026
No abstract provided.
Closing The Post-Discharge Gap: Implementing A Structured Transitional Care Management Workflow To Improve Follow-Up Rates,
2026
HCA Healthcare
Closing The Post-Discharge Gap: Implementing A Structured Transitional Care Management Workflow To Improve Follow-Up Rates, Anikita Ojha, Sakina Haider, Uzma Ali, Daniel Odutola
Gulf Coast Division GME Research Day 2026
No abstract provided.
Relationship Of Baseline Gfr With Incidence Of Contrast-Induced Nephropathy After Left Heart Catheterization,
2026
HCA Healthcare
Relationship Of Baseline Gfr With Incidence Of Contrast-Induced Nephropathy After Left Heart Catheterization, Farhan Hiya, Ritesh Pahwani, Suppraja Soundarrajan, Atish Amin, Ali Hassan, Andrew Niclosi
West Florida Division GME Research Day 2026
No abstract provided.
