Andrew Taylor, MD, MHS
Biography
Richard Andrew Taylor, MD, MHS, is an emergency medicine physician who says he was drawn to his specialty because of its variety.
“I knew I liked too many things and what I love about emergency medicine is that it’s always new,” Dr. Taylor says. “You get to see every aspect of human life. You see people at their happiest and saddest moments and all the emotional states in between, plus every possible condition in medicine.”
Realizing that a trip to the emergency department can be scary for patients, Dr. Taylor says he remains calm and takes the time to give patients a picture of what’s going on. “I explain what their medical condition might mean, what possible outcomes are and answer any questions they have,” he says. “I want them to understand what the next steps are and what they need to know if they are being admitted or discharged.”
Dr. Taylor’s research interests focus on applying artificial intelligence and data science to solve problems in emergency medicine. This includes using machine learning (a branch of artificial intelligence) to predict future trends and outcomes, natural language processing to analyze text, and computer vision to process biomedical imaging.
The emergency room, Dr. Taylor says, is a natural fit for the the continuing advances being made in data sciences. “It is a fast-paced, high-volume setting where decisions have to made quickly,” he says. “Some of these technologies have the potential to improve care and reduce the cognitive burden.”
Titles
- Associate Professor of Emergency Medicine and of Bioinformatics & Data Science
- Director of Artificial Intelligence and Data Science, Emergency Medicine
Education & Training
- MHSYale University School of Medicine (2015)
- Informatics FellowshipYale University School of Medicine (2015)
- Ultrasound FellowshipYale University School of Medicine (2011)
- MDEmory University (2007)
Additional Information
- University of St Andrews Global Fellow: University of St Andrews (2023)
- AB of Emergency Medicine, Emergency Medicine (2011, recertified: 2022)
- Huang T, Rizvi S, Thakur R, Socrates V, Gupta M, van Dijk D, Taylor R, Ying R. HEART: Learning better representation of EHR data with a heterogeneous relation-aware transformer. Journal Of Biomedical Informatics 2024, 104741. PMID: 39476994, DOI: 10.1016/j.jbi.2024.104741.
- Hinson J, Taylor R, Venkatesh A, Steinhart B, Chmura C, Sangal R, Levin S. Accelerated Chest Pain Treatment With Artificial Intelligence–Informed, Risk-Driven Triage. JAMA Internal Medicine 2024, 184: 1125-1127. PMID: 39037785, PMCID: PMC11264065, DOI: 10.1001/jamainternmed.2024.3219.
- Pavuluri S, Sangal R, Sather J, Taylor R. Balancing act: the complex role of artificial intelligence in addressing burnout and healthcare workforce dynamics. BMJ Health & Care Informatics Online 2024, 31: e101120. PMID: 39181545, PMCID: PMC11344516, DOI: 10.1136/bmjhci-2024-101120.
- Huang T, Safranek C, Socrates V, Chartash D, Wright D, Dilip M, Sangal R, Taylor R. Patient-Representing Population's Perceptions of GPT-Generated Versus Standard Emergency Department Discharge Instructions: Randomized Blind Survey Assessment. Journal Of Medical Internet Research 2024, 26: e60336. PMID: 39094112, PMCID: PMC11329854, DOI: 10.2196/60336.
- Jivalagian P, Gettel C, Smith C, Robinson L, Brinker M, Shah D, Kumar A, Faustino I, Nath B, Chang-Sing E, Taylor R, Kennedy M, Hwang U, Wong A. Racial, Ethnic, and Age-Related Disparities in Sedation and Restraint Use for Older Adults in the Emergency Department. American Journal Of Geriatric Psychiatry 2024 PMID: 39054237, DOI: 10.1016/j.jagp.2024.07.004.
- Gilson A, Chartash D, Taylor R, Hart L. Computationally derived transition points across phases of clinical care. Npj Digital Medicine 2024, 7: 151. PMID: 38862589, PMCID: PMC11167560, DOI: 10.1038/s41746-024-01145-1.
- Sherak R, Sajjadi H, Khimani N, Tolchin B, Jubanyik K, Taylor R, Schulz W, Mortazavi B, Haimovich A. SOFA score performs worse than age for predicting mortality in patients with COVID-19. PLOS ONE 2024, 19: e0301013. PMID: 38758942, PMCID: PMC11101117, DOI: 10.1371/journal.pone.0301013.
- Haimovich A, Burke R, Nathanson L, Rubins D, Taylor R, Kross E, Ouchi K, Shapiro N, Schonberg M. Geriatric End-of-Life Screening Tool Prediction of 6-Month Mortality in Older Patients. JAMA Network Open 2024, 7: e2414213. PMID: 38819823, PMCID: PMC11143461, DOI: 10.1001/jamanetworkopen.2024.14213.
- Cohen I, Sangal R, Taylor R, Crawford A, Lai J, Martin P, Palleschi S, Rothenberg C, Tomasino D, Hwang U. Impact of the geriatric emergency medicine specialist intervention on final emergency department disposition. Journal Of The American Geriatrics Society 2024, 72: 2017-2026. PMID: 38667266, DOI: 10.1111/jgs.18908.
- Iscoe M, Socrates V, Gilson A, Chi L, Li H, Huang T, Kearns T, Perkins R, Khandjian L, Taylor R. Identifying signs and symptoms of urinary tract infection from emergency department clinical notes using large language models. Academic Emergency Medicine 2024, 31: 599-610. PMID: 38567658, DOI: 10.1111/acem.14883.
- Automated HEART score determination via ChatGPT: Honing a framework for iterative prompt developmentSafranek C, Huang T, Wright D, Wright C, Socrates V, Sangal R, Iscoe M, Chartash D, Taylor R. Automated HEART score determination via ChatGPT: Honing a framework for iterative prompt development. Journal Of The American College Of Emergency Physicians Open 2024, 5: e13133. PMID: 38481520, PMCID: PMC10936537, DOI: 10.1002/emp2.13133.
- Huang T, Socrates V, Gilson A, Safranek C, Chi L, Wang E, Puglisi L, Brandt C, Taylor R, Wang K. Identifying incarceration status in the electronic health record using large language models in emergency department settings. Journal Of Clinical And Translational Science 2024, 8: e53. PMID: 38544748, PMCID: PMC10966832, DOI: 10.1017/cts.2024.496.
- Chartash D, Gilson A, Taylor R, Hart L. The Scope of Multimorbidity in Family Medicine: Identifying Age Patterns Across the Lifespan. The Journal Of The American Board Of Family Medicine 2024, 37: 251-260. PMID: 38740476, DOI: 10.3122/jabfm.2023.230221r1.
- Gilson A, Safranek C, Huang T, Socrates V, Chi L, Taylor R, Chartash D. Correction: How Does ChatGPT Perform on the United States Medical Licensing Examination (USMLE)? The Implications of Large Language Models for Medical Education and Knowledge Assessment. JMIR Medical Education 2024, 10: e57594. PMID: 38412478, PMCID: PMC10933712, DOI: 10.2196/57594.
- Wong A, Nath B, Shah D, Kumar A, Brinker M, Faustino I, Boyce M, Dziura J, Heckmann R, Yonkers K, Bernstein S, Adapa K, Taylor R, Ovchinnikova P, McCall T, Melnick E. Formative evaluation of an emergency department clinical decision support system for agitation symptoms: a study protocol. BMJ Open 2024, 14: e082834. PMID: 38373857, PMCID: PMC10882402, DOI: 10.1136/bmjopen-2023-082834.
- Taylor R, Gilson A, Chi L, Haimovich A, Crawford A, Brandt C, Magidson P, Lai J, Levin S, Mecca A, Hwang U. Dementia risk analysis using temporal event modeling on a large real-world dataset. Scientific Reports 2023, 13: 22618. PMID: 38114545, PMCID: PMC10730574, DOI: 10.1038/s41598-023-49330-8.
- Villuendas-Rey Y, Taylor R. Complexity Measurement for Multitask Classification Problems in Machine Learning. 2023, 00: 6-11. DOI: 10.1109/iscmi59957.2023.10458451.
- Gao E, Melnick E, Paek H, Nath B, Taylor R, Loza A. Adoption of Emergency Department–Initiated Buprenorphine for Patients With Opioid Use Disorder. JAMA Network Open 2023, 6: e2342786. PMID: 37948075, PMCID: PMC10638655, DOI: 10.1001/jamanetworkopen.2023.42786.
- Taylor R, Gilson A, Schulz W, Lopez K, Young P, Pandya S, Coppi A, Chartash D, Fiellin D, D’Onofrio G. Computational phenotypes for patients with opioid-related disorders presenting to the emergency department. PLOS ONE 2023, 18: e0291572. PMID: 37713393, PMCID: PMC10503758, DOI: 10.1371/journal.pone.0291572.
- Gilson A, Safranek C, Huang T, Socrates V, Chi L, Taylor R, Chartash D. Authors’ Reply to: Variability in Large Language Models’ Responses to Medical Licensing and Certification Examinations. JMIR Medical Education 2023, 9: e50336. PMID: 37440299, PMCID: PMC10375396, DOI: 10.2196/50336.
- Haimovich A, Taylor R, Chang-Sing E, Brashear T, Cramer L, Lopez K, Wong A. Disparities Associated With Electronic Behavioral Alerts for Safety and Violence Concerns in the Emergency Department. Annals Of Emergency Medicine 2023, 83: 100-107. PMID: 37269262, PMCID: PMC10689576, DOI: 10.1016/j.annemergmed.2023.04.004.
- Socrates V, Gilson A, Lopez K, Chi L, Taylor R, Chartash D. Predicting relations between SOAP note sections: The value of incorporating a clinical information model. Journal Of Biomedical Informatics 2023, 141: 104360. PMID: 37061014, PMCID: PMC10197152, DOI: 10.1016/j.jbi.2023.104360.
- Tu L, Malhotra A, Venkatesh A, Taylor R, Sheth K, Yaesoubi R, Forman H, Sureshanand S, Navaratnam D. Clinical criteria to exclude acute vascular pathology on CT angiogram in patients with dizziness. PLOS ONE 2023, 18: e0280752. PMID: 36893103, PMCID: PMC9997874, DOI: 10.1371/journal.pone.0280752.
- Gilson A, Safranek C, Huang T, Socrates V, Chi L, Taylor R, Chartash D. How Does ChatGPT Perform on the United States Medical Licensing Examination? The Implications of Large Language Models for Medical Education and Knowledge Assessment. JMIR Medical Education 2023, 9: e45312. PMID: 36753318, PMCID: PMC9947764, DOI: 10.2196/45312.
- Haimovich A, Xu W, Wei A, Schonberg M, Hwang U, Taylor R. Automatable end‐of‐life screening for older adults in the emergency department using electronic health records. Journal Of The American Geriatrics Society 2023, 71: 1829-1839. PMID: 36744550, PMCID: PMC10258151, DOI: 10.1111/jgs.18262.
- Li I, Pan J, Goldwasser J, Verma N, Wong W, Nuzumlalı M, Rosand B, Li Y, Zhang M, Chang D, Taylor R, Krumholz H, Radev D. Neural Natural Language Processing for unstructured data in electronic health records: A review. Computer Science Review 2022, 46: 100511. DOI: 10.1016/j.cosrev.2022.100511.
- Haimovich A, Lopez K, Forman H, Kline J, Venkatesh A, Taylor R. 56EMF Augmenting D-dimer Testing for Pulmonary Embolism Rule-out in the Emergency Department With Artificial Intelligence. Annals Of Emergency Medicine 2022, 80: s29-s30. DOI: 10.1016/j.annemergmed.2022.08.079.
- Hurley N, Haimovich A, Taylor R, Mortazavi B. Visualization of emergency department clinical data for interpretable patient phenotyping. Smart Health 2022, 25: 100285. DOI: 10.1016/j.smhl.2022.100285.
- Haimovich A, Gilson A, Gao E, Chi L, Gettel C, Schonberg M, Hwang U, Taylor R. Patterns of care partner communication for persons living with dementia in the emergency department. Journal Of Geriatric Emergency Medicine 2022, 3 PMID: 38074187, PMCID: PMC10698392, DOI: 10.17294/2694-4715.1043.
- Wong A, Whitfill T, Ohuabunwa E, Ray J, Dziura J, Bernstein S, Taylor R. 49156 Effects of Race and Demographics on Use of Physical Restraints in the Emergency Department. Journal Of Clinical And Translational Science 2021, 5: 121-122. PMCID: PMC8827920, DOI: 10.1017/cts.2021.710.
- Taylor RA, Haimovich AD. Machine Learning in Emergency Medicine: Keys to Future Success. Academic Emergency Medicine 2021, 28: 263-267. PMID: 33277733, DOI: 10.1111/acem.14189.
- Haimovich A, Warner F, Young HP, Ravindra NG, Sehanobish A, Gong G, Wilson FP, van Dijk D, Schulz W, Taylor R. Patient factors associated with SARS‐CoV‐2 in an admitted emergency department population. Journal Of The American College Of Emergency Physicians Open 2020, 1: 569-577. PMID: 32838371, PMCID: PMC7280703, DOI: 10.1002/emp2.12145.
- Haimovich A, Hong W, Taylor R, Mortazavi B. 330 Computational Discovery and Visualization of Patient Phenotypes from Emergency Department Electronic Health Records. Annals Of Emergency Medicine 2018, 72: s130-s131. DOI: 10.1016/j.annemergmed.2018.08.335.
- Wong AH, Taylor RA, Ray JM, Bernstein SL. Physical Restraint Use in Adult Patients Presenting to a General Emergency Department. Annals Of Emergency Medicine 2018, 73: 183-192. PMID: 30119940, DOI: 10.1016/j.annemergmed.2018.06.020.
- Taylor RA, Moore CL, Cheung KH, Brandt C. Predicting urinary tract infections in the emergency department with machine learning. PLOS ONE 2018, 13: e0194085. PMID: 29513742, PMCID: PMC5841824, DOI: 10.1371/journal.pone.0194085.
- Taylor R, Venkatesh A, Parwani V, Chekijian S, Shapiro M, Oh A, Harriman D, Tarabar A, Ulrich A. Applying advanced analytics to guide emergency department operational decisions: A proof-of-concept study examining the effects of boarding. The American Journal Of Emergency Medicine 2018, 36: 1534-1539. PMID: 29310983, DOI: 10.1016/j.ajem.2018.01.011.
- Dashevsky M, Bernstein SL, Barsky CL, Taylor RA. Agreement Between Serum Assays Performed in ED Point-of-Care and Hospital Central Laboratories. Western Journal Of Emergency Medicine 2017, 18: 403-409. PMID: 28435491, PMCID: PMC5391890, DOI: 10.5811/westjem.2017.1.30532.
- Taylor RA, Gill H, Marcolini EG, Meyers HP, Faust JS, Newman DH. Determination of a Testing Threshold for Lumbar Puncture in the Diagnosis of Subarachnoid Hemorrhage after a Negative Head Computed Tomography: A Decision Analysis. Academic Emergency Medicine 2016, 23: 1119-1127. PMID: 27378053, DOI: 10.1111/acem.13042.
- Hall MK, Hall J, Gross CP, Harish NJ, Liu R, Maroongroge S, Moore CL, Raio CC, Taylor RA. Use of Point‐of‐Care Ultrasound in the Emergency Department. Journal Of Ultrasound In Medicine 2016, 35: 2467-2474. PMID: 27698180, DOI: 10.7863/ultra.16.01041.
- Melnick ER, O'Brien EG, Kovalerchik O, Fleischman W, Venkatesh AK, Taylor RA. The Association Between Physician Empathy and Variation in Imaging Use. Academic Emergency Medicine 2016, 23: 895-904. PMID: 27343485, PMCID: PMC5884096, DOI: 10.1111/acem.13017.
- Hall MK, Omer T, Moore CL, Taylor RA. Cost‐effectiveness of the Cardiac Component of the Focused Assessment of Sonography in Trauma Examination in Blunt Trauma. Academic Emergency Medicine 2016, 23: 415-423. PMID: 26857839, DOI: 10.1111/acem.12936.
- Hall MK, Taylor RA, Luty S, Allen IE, Moore CL. Impact of point-of-care ultrasonography on ED time to disposition for patients with nontraumatic shock. The American Journal Of Emergency Medicine 2016, 34: 1022-1030. PMID: 26988105, DOI: 10.1016/j.ajem.2016.02.059.
- Taylor RA, Pare JR, Venkatesh AK, Mowafi H, Melnick ER, Fleischman W, Hall MK. Prediction of In‐hospital Mortality in Emergency Department Patients With Sepsis: A Local Big Data–Driven, Machine Learning Approach. Academic Emergency Medicine 2016, 23: 269-278. PMID: 26679719, PMCID: PMC5884101, DOI: 10.1111/acem.12876.
- Pare JR, Liu R, Moore CL, Sherban T, Kelleher MS, Thomas S, Taylor RA. Emergency physician focused cardiac ultrasound improves diagnosis of ascending aortic dissection. The American Journal Of Emergency Medicine 2015, 34: 486-492. PMID: 26782795, DOI: 10.1016/j.ajem.2015.12.005.
- Moore CL, Broder J, Gunn ML, Bhargavan‐Chatfield M, Cody D, Cullison K, Daniels B, Gans B, Hall M, Gaines BA, Goldman S, Heil J, Liu R, Marin JR, Melnick ER, Novelline RA, Pare J, Repplinger MD, Taylor RA, Sodickson AD. Comparative Effectiveness Research: Alternatives to “Traditional” Computed Tomography Use in the Acute Care Setting. Academic Emergency Medicine 2015, 22: 1465-1473. PMID: 26576033, DOI: 10.1111/acem.12831.
- Le Grand Rogers R, Narvaez Y, Venkatesh AK, Fleischman W, Hall MK, Taylor RA, Hersey D, Sette L, Melnick ER. Improving emergency physician performance using audit and feedback: a systematic review. The American Journal Of Emergency Medicine 2015, 33: 1505-1514. PMID: 26296903, DOI: 10.1016/j.ajem.2015.07.039.
- Post LA, Vaca FE, Biroscak BJ, Dziura J, Brandt C, Bernstein SL, Taylor R, Jagminas L, D'Onofrio G. The Prevalence and Characteristics of Emergency Medicine Patient Use of New Media. JMIR MHealth And UHealth 2015, 3: e72. PMID: 26156096, PMCID: PMC4526985, DOI: 10.2196/mhealth.4438.
- Melnick ER, Keegan J, Taylor RA. Redefining Overuse to Include Costs: A Decision Analysis for Computed Tomography in Minor Head Injury. The Joint Commission Journal On Quality And Patient Safety 2015, 41: 313-ap2. PMID: 26108124, DOI: 10.1016/s1553-7250(15)41041-4.
- Hall M, Coffey EC, Herbst M, Liu R, Pare JR, Taylor R, Thomas S, Moore CL. The “5Es” of Emergency Physician–performed Focused Cardiac Ultrasound: A Protocol for Rapid Identification of Effusion, Ejection, Equality, Exit, and Entrance. Academic Emergency Medicine 2015, 22: 583-593. PMID: 25903585, DOI: 10.1111/acem.12652.
- Taylor RA, Moore CL. Accuracy of emergency physician-performed limited echocardiography for right ventricular strain. The American Journal Of Emergency Medicine 2013, 32: 371-374. PMID: 24559906, DOI: 10.1016/j.ajem.2013.12.043.
- Taylor RA, Davis J, Liu R, Gupta V, Dziura J, Moore CL. Point-of-Care Focused Cardiac Ultrasound for Prediction of Pulmonary Embolism Adverse Outcomes. Journal Of Emergency Medicine 2013, 45: 392-399. PMID: 23827166, DOI: 10.1016/j.jemermed.2013.04.014.
- Taylor RA, Iyer NS. A decision analysis to determine a testing threshold for computed tomographic angiography and d-dimer in the evaluation of aortic dissection. The American Journal Of Emergency Medicine 2013, 31: 1047-1055. PMID: 23702073, DOI: 10.1016/j.ajem.2013.03.039.
- Taylor RA, Oliva I, Van Tonder R, Elefteriades J, Dziura J, Moore CL. Point‐of‐care Focused Cardiac Ultrasound for the Assessment of Thoracic Aortic Dimensions, Dilation, and Aneurysmal Disease. Academic Emergency Medicine 2012, 19: 244-247. PMID: 22288871, DOI: 10.1111/j.1553-2712.2011.01279.x.
- Ponnambalam V, Poon S, Shiflet G, Keppens V, Taylor R, Petculescu G. Synthesis of iron-based bulk metallic glasses as nonferromagnetic amorphous steel alloys. Applied Physics Letters 2003, 83: 1131-1133. DOI: 10.1063/1.1599636.
- Clark A, Hathaway K, Wun-Fogle M, Restorff J, Lograsso T, Keppens V, Petculescu G, Taylor R. Extraordinary magnetoelasticity and lattice softening in bcc Fe-Ga alloys. Journal Of Applied Physics 2003, 93: 8621-8623. DOI: 10.1063/1.1540130.
- Joseph S, Shiflet G, Ponnambalam V, Keppens V, Taylor R, Petculescu G. Synthesis and Properties of High-Manganese Iron-Based Bulk Amorphous Metals as Non-Ferromagnetic Amorphous Steel Alloys. MRS Advances 2002, 754: cc1.2. DOI: 10.1557/proc-754-cc1.2.
Biography
Richard Andrew Taylor, MD, MHS, is an emergency medicine physician who says he was drawn to his specialty because of its variety.
“I knew I liked too many things and what I love about emergency medicine is that it’s always new,” Dr. Taylor says. “You get to see every aspect of human life. You see people at their happiest and saddest moments and all the emotional states in between, plus every possible condition in medicine.”
Realizing that a trip to the emergency department can be scary for patients, Dr. Taylor says he remains calm and takes the time to give patients a picture of what’s going on. “I explain what their medical condition might mean, what possible outcomes are and answer any questions they have,” he says. “I want them to understand what the next steps are and what they need to know if they are being admitted or discharged.”
Dr. Taylor’s research interests focus on applying artificial intelligence and data science to solve problems in emergency medicine. This includes using machine learning (a branch of artificial intelligence) to predict future trends and outcomes, natural language processing to analyze text, and computer vision to process biomedical imaging.
The emergency room, Dr. Taylor says, is a natural fit for the the continuing advances being made in data sciences. “It is a fast-paced, high-volume setting where decisions have to made quickly,” he says. “Some of these technologies have the potential to improve care and reduce the cognitive burden.”
Titles
- Associate Professor of Emergency Medicine and of Bioinformatics & Data Science
- Director of Artificial Intelligence and Data Science, Emergency Medicine
Education & Training
- MHSYale University School of Medicine (2015)
- Informatics FellowshipYale University School of Medicine (2015)
- Ultrasound FellowshipYale University School of Medicine (2011)
- MDEmory University (2007)
Additional Information
- University of St Andrews Global Fellow: University of St Andrews (2023)
- AB of Emergency Medicine, Emergency Medicine (2011, recertified: 2022)
- Huang T, Rizvi S, Thakur R, Socrates V, Gupta M, van Dijk D, Taylor R, Ying R. HEART: Learning better representation of EHR data with a heterogeneous relation-aware transformer. Journal Of Biomedical Informatics 2024, 104741. PMID: 39476994, DOI: 10.1016/j.jbi.2024.104741.
- Hinson J, Taylor R, Venkatesh A, Steinhart B, Chmura C, Sangal R, Levin S. Accelerated Chest Pain Treatment With Artificial Intelligence–Informed, Risk-Driven Triage. JAMA Internal Medicine 2024, 184: 1125-1127. PMID: 39037785, PMCID: PMC11264065, DOI: 10.1001/jamainternmed.2024.3219.
- Pavuluri S, Sangal R, Sather J, Taylor R. Balancing act: the complex role of artificial intelligence in addressing burnout and healthcare workforce dynamics. BMJ Health & Care Informatics Online 2024, 31: e101120. PMID: 39181545, PMCID: PMC11344516, DOI: 10.1136/bmjhci-2024-101120.
- Huang T, Safranek C, Socrates V, Chartash D, Wright D, Dilip M, Sangal R, Taylor R. Patient-Representing Population's Perceptions of GPT-Generated Versus Standard Emergency Department Discharge Instructions: Randomized Blind Survey Assessment. Journal Of Medical Internet Research 2024, 26: e60336. PMID: 39094112, PMCID: PMC11329854, DOI: 10.2196/60336.
- Jivalagian P, Gettel C, Smith C, Robinson L, Brinker M, Shah D, Kumar A, Faustino I, Nath B, Chang-Sing E, Taylor R, Kennedy M, Hwang U, Wong A. Racial, Ethnic, and Age-Related Disparities in Sedation and Restraint Use for Older Adults in the Emergency Department. American Journal Of Geriatric Psychiatry 2024 PMID: 39054237, DOI: 10.1016/j.jagp.2024.07.004.
- Gilson A, Chartash D, Taylor R, Hart L. Computationally derived transition points across phases of clinical care. Npj Digital Medicine 2024, 7: 151. PMID: 38862589, PMCID: PMC11167560, DOI: 10.1038/s41746-024-01145-1.
- Sherak R, Sajjadi H, Khimani N, Tolchin B, Jubanyik K, Taylor R, Schulz W, Mortazavi B, Haimovich A. SOFA score performs worse than age for predicting mortality in patients with COVID-19. PLOS ONE 2024, 19: e0301013. PMID: 38758942, PMCID: PMC11101117, DOI: 10.1371/journal.pone.0301013.
- Haimovich A, Burke R, Nathanson L, Rubins D, Taylor R, Kross E, Ouchi K, Shapiro N, Schonberg M. Geriatric End-of-Life Screening Tool Prediction of 6-Month Mortality in Older Patients. JAMA Network Open 2024, 7: e2414213. PMID: 38819823, PMCID: PMC11143461, DOI: 10.1001/jamanetworkopen.2024.14213.
- Cohen I, Sangal R, Taylor R, Crawford A, Lai J, Martin P, Palleschi S, Rothenberg C, Tomasino D, Hwang U. Impact of the geriatric emergency medicine specialist intervention on final emergency department disposition. Journal Of The American Geriatrics Society 2024, 72: 2017-2026. PMID: 38667266, DOI: 10.1111/jgs.18908.
- Iscoe M, Socrates V, Gilson A, Chi L, Li H, Huang T, Kearns T, Perkins R, Khandjian L, Taylor R. Identifying signs and symptoms of urinary tract infection from emergency department clinical notes using large language models. Academic Emergency Medicine 2024, 31: 599-610. PMID: 38567658, DOI: 10.1111/acem.14883.
- Automated HEART score determination via ChatGPT: Honing a framework for iterative prompt developmentSafranek C, Huang T, Wright D, Wright C, Socrates V, Sangal R, Iscoe M, Chartash D, Taylor R. Automated HEART score determination via ChatGPT: Honing a framework for iterative prompt development. Journal Of The American College Of Emergency Physicians Open 2024, 5: e13133. PMID: 38481520, PMCID: PMC10936537, DOI: 10.1002/emp2.13133.
- Huang T, Socrates V, Gilson A, Safranek C, Chi L, Wang E, Puglisi L, Brandt C, Taylor R, Wang K. Identifying incarceration status in the electronic health record using large language models in emergency department settings. Journal Of Clinical And Translational Science 2024, 8: e53. PMID: 38544748, PMCID: PMC10966832, DOI: 10.1017/cts.2024.496.
- Chartash D, Gilson A, Taylor R, Hart L. The Scope of Multimorbidity in Family Medicine: Identifying Age Patterns Across the Lifespan. The Journal Of The American Board Of Family Medicine 2024, 37: 251-260. PMID: 38740476, DOI: 10.3122/jabfm.2023.230221r1.
- Gilson A, Safranek C, Huang T, Socrates V, Chi L, Taylor R, Chartash D. Correction: How Does ChatGPT Perform on the United States Medical Licensing Examination (USMLE)? The Implications of Large Language Models for Medical Education and Knowledge Assessment. JMIR Medical Education 2024, 10: e57594. PMID: 38412478, PMCID: PMC10933712, DOI: 10.2196/57594.
- Wong A, Nath B, Shah D, Kumar A, Brinker M, Faustino I, Boyce M, Dziura J, Heckmann R, Yonkers K, Bernstein S, Adapa K, Taylor R, Ovchinnikova P, McCall T, Melnick E. Formative evaluation of an emergency department clinical decision support system for agitation symptoms: a study protocol. BMJ Open 2024, 14: e082834. PMID: 38373857, PMCID: PMC10882402, DOI: 10.1136/bmjopen-2023-082834.
- Taylor R, Gilson A, Chi L, Haimovich A, Crawford A, Brandt C, Magidson P, Lai J, Levin S, Mecca A, Hwang U. Dementia risk analysis using temporal event modeling on a large real-world dataset. Scientific Reports 2023, 13: 22618. PMID: 38114545, PMCID: PMC10730574, DOI: 10.1038/s41598-023-49330-8.
- Villuendas-Rey Y, Taylor R. Complexity Measurement for Multitask Classification Problems in Machine Learning. 2023, 00: 6-11. DOI: 10.1109/iscmi59957.2023.10458451.
- Gao E, Melnick E, Paek H, Nath B, Taylor R, Loza A. Adoption of Emergency Department–Initiated Buprenorphine for Patients With Opioid Use Disorder. JAMA Network Open 2023, 6: e2342786. PMID: 37948075, PMCID: PMC10638655, DOI: 10.1001/jamanetworkopen.2023.42786.
- Taylor R, Gilson A, Schulz W, Lopez K, Young P, Pandya S, Coppi A, Chartash D, Fiellin D, D’Onofrio G. Computational phenotypes for patients with opioid-related disorders presenting to the emergency department. PLOS ONE 2023, 18: e0291572. PMID: 37713393, PMCID: PMC10503758, DOI: 10.1371/journal.pone.0291572.
- Gilson A, Safranek C, Huang T, Socrates V, Chi L, Taylor R, Chartash D. Authors’ Reply to: Variability in Large Language Models’ Responses to Medical Licensing and Certification Examinations. JMIR Medical Education 2023, 9: e50336. PMID: 37440299, PMCID: PMC10375396, DOI: 10.2196/50336.
- Haimovich A, Taylor R, Chang-Sing E, Brashear T, Cramer L, Lopez K, Wong A. Disparities Associated With Electronic Behavioral Alerts for Safety and Violence Concerns in the Emergency Department. Annals Of Emergency Medicine 2023, 83: 100-107. PMID: 37269262, PMCID: PMC10689576, DOI: 10.1016/j.annemergmed.2023.04.004.
- Socrates V, Gilson A, Lopez K, Chi L, Taylor R, Chartash D. Predicting relations between SOAP note sections: The value of incorporating a clinical information model. Journal Of Biomedical Informatics 2023, 141: 104360. PMID: 37061014, PMCID: PMC10197152, DOI: 10.1016/j.jbi.2023.104360.
- Tu L, Malhotra A, Venkatesh A, Taylor R, Sheth K, Yaesoubi R, Forman H, Sureshanand S, Navaratnam D. Clinical criteria to exclude acute vascular pathology on CT angiogram in patients with dizziness. PLOS ONE 2023, 18: e0280752. PMID: 36893103, PMCID: PMC9997874, DOI: 10.1371/journal.pone.0280752.
- Gilson A, Safranek C, Huang T, Socrates V, Chi L, Taylor R, Chartash D. How Does ChatGPT Perform on the United States Medical Licensing Examination? The Implications of Large Language Models for Medical Education and Knowledge Assessment. JMIR Medical Education 2023, 9: e45312. PMID: 36753318, PMCID: PMC9947764, DOI: 10.2196/45312.
- Haimovich A, Xu W, Wei A, Schonberg M, Hwang U, Taylor R. Automatable end‐of‐life screening for older adults in the emergency department using electronic health records. Journal Of The American Geriatrics Society 2023, 71: 1829-1839. PMID: 36744550, PMCID: PMC10258151, DOI: 10.1111/jgs.18262.
- Li I, Pan J, Goldwasser J, Verma N, Wong W, Nuzumlalı M, Rosand B, Li Y, Zhang M, Chang D, Taylor R, Krumholz H, Radev D. Neural Natural Language Processing for unstructured data in electronic health records: A review. Computer Science Review 2022, 46: 100511. DOI: 10.1016/j.cosrev.2022.100511.
- Haimovich A, Lopez K, Forman H, Kline J, Venkatesh A, Taylor R. 56EMF Augmenting D-dimer Testing for Pulmonary Embolism Rule-out in the Emergency Department With Artificial Intelligence. Annals Of Emergency Medicine 2022, 80: s29-s30. DOI: 10.1016/j.annemergmed.2022.08.079.
- Hurley N, Haimovich A, Taylor R, Mortazavi B. Visualization of emergency department clinical data for interpretable patient phenotyping. Smart Health 2022, 25: 100285. DOI: 10.1016/j.smhl.2022.100285.
- Haimovich A, Gilson A, Gao E, Chi L, Gettel C, Schonberg M, Hwang U, Taylor R. Patterns of care partner communication for persons living with dementia in the emergency department. Journal Of Geriatric Emergency Medicine 2022, 3 PMID: 38074187, PMCID: PMC10698392, DOI: 10.17294/2694-4715.1043.
- Wong A, Whitfill T, Ohuabunwa E, Ray J, Dziura J, Bernstein S, Taylor R. 49156 Effects of Race and Demographics on Use of Physical Restraints in the Emergency Department. Journal Of Clinical And Translational Science 2021, 5: 121-122. PMCID: PMC8827920, DOI: 10.1017/cts.2021.710.
- Taylor RA, Haimovich AD. Machine Learning in Emergency Medicine: Keys to Future Success. Academic Emergency Medicine 2021, 28: 263-267. PMID: 33277733, DOI: 10.1111/acem.14189.
- Haimovich A, Warner F, Young HP, Ravindra NG, Sehanobish A, Gong G, Wilson FP, van Dijk D, Schulz W, Taylor R. Patient factors associated with SARS‐CoV‐2 in an admitted emergency department population. Journal Of The American College Of Emergency Physicians Open 2020, 1: 569-577. PMID: 32838371, PMCID: PMC7280703, DOI: 10.1002/emp2.12145.
- Haimovich A, Hong W, Taylor R, Mortazavi B. 330 Computational Discovery and Visualization of Patient Phenotypes from Emergency Department Electronic Health Records. Annals Of Emergency Medicine 2018, 72: s130-s131. DOI: 10.1016/j.annemergmed.2018.08.335.
- Wong AH, Taylor RA, Ray JM, Bernstein SL. Physical Restraint Use in Adult Patients Presenting to a General Emergency Department. Annals Of Emergency Medicine 2018, 73: 183-192. PMID: 30119940, DOI: 10.1016/j.annemergmed.2018.06.020.
- Taylor RA, Moore CL, Cheung KH, Brandt C. Predicting urinary tract infections in the emergency department with machine learning. PLOS ONE 2018, 13: e0194085. PMID: 29513742, PMCID: PMC5841824, DOI: 10.1371/journal.pone.0194085.
- Taylor R, Venkatesh A, Parwani V, Chekijian S, Shapiro M, Oh A, Harriman D, Tarabar A, Ulrich A. Applying advanced analytics to guide emergency department operational decisions: A proof-of-concept study examining the effects of boarding. The American Journal Of Emergency Medicine 2018, 36: 1534-1539. PMID: 29310983, DOI: 10.1016/j.ajem.2018.01.011.
- Dashevsky M, Bernstein SL, Barsky CL, Taylor RA. Agreement Between Serum Assays Performed in ED Point-of-Care and Hospital Central Laboratories. Western Journal Of Emergency Medicine 2017, 18: 403-409. PMID: 28435491, PMCID: PMC5391890, DOI: 10.5811/westjem.2017.1.30532.
- Taylor RA, Gill H, Marcolini EG, Meyers HP, Faust JS, Newman DH. Determination of a Testing Threshold for Lumbar Puncture in the Diagnosis of Subarachnoid Hemorrhage after a Negative Head Computed Tomography: A Decision Analysis. Academic Emergency Medicine 2016, 23: 1119-1127. PMID: 27378053, DOI: 10.1111/acem.13042.
- Hall MK, Hall J, Gross CP, Harish NJ, Liu R, Maroongroge S, Moore CL, Raio CC, Taylor RA. Use of Point‐of‐Care Ultrasound in the Emergency Department. Journal Of Ultrasound In Medicine 2016, 35: 2467-2474. PMID: 27698180, DOI: 10.7863/ultra.16.01041.
- Melnick ER, O'Brien EG, Kovalerchik O, Fleischman W, Venkatesh AK, Taylor RA. The Association Between Physician Empathy and Variation in Imaging Use. Academic Emergency Medicine 2016, 23: 895-904. PMID: 27343485, PMCID: PMC5884096, DOI: 10.1111/acem.13017.
- Hall MK, Omer T, Moore CL, Taylor RA. Cost‐effectiveness of the Cardiac Component of the Focused Assessment of Sonography in Trauma Examination in Blunt Trauma. Academic Emergency Medicine 2016, 23: 415-423. PMID: 26857839, DOI: 10.1111/acem.12936.
- Hall MK, Taylor RA, Luty S, Allen IE, Moore CL. Impact of point-of-care ultrasonography on ED time to disposition for patients with nontraumatic shock. The American Journal Of Emergency Medicine 2016, 34: 1022-1030. PMID: 26988105, DOI: 10.1016/j.ajem.2016.02.059.
- Taylor RA, Pare JR, Venkatesh AK, Mowafi H, Melnick ER, Fleischman W, Hall MK. Prediction of In‐hospital Mortality in Emergency Department Patients With Sepsis: A Local Big Data–Driven, Machine Learning Approach. Academic Emergency Medicine 2016, 23: 269-278. PMID: 26679719, PMCID: PMC5884101, DOI: 10.1111/acem.12876.
- Pare JR, Liu R, Moore CL, Sherban T, Kelleher MS, Thomas S, Taylor RA. Emergency physician focused cardiac ultrasound improves diagnosis of ascending aortic dissection. The American Journal Of Emergency Medicine 2015, 34: 486-492. PMID: 26782795, DOI: 10.1016/j.ajem.2015.12.005.
- Moore CL, Broder J, Gunn ML, Bhargavan‐Chatfield M, Cody D, Cullison K, Daniels B, Gans B, Hall M, Gaines BA, Goldman S, Heil J, Liu R, Marin JR, Melnick ER, Novelline RA, Pare J, Repplinger MD, Taylor RA, Sodickson AD. Comparative Effectiveness Research: Alternatives to “Traditional” Computed Tomography Use in the Acute Care Setting. Academic Emergency Medicine 2015, 22: 1465-1473. PMID: 26576033, DOI: 10.1111/acem.12831.
- Le Grand Rogers R, Narvaez Y, Venkatesh AK, Fleischman W, Hall MK, Taylor RA, Hersey D, Sette L, Melnick ER. Improving emergency physician performance using audit and feedback: a systematic review. The American Journal Of Emergency Medicine 2015, 33: 1505-1514. PMID: 26296903, DOI: 10.1016/j.ajem.2015.07.039.
- Post LA, Vaca FE, Biroscak BJ, Dziura J, Brandt C, Bernstein SL, Taylor R, Jagminas L, D'Onofrio G. The Prevalence and Characteristics of Emergency Medicine Patient Use of New Media. JMIR MHealth And UHealth 2015, 3: e72. PMID: 26156096, PMCID: PMC4526985, DOI: 10.2196/mhealth.4438.
- Melnick ER, Keegan J, Taylor RA. Redefining Overuse to Include Costs: A Decision Analysis for Computed Tomography in Minor Head Injury. The Joint Commission Journal On Quality And Patient Safety 2015, 41: 313-ap2. PMID: 26108124, DOI: 10.1016/s1553-7250(15)41041-4.
- Hall M, Coffey EC, Herbst M, Liu R, Pare JR, Taylor R, Thomas S, Moore CL. The “5Es” of Emergency Physician–performed Focused Cardiac Ultrasound: A Protocol for Rapid Identification of Effusion, Ejection, Equality, Exit, and Entrance. Academic Emergency Medicine 2015, 22: 583-593. PMID: 25903585, DOI: 10.1111/acem.12652.
- Taylor RA, Moore CL. Accuracy of emergency physician-performed limited echocardiography for right ventricular strain. The American Journal Of Emergency Medicine 2013, 32: 371-374. PMID: 24559906, DOI: 10.1016/j.ajem.2013.12.043.
- Taylor RA, Davis J, Liu R, Gupta V, Dziura J, Moore CL. Point-of-Care Focused Cardiac Ultrasound for Prediction of Pulmonary Embolism Adverse Outcomes. Journal Of Emergency Medicine 2013, 45: 392-399. PMID: 23827166, DOI: 10.1016/j.jemermed.2013.04.014.
- Taylor RA, Iyer NS. A decision analysis to determine a testing threshold for computed tomographic angiography and d-dimer in the evaluation of aortic dissection. The American Journal Of Emergency Medicine 2013, 31: 1047-1055. PMID: 23702073, DOI: 10.1016/j.ajem.2013.03.039.
- Taylor RA, Oliva I, Van Tonder R, Elefteriades J, Dziura J, Moore CL. Point‐of‐care Focused Cardiac Ultrasound for the Assessment of Thoracic Aortic Dimensions, Dilation, and Aneurysmal Disease. Academic Emergency Medicine 2012, 19: 244-247. PMID: 22288871, DOI: 10.1111/j.1553-2712.2011.01279.x.
- Ponnambalam V, Poon S, Shiflet G, Keppens V, Taylor R, Petculescu G. Synthesis of iron-based bulk metallic glasses as nonferromagnetic amorphous steel alloys. Applied Physics Letters 2003, 83: 1131-1133. DOI: 10.1063/1.1599636.
- Clark A, Hathaway K, Wun-Fogle M, Restorff J, Lograsso T, Keppens V, Petculescu G, Taylor R. Extraordinary magnetoelasticity and lattice softening in bcc Fe-Ga alloys. Journal Of Applied Physics 2003, 93: 8621-8623. DOI: 10.1063/1.1540130.
- Joseph S, Shiflet G, Ponnambalam V, Keppens V, Taylor R, Petculescu G. Synthesis and Properties of High-Manganese Iron-Based Bulk Amorphous Metals as Non-Ferromagnetic Amorphous Steel Alloys. MRS Advances 2002, 754: cc1.2. DOI: 10.1557/proc-754-cc1.2.