• Kim GYE, Noshad M, Stehr H, Rojansky R, Gratzinger D, Oak J, Brar R, Iberri D, Kong C, Zehnder J, Chen JH. Machine Learning Predictability of Clinical Next Generation Sequencing for Hematologic Malignancies to Guide High-Value Precision Medicine. AMIA Annu Symp Proc. 2022 Feb 21;2021:641-650. PMID: 35308914; PMCID: PMC8861666.
• Noshad M, Rose CC, Chen JH. Signal from the noise: A mixed graphical and quantitative process mining approach to evaluate care pathways applied to emergency stroke care. J Biomed Inform. 2022 Mar;127:104004. doi: 10.1016/j.jbi.2022.104004. Epub 2022 Jan 25. PMID: 35085813.
• Ip W, Prahalad P, Palma J, Chen JH. A Data-Driven Algorithm to Recommend Initial Clinical Workup for Outpatient Specialty Referral: Algorithm Development and Validation Using Electronic Health Record Data and Expert Surveys. JMIR Med Inform. 2022 Mar 3;10(3):e30104. doi: 10.2196/30104. PMID: 35238788; PMCID: PMC8931647.
• Tomasulo CE, Chen JM, Smith CL, Maeda K, Rome JJ, Dori Y. Lymphatic Disorders and Management in Patients With Congenital Heart Disease. Ann Thorac Surg. 2022 Apr;113(4):1101-1111. doi: 10.1016/j.athoracsur.2020.10.058. Epub 2020 Dec 26. PMID: 33373590.
• Corbin CK, Sung L, Chattopadhyay A, Noshad M, Chang A, Deresinksi S, Baiocchi M, Chen JH. Personalized antibiograms for machine learning driven antibiotic selection. Commun Med (Lond). 2022 Apr 8;2:38. doi: 10.1038/s43856-022-00094-8. PMID: 35603264; PMCID: PMC9053259.
• Adler-Milstein J, Chen J, Dhaliwal G. Supporting Diagnosis With Next-Generation Artificial Intelligence-Reply. JAMA. 2022 Apr 12;327(14):1400-1401. doi: 10.1001/jama.2022.2306. PMID: 35412568.
• Chang A, Chen JH. BSAC Vanguard Series: Artificial intelligence and antibiotic stewardship. J Antimicrob Chemother. 2022 Apr 27;77(5):1216-1217. doi: 10.1093/jac/dkac096. PMID: 35355078; PMCID: PMC10410095.
• Rabbani N, Kim GYE, Suarez CJ, Chen JH. Applications of machine learning in routine laboratory medicine: Current state and future directions. Clin Biochem. 2022 May;103:1-7. doi: 10.1016/j.clinbiochem.2022.02.011. Epub 2022 Feb 25. PMID: 35227670; PMCID: PMC9007900.
• Thieme AH, Gertler M, Mittermaier M, Groschel MI, Chen JH, Piening B, Benzler J, Habenicht D, Budach V, Gevaert O. A web-based app to provide personalized recommendations for COVID-19. Nat Med. 2022 Jun;28(6):1105-1106. doi: 10.1038/s41591-022-01797-0. PMID: 35534571.
• Wang M, Peter SS, Chu CD, Tuot DS, Chen JH. Analysis of Specialty Nephrology Care Among Patients With Chronic Kidney Disease and High Risk of Disease Progression. JAMA Netw Open. 2022 Aug 1;5(8):e2225797. doi: 10.1001/jamanetworkopen.2022.25797. PMID: 35984661; PMCID: PMC9391959.
• Chen JH, Dhaliwal G, Yang D. Decoding Artificial Intelligence to Achieve Diagnostic Excellence: Learning From Experts, Examples, and Experience. JAMA. 2022 Aug 23;328(8):709-710. doi: 10.1001/jama.2022.13735. PMID: 35913752.
• Seneviratne MG, Li RC, Schreier M, Lopez-Martinez D, Patel BS, Yakubovich A, Kemp JB, Loreaux E, Gamble P, El-Khoury K, Vardoulakis L, Wong D, Desai J, Chen JH, Morse KE, Downing NL, Finger LT, Shah N. User-centred design for machine learning in health care: a case study from care management. BMJ Health Care Inform. 2022 Oct;29(1):10.1136/bmjhci-2022-100656. doi: 10.1136/bmjhci-2022-100656. PMID: 36220304; PMCID: PMC9557254.
• Ho VT, Aikens RC, Tso G, Heidenreich PA, Sharp C, Asch SM, Chen JH, Shah NK. Interruptive Electronic Alerts for Choosing Wisely Recommendations: A Cluster Randomized Controlled Trial. J Am Med Inform Assoc. 2022 Oct 7;29(11):1941-1948. doi: 10.1093/jamia/ocac139. PMID: 36018731; PMCID: PMC10161518.
• Rose C, Thombley R, Noshad M, Lu Y, Clancy HA, Schlessinger D, Li RC, Liu VX, Chen JH, Adler-Milstein J. Team is brain: leveraging EHR audit log data for new insights into acute care processes. J Am Med Inform Assoc. 2022 Dec 13;30(1):8-15. doi: 10.1093/jamia/ocac201. PMID: 36303451; PMCID: PMC9748597.
• Whirl-Carrillo M, Brenner SE, Chen JH, Crawford DC, Kidziński Ł, Ouyang D, Daneshjou R. Session Introduction: Precision Medicine: Using Artificial Intelligence to Improve Diagnostics and Healthcare. Pac Symp Biocomput. 2023;28:257-262. PMID: 36540982.
• Rabbani N, Chen JH. National Trends in Pediatric Ambulatory Telehealth Utilization and Follow-Up Care. Telemed J E Health. 2023 Jan;29(1):137-140. doi: 10.1089/tmj.2022.0137. Epub 2022 May 11. PMID: 35544068; PMCID: PMC10024057.
• Rabbani N, Ma SP, Li RC, Winget M, Weber S, Boosi S, Pham TD, Svec D, Shieh L, Chen JH. Targeting repetitive laboratory testing with electronic health records-embedded predictive decision support: A pre-implementation study. Clin Biochem. 2023 Mar;113:70-77. doi: 10.1016/j.clinbiochem.2023.01.002. Epub 2023 Jan 7. PMID: 36623759; PMCID: PMC9936847.
• Peter S, Wang M, Chu CD, Tuot DS, Chattopadhyay A, Chen JH. Gaps in Nephrology Referral Care Utilization in Patients at High-Risk of Progression to Kidney Failure. AMIA Annu Symp Proc. 2023 Apr 29;2022:866-873. PMID: 37128404; PMCID: PMC10148329.
• Yuan N, Kwan AC, Duffy G, Theurer J, Chen JH, Nieman K, Botting P, Dey D, Berman DS, Cheng S, Ouyang D. Prediction of Coronary Artery Calcium Using Deep Learning of Echocardiograms. J Am Soc Echocardiogr. 2023 May;36(5):474-481.e3. doi: 10.1016/j.echo.2022.12.014. Epub 2022 Dec 23. PMID: 36566995; PMCID: PMC10164107.
• Li R, Kumar A, Chen JH. How Chatbots and Large Language Model Artificial Intelligence Systems Will Reshape Modern Medicine: Fountain of Creativity or Pandora's Box? JAMA Intern Med. 2023 Jun 1;183(6):596-597. doi: 10.1001/jamainternmed.2023.1835. PMID: 37115531.
• Ho VT, Tran K, George EL, Asch SM, Chen JH, Dalman RL, Lee JT. Most privately insured patients do not receive federally recommended abdominal aortic aneurysm screening. J Vasc Surg. 2023 Jun;77(6):1669-1673.e1. doi: 10.1016/j.jvs.2023.01.202. Epub 2023 Feb 11. PMID: 36781115.
• Ho VT, Sgroi MD, Chandra V, Asch SM, Chen JH, Lee JT. Utilizing remote access for electronic medical records reduces overall electronic medical record time for vascular surgery residents. J Vasc Surg. 2023 Jun;77(6):1797-1802. doi: 10.1016/j.jvs.2023.01.198. Epub 2023 Feb 8. PMID: 36758909.
• Fouladvand S, Noshad M, Goldstein MK, Periyakoil VJ, Chen JH. Mild Cognitive Impairment: Data-Driven Prediction, Risk Factors, and Workup. AMIA Jt Summits Transl Sci Proc. 2023 Jun 16;2023:167-175. PMID: 37350911; PMCID: PMC10283085.
• Corbin CK, Baiocchi M, Chen JH. Avoiding Biased Clinical Machine Learning Model Performance Estimates in the Presence of Label Selection. AMIA Jt Summits Transl Sci Proc. 2023 Jun 16;2023:81-90. PMID: 37350883; PMCID: PMC10283136.
• Fouladvand S, Gomez FR, Nilforoshan H, Schwede M, Noshad M, Jee O, You J, Sosic R, Leskovec J, Chen J. Graph-based clinical recommender: Predicting specialists procedure orders using graph representation learning. J Biomed Inform. 2023 Jul;143:104407. doi: 10.1016/j.jbi.2023.104407. Epub 2023 Jun 3. PMID: 37271308.
• Chen JH, Dhaliwal G, Yang D. What medicine can learn from game-playing artificial intelligence: The 1 in 10,000 move. Am J Med Sci. 2023 Jul;366(1):82-83. doi: 10.1016/j.amjms.2023.04.016. Epub 2023 Apr 23. PMID: 37094633.
• Mukherjee P, Humbert-Droz M, Chen JH, Gevaert O. SCOPE: predicting future diagnoses in office visits using electronic health records. Sci Rep. 2023 Jul 7;13(1):11005. doi: 10.1038/s41598-023-38257-9. PMID: 37419945; PMCID: PMC10328934.
• Bunning BJ, Hedlin H, Chen JH, Ciolino JD, Ferstad JO, Fox E, Garcia A, Go A, Johari R, Lee J, Maahs DM, Mahaffey KW, Opsahl-Ong K, Perez M, Rochford K, Scheinker D, Spratt H, Turakhia MP, Desai M. The evolving role of data & safety monitoring boards for real-world clinical trials. J Clin Transl Sci. 2023 Aug 2;7(1):e179. doi: 10.1017/cts.2023.582. PMID: 37745930; PMCID: PMC10514684.
• Corbin CK, Maclay R, Acharya A, Mony S, Punnathanam S, Thapa R, Kotecha N, Shah NH, Chen JH. DEPLOYR: a technical framework for deploying custom real-time machine learning models into the electronic medical record. J Am Med Inform Assoc. 2023 Aug 18;30(9):1532-1542. doi: 10.1093/jamia/ocad114. PMID: 37369008; PMCID: PMC10436147.
• Strong E, DiGiammarino A, Weng Y, Kumar A, Hosamani P, Hom J, Chen JH. Chatbot vs Medical Student Performance on Free-Response Clinical Reasoning Examinations. JAMA Intern Med. 2023 Sep 1;183(9):1028-1030. doi: 10.1001/jamainternmed.2023.2909. PMID: 37459090; PMCID: PMC10352923.
• Backer CL, Overman DM, Dearani JA, Romano JC, Tweddell JS, Ram Kumar S, Marino BS, Bacha EA, Jaquiss RDB, Zaidi AN, Gurvitz M, Costello JM, Pierick TA, Ravekes WJ, Reagor JA, St Louis JD, Spaeth J, Mahle WT, Shin AY, Lopez KN, Karamlou T, Welke KF, Bryant R, Adil Husain S, Chen JM, Kaza A, Wells WJ, Glatz AC, Cohen MI, et al. Recommendations for Centers Performing Pediatric Heart Surgery in the United States. World J Pediatr Congenit Heart Surg. 2023 Sep;14(5):642-679. doi: 10.1177/21501351231190353. PMID: 37737602.
• Snyder C, Zaydman MA, Chong T, Baron J, Chen JH, Jackson B. Generative Artificial Intelligence: More of the Same or Off the Control Chart? Clin Chem. 2023 Oct 3;69(10):1101-1106. doi: 10.1093/clinchem/hvad129. PMID: 37650606.
• Fouladvand S, Noshad M, Periyakoil VJ, Chen JH. Machine learning prediction of mild cognitive impairment and its progression to Alzheimer's disease. Health Sci Rep. 2023 Oct 18;6(10):e1438. doi: 10.1002/hsr2.1438. PMID: 37867782; PMCID: PMC10584995.
• Bhaskhar N, Ip W, Chen JH, Rubin DL. Clinical outcome prediction using observational supervision with electronic health records and audit logs. J Biomed Inform. 2023 Nov;147:104522. doi: 10.1016/j.jbi.2023.104522. Epub 2023 Oct 11. PMID: 37827476.
• Backer CL, Overman DM, Dearani JA, Romano JC, Tweddell JS, Kumar SR, Marino BS, Bacha EA, Jaquiss RDB, Zaidi AN, Gurvitz M, Costello JM, Pierick TA, Ravekes WJ, Reagor JA, St Louis JD, Spaeth J, Mahle WT, Shin AY, Lopez KN, Karamlou T, Welke KF, Bryant R, Husain SA, Chen JM, Kaza A, Wells WJ, Glatz AC, Cohen MI, et al. Recommendations for Centers Performing Pediatric Heart Surgery in the United States. Ann Thorac Surg. 2023 Nov;116(5):871-907. doi: 10.1016/j.athoracsur.2023.08.016. Epub 2023 Sep 29. PMID: 37777933.
• Lan RH, Rice EN, Nunes JC, Shah R, Igwe JK, Clark K, Periyakoil VS, Chen JH, Lin B, Awad C, Idris M, Cruz ER, Lewis EF, Johnson CB, Wang PJ. Disabilities Reporting in Cardiac Clinical Trials: How Are We Doing? J Am Heart Assoc. 2023 Nov 10;12(22):e029726. doi: 10.1161/JAHA.123.029726. Epub ahead of print. PMID: 37949834; PMCID: PMC10727282.
• Rice EN, Lan RH, Nunes JC, Shah R, Clark K, Periyakoil VS, Chen JH, Lin B, Echols M, Awad C, Idris MY, Cruz ER, Poullos PD, Lewis EF, Brown-Johnson C, Igwe J, Shen S, Palaniappan L, Stefanick ML, Ritter V, Pemu P, Rodriguez F, Deb B, Pundi K, Wang PJ. Who Are We Missing? Reporting of Transgender and Gender-Expansive Populations in Clinical Trials. J Am Heart Assoc. 2023 Nov 10;12(22):e030209. doi: 10.1161/JAHA.123.030209. Epub ahead of print. PMID: 37947088; PMCID: PMC10727288.
• Naderalvojoud B, Shah ND, Mutanga JN, Belov A, Staiger R, Chen JH, Whitaker B, Hernandez-Boussard T. Trends in Influenza Vaccination Rates among a Medicaid Population from 2016 to 2021. Vaccines (Basel). 2023 Nov 11;11(11):10.3390/vaccines11111712. doi: 10.3390/vaccines11111712. PMID: 38006044; PMCID: PMC10675465.
• Swaminathan A, Lopez I, Mar RAG, Heist T, McClintock T, Caoili K, Grace M, Rubashkin M, Boggs MN, Chen JH, Gevaert O, Mou D, Nock MK. Natural language processing system for rapid detection and intervention of mental health crisis chat messages. NPJ Digit Med. 2023 Nov 21;6(1):213. doi: 10.1038/s41746-023-00951-3. PMID: 37990134; PMCID: PMC10663535.
• Goh E, Bunning B, Khoong E, Gallo R, Milstein A, Centola D, Chen JH. ChatGPT Influence on Medical Decision-Making, Bias, and Equity: A Randomized Study of Clinicians Evaluating Clinical Vignettes. medRxiv. 2023 Nov 27:10.1101/2023.11.24.23298844. doi: 10.1101/2023.11.24.23298844. PMID: 38076944; PMCID: PMC10705632.
• Tate S, Fouladvand S, Chen JH. The ChatGPT therapist will see you now: Navigating generative artificial intelligence's potential in addiction medicine research and patient care. Addiction. 2023 Dec;118(12):2249-2251. doi: 10.1111/add.16341. Epub 2023 Sep 21. PMID: 37735091.
• Ho VT, Cabot JH, George EL, Garcia-Toca M, Chen JH, Asch SM, Lee JT. Expansion of Abdominal Aortic Aneurysm Screening and Ultrasound Utilization and Diagnosis. JAMA Surg. 2023 Dec 1;158(12):1349-1351. doi: 10.1001/jamasurg.2023.4662. PMID: 37851462; PMCID: PMC10585488.
• Backer CL, Overman DM, Dearani JA, Romano JC, Tweddell JS, Kumar SR, Marino BS, Bacha EA, Jaquiss RDB, Zaidi AN, Gurvitz M, Costello JM, Pierick TA, Ravekes WJ, Reagor JA, St Louis JD, Spaeth J, Mahle WT, Shin AY, Lopez KN, Karamlou T, Welke KF, Bryant R, Husain SA, Chen JM, Kaza A, Wells WJ, Glatz AC, Cohen MI, et al. Recommendations for centers performing pediatric heart surgery in the United States. J Thorac Cardiovasc Surg. 2023 Dec;166(6):1782-1820. doi: 10.1016/j.jtcvs.2023.09.001. Epub 2023 Sep 29. PMID: 37777958.
• Swaminathan A, Lopez I, Wang W, Srivastava U, Tran E, Bhargava-Shah A, Wu JY, Ren AL, Caoili K, Bui B, Alkhani L, Lee S, Mohit N, Seo N, Macedo N, Cheng W, Liu C, Thomas R, Chen JH, Gevaert O. Selective prediction for extracting unstructured clinical data. J Am Med Inform Assoc. 2023 Dec 22;31(1):188-197. doi: 10.1093/jamia/ocad182. PMID: 37769323; PMCID: PMC10746316.
• Ouyang D, Theurer J, Stein NR, Hughes JW, Elias P, He B, Yuan N, Duffy G, Sandhu RK, Ebinger J, Botting P, Jujjavarapu M, Claggett B, Tooley JE, Poterucha T, Chen JH, Nurok M, Perez M, Perotte A, Zou JY, Cook NR, Chugh SS, Cheng S, Albert CM. Electrocardiographic deep learning for predicting post-procedural mortality: a model development and validation study. Lancet Digit Health. 2024 Jan;6(1):e70-e78. doi: 10.1016/S2589-7500(23)00220-0. Epub 2023 Dec 7. PMID: 38065778.
• Jiang Y, Lee AH, Ni X, Corbin CK, Irvin JA, Ng AY, Chen JH. Probabilistic Prediction of Laboratory Test Information Yield. AMIA Annu Symp Proc. 2024 Jan 11;2023:1007-1016. PMID: 38222438; PMCID: PMC10785903.
• Pi S, Masterson J, Ma SP, Corbin CK, Milstein A, Chen JH. Using Case Mix Index within Diagnosis-Related Groups to Evaluate Variation in Hospitalization Costs at a Large Academic Medical Center. AMIA Annu Symp Proc. 2024 Jan 11;2023:1201-1208. PMID: 38222372; PMCID: PMC10785921.
• Lopez I, Fouladvand S, Kollins S, Bertz J, Hernandez-Boussard T, Lembke A, Humphreys K, Miner AS, Chen JH. Predicting premature discontinuation of medication for opioid use disorder from electronic medical records. AMIA Annu Symp Proc. 2024 Jan 11;2023:1067-1076. PMID: 38222349; PMCID: PMC10785878.
• Savage T, Nayak A, Gallo R, Rangan E, Chen JH. Diagnostic reasoning prompts reveal the potential for large language model interpretability in medicine. NPJ Digit Med. 2024 Jan 24;7(1):20. doi: 10.1038/s41746-024-01010-1. PMID: 38267608; PMCID: PMC10808088.
• Lee CI, Chen JH, Kohli MD, Smith AD, Liao JM. JACR Health Policy Expert Panel: Generative Artificial Intelligence. J Am Coll Radiol. 2024 Feb 1:10.1016/j.jacr.2024.01.020. doi: 10.1016/j.jacr.2024.01.020. Epub ahead of print. PMID: 38295922.