2024
Assessing Large Language Models for Oncology Data Inference From Radiology Reports. JCO Clin Cancer Inform. 2024 Dec;8:e2400126. doi: 10.1200/CCI.24.00126. Epub 2024 Dec 11. PMID: 39661914
AI Use in Prostate Cancer: Potential Improvements in Treatments and Patient Care. Oncology (Williston Park). 2024 May 13;38(5):208-209. doi: 10.46883/2024.25921021. PMID: 38776517.
Machine Learning-Based Prediction of Hospitalization During Chemoradiotherapy With Daily Step Counts. JAMA Oncol. 2024 Mar 28:e240014. doi: 10.1001/jamaoncol.2024.0014. PMID: 38546697.
Health Care Cost Reductions with Machine Learning–Directed Evaluations during Radiation Therapy — An Economic Analysis of a Randomized Controlled Study. NEJM AI.
Natural Language Processing for Radiation Oncology: Personalizing Treatment Pathways. Pharmgenomics Pers Med. 2024 Feb 13;17:65-76. doi: 10.2147/PGPM.S396971. PMID: 38370334.
2023
Healthcare provider evaluation of machine learning-directed care: reactions to deployment on a randomised controlled study.BMJ Health Care Inform. 2023 Feb;30(1):e100674. doi: 10.1136/bmjhci-2022-100674. PMID: 36764680.
Ctrl-C: A Cross-Sectional Study of the EHR Usage Patterns of US Oncology Clinicians. JNCI Cancer Spectr. 2023 Sep 09. Sinha S, Holmgren AJ, Hong JC*, Rotenstein LS*. doi: 10.1093/jncics/pkad066. PMID: 37688578.
Intracranial and Extracranial Progression and Their Correlation With Overall Survival After Stereotactic Radiosurgery in a Multi-institutional Cohort With Brain Metastases. JAMA Netw Open. 2023 Apr 3;6(4):e2310117. doi: 10.1001/jamanetworkopen.2023.10117. PMID: 37099292.
Unlocking the Power of ChatGPT, Artificial Intelligence, and Large Language Models: Practical Suggestions for Radiation Oncologists. Waters M, Aneja S, Hong J. Pract Radiat Oncol. 2023 Aug 18. doi: 10.1016/j.prro.2023.06.011. PMID: 37598727.
2022


Opportunities to use electronic health record audit logs to improve cancer care. Cancer Med. 2022 Mar 29. doi: 10.1002/cam4.4690. PMID: 35348298.
Implementation of machine learning in the clinic: challenges and lessons in prospective deployment from the System for High Intensity EvaLuation During Radiation Therapy (SHIELD-RT) randomized controlled study.BMC Bioinformatics. 2022 Sep 30;23(Suppl 12):408. doi: 10.1186/s12859-022-04940-3. PMID: 36180836.

COVID-19 Outcomes Among Patients With Cancer: Observations From the University of California Cancer Consortium COVID-19 Project Outcomes Registry.Oncologist. 2022 Mar 28:oyac038. doi: 10.1093/oncolo/oyac038. PMID: 35348771.
COVID-19 outcomes in patients with cancer: Findings from the University of California health system database.Cancer Med. 2022 Mar 9. doi: 10.1002/cam4.4604. PMID: 35261195.
2021
Disparities in Electronic Health Record Patient Portal Enrollment Among Oncology Patients.JAMA Oncol. 2021 Apr 8. doi: 10.1001/jamaoncol.2021.0540. PMID: 33830178.
Association of mental health diagnosis with race and all-cause mortality after a cancer diagnosis: Large-scale analysis of electronic health record data. Chen WC, Boreta L, Braunstein SE, Rabow MW, Kaplan LE, Tenenbaum JD, Morin O, Park CC, Hong JC. Cancer. 2021 Sep 22. doi: 10.1002/cncr.33903. PMID: 34550601.
Strategies to Turn Real-world Data Into Real-world Knowledge. Hong JC. JAMA Netw Open. 2021 Oct 1;4(10):e2128045. doi: 10.1001/jamanetworkopen.2021.28045. PMID: 34618043.
Assessing Clinical Outcomes in a Data-Rich World-A Reality Check on Real-World Data. Hong JC, Butte AJ. JAMA Netw Open. 2021 Jul 1;4(7):e2117826. doi: 10.1001/jamanetworkopen.2021.17826. PMID: 34309673.
An artificial intelligence framework integrating longitudinal electronic health records with real-world data enables continuous pan-cancer prognostication. Morin O, Vallieres M, Braunstein S, Barrios Ginart J, Upadhaya T, Woodruff HC, Zwanenburg A, Chatterjee A, Villanueva-Meyer JE, Valdez G, Chen W, Hong JC, Yom SS, Solberg TD, Lock S, Seuntjens J, Park C, Lambin P. Nat Cancer 2, 709–722 (2021). https://doi.org/10.1038/s43018-021-00236-2.
Risk Stratification for Imminent Risk of Death at the Time of Palliative Radiotherapy Consultation. JAMA Netw Open. 2021 Jul 1;4(7):e2115641. doi: 10.1001/jamanetworkopen.2021.15641. PMID: 34196716.
Characterizing chronological accumulation of comorbidities in healthy veterans: a computational approach. Hong JC, Sci Rep. 2021 Apr 14;11(1):8104. doi: 10.1038/s41598-021-85546-2. PMID: 33854078.
2020
Closing the Gap Between Machine Learning and Clinical Cancer Care-First Steps Into a Larger World.
Natural language processing for abstraction of cancer treatment toxicities: accuracy versus human experts. Hong JC, Fairchild AT, Tanksley JP, Palta M, Tenenbaum JD. JAMIA Open. 2020 Dec 5. doi: 10.1093/jamiaopen/ooaa064.
Inter-rater reliability in toxicity identification: Limitations of current standards. Fairchild AT, Tanksley JP, Tenenbaum JD, Palta M, Hong JC. Int J Radiat Oncol Biol Phys. 2020 May 1. pii: S0360-3016(20)31084-1. doi: 10.1016/j.ijrobp.2020.04.040. PMID: 32371073.
Electronic health record (EHR) data mining for AI healthcare. Lin AL, Chen WC, Hong JC. Artificial Intelligence in Medicine: Technical Basis and Clinical Applications. Xing L, Giger ML, Min J, editors. Amsterdam: Elsevier; 2020.
2019
A Nomogram for Testosterone Recovery After Combined Androgen Deprivation and Radiation Therapy for Prostate Cancer. Spiegel DY, Hong JC, Oyekunle T, Waters L, Lee WR, Salama JK, Koontz BF. Int J Radiat Oncol Biol Phys. 2019 Mar 15;103(4):834-842. doi: 10.1016/j.ijrobp.2018.11.007. Epub 2018 Nov 10. PMID: 30419308.
Increasing PET Use in Small Cell Lung Cancer: Survival Improvement and Stage Migration in the VA Central Cancer Registry. Hong JC, Boyer MJ, Spiegel DY, Williams CD, Tong BC, Shofer SL, Moravan MJ, Kelley MJ, Salama JK. J Natl Compr Canc Netw. 2019 Feb;17(2):127-139. doi: 10.6004/jnccn.2018.7090. PMID: 30787126.
Radiotherapy Treatment Planning in the Age of AI: Are We Ready Yet?Technol Cancer Res Treat. 2019 Jan-Dec;18:1533033819894577. doi: 10.1177/1533033819894577. PMID: 31858890.
Artificial Intelligence in Radiotherapy Treatment Planning: Present and Future.Technol Cancer Res Treat. 2019 Jan 1;18:1533033819873922. doi: 10.1177/1533033819873922. PMID: 31495281.
2018
Predicting Emergency Visits and Hospital Admissions During Radiation and Chemoradiation: An Internally Validated Pretreatment Machine Learning Algorithm. Hong JC, Niedzwiecki D, Palta M, Tenenbaum JD. JCO Clin Cancer Inform. 2018 Dec;2:1-11. doi: 10.1200/CCI.18.00037. PMID: 30652595.
High-volume providers and brachytherapy practice: A Medicare provider utilization and payment analysis. Brachytherapy. 2018 Nov-Dec;17(6):906-911. doi: 10.1016/j.brachy.2018.07.007. Epub 2018 Jul 26. PMID: 30057292.
Classification for long-term survival in oligometastatic patients treated with ablative radiotherapy: A multi-institutional pooled analysis. Hong JC, Ayala-Peacock DN, Lee J, Blackstock AW, Okunieff P, Sung MW, Weichselbaum RR, Kao J, Urbanic JJ, Milano MT, Chmura SJ, Salama JK. PLoS One. 2018 Apr 12;13(4):e0195149. doi: 10.1371/journal.pone.0195149. PMID: 29649281.