Lab-Ai: Using Retrieval Augmentation to Enhance Language Models for Personalized Lab Test Interpretation in Clinical Medicine.

Mia Liza A. Lustria Florida State University, Tallahassee, FL, USA http://mialustria.com/ https://www.linkedin.com/in/mialustria https://orcid.org/0000-0002-1144-2985 https://www.wikidata.org/entity/Q63649739 https://www.researcherid.com/rid/L-3642-2013 https://www.researchgate.net/profile/Mia_Liza_Lustria Xiaoyu Wang Haoyong Ouyang Balu Bhasuran Xiao Luo 0002 Karim Hanna Mia Liza A. Lustria Zhe He 0001 Lab-Ai: Using Retrieval Augmentation to Enhance Language Models for Personalized Lab Test Interpretation in Clinical Medicine. 359-368 2025 ICHI https://doi.org/10.1109/ICHI64645.2025.00025 conf/ichi/2025 db/conf/ichi/ichi2025.html#WangOB0HL025 Michael O. Killian Sonnie E. Mayewski Schyler E. Brumm Lisa Schelbe Mia Liza A. Lustria Dipankar Gupta Patient Engagement and Medication Consistency with Adolescent Heart Transplant Recipients. 478-483 2024 ICHI https://doi.org/10.1109/ICHI61247.2024.00068 conf/ichi/2024 db/conf/ichi/ichi2024.html#KillianMBSLG24

Xiaoyu Wang Haoyong Ouyang Balu Bhasuran Xiao Luo 0002 Karim Hanna Mia Liza A. Lustria Zhe He 0001 Lab-AI - Retrieval-Augmented Language Model for Personalized Lab Test Interpretation in Clinical Medicine. 2024 abs/2409.18986 CoRR https://doi.org/10.48550/arXiv.2409.18986 db/journals/corr/corr2409.html#abs-2409-18986 streams/journals/corr

Zhe He 0001 Shubo Tian Ankita Singh Shayok Chakraborty Shenghao Zhang Mia Liza A. Lustria Neil Charness Nelson A. Roque Erin Harrell Walter R. Boot A Machine-Learning Based Approach for Predicting Older Adults' Adherence to Technology-Based Cognitive Training. 103034 2022 59 Inf. Process. Manag. 5 https://doi.org/10.1016/j.ipm.2022.103034 https://www.wikidata.org/entity/Q114167042 db/journals/ipm/ipm59.html#HeTSCZLCRHB22

Michelle M. Kazmer Mia Liza A. Lustria Juliann Cortese Gary Burnett Ji-Hyun Kim Jinxuan Ma Jeana Frost Distributed knowledge in an online patient support community: Authority and discovery. 1319-1334 2014 65 J. Assoc. Inf. Sci. Technol. 7 https://doi.org/10.1002/asi.23064 https://www.wikidata.org/entity/Q63649621 db/journals/jasis/jasis65.html#KazmerLCBKMF14

Juliann Cortese Mia Liza A. Lustria Can tailoring increase elaboration of health messages delivered via an adaptive educational site on adolescent sexual health and decision making? 1567-1580 2012 63 J. Assoc. Inf. Sci. Technol. 8 https://doi.org/10.1002/asi.22700 db/journals/jasis/jasis63.html#CorteseL12

Mia Liza A. Lustria Scott Alan Smith Charles C. Hinnant Exploring digital divides: An examination of eHealth technology use in health information seeking, communication and personal health information management in the USA. 224-243 2011 17 Health Informatics J. 3 https://doi.org/10.1177/1460458211414843 https://www.wikidata.org/entity/Q39999799 db/journals/hij/hij17.html#LustriaSH11

Mia Liza A. Lustria Michelle M. Kazmer Robert L. Glueckauf Robert P. Hawkins Ebrahim Randeree Ivee B. Rosario Casey McLaughlin Sarah Redmond Participatory design of a health informatics system for rural health practitioners and disadvantaged women. 2243-2255 2010 61 J. Assoc. Inf. Sci. Technol. 11 https://doi.org/10.1002/asi.21390 https://www.wikidata.org/entity/Q63649635 db/journals/jasis/jasis61.html#LustriaKGHRRMR10

Gary Burnett Mia Liza A. Lustria Juliann Cortese Michelle M. Kazmer Jeana Frost Ji-Hyun Kim Jinxuan Ma PatientsLikeMe: Social norms and information values in an online health support group. 1-4 2009 ASIST https://doi.org/10.1002/meet.2009.1450460370 https://www.wikidata.org/entity/Q63649640 conf/asist/2009 db/conf/asist/asist2009.html#BurnettLCKFKM09 Jung A Lee Mia Liza A. Lustria Measuring effects of web-based, tailored health intervention programs for nutrition and physical activity on clinical outcomes: A systemic review. 1-7 2009 ASIST https://doi.org/10.1002/meet.2009.1450460356 conf/asist/2009 db/conf/asist/asist2009.html#LeeL09 Mia Liza A. Lustria Gary Burnett Juliann Cortese Michelle M. Kazmer Jeana Frost Ji-Hyun Kim Jinxuan Ma PatientsLikeMe: ALS patients sharing experiences and personal health information online. 1-5 2009 ASIST https://doi.org/10.1002/meet.2009.1450460335 https://www.wikidata.org/entity/Q63649639 conf/asist/2009 db/conf/asist/asist2009.html#LustriaBCKFKM09 Mia Liza A. Lustria Juliann Cortese Casey McLaughlin Sarah Redmond Rachel Davis Ivee B. Rosario Ready4Changes.com: Preliminary results of a randomized controlled trial of a web-based tailored approach for educating teens about human sexuality. 1-5 2009 ASIST https://doi.org/10.1002/meet.2009.1450460338 conf/asist/2009 db/conf/asist/asist2009.html#LustriaCMRDR09

Hung-Yi Lu Donald Owen Case Mia Liza A. Lustria Nahyun Kwon James E. Andrews Sarah E. Cavendish Brenikki R. Floyd Predictors of Online Information Seeking by International Students when Disaster Strikes Their Countries. 709-712 2007 10 Cyberpsychology Behav. Soc. Netw. 5 https://doi.org/10.1089/cpb.2007.9965 https://www.wikidata.org/entity/Q42007243 db/journals/cbsn/cbsn10.html#LuCLKACF07

Kyunghye Kim Mia Liza A. Lustria Darrell Burke Nahyun Kwon Predictors of cancer information overload: findings from a national survey. 2007 12 Inf. Res. 4 http://www.informationr.net/ir/12-4/paper326.html db/journals/ires/ires12.html#KimLBK07

Mia Liza A. Lustria Can interactivity make a difference? Effects of interactivity on the comprehension of and attitudes toward online health content. 766-776 2007 58 J. Assoc. Inf. Sci. Technol. 6 https://doi.org/10.1002/asi.20557 db/journals/jasis/jasis58.html#Lustria07

Mia Liza A. Lustria Juliann Cortese Linda Lockett Brown Richard Davis Victoria Mahabi Beom Jun Bae Kristina A. Plotnikova All computer-tailored online health interventions are not created equal. 1-6 2007 ASIST https://doi.org/10.1002/meet.1450440361 https://www.wikidata.org/entity/Q113187498 conf/asist/2007 db/conf/asist/asist2007.html#LustriaCBDMBP07 Richard Davis Mia Liza A. Lustria Linda Lockett Brown Retrieving e-Health Research: The Challenge of Accessing the Knowledge. 1-13 2006 ASIST https://doi.org/10.1002/meet.14504301132 conf/asist/2006 db/conf/asist/asist2006.html#DavisLB06 Mia Liza A. Lustria Darrell Burke Kyunghye Kim Nahyun Kwon Donald O. Case Health information seeking in the e-health era: Evidence from the national cancer institute's Health Information National Trends Survey (HINTS). 1-5 2006 ASIST https://doi.org/10.1002/meet.14504301116 conf/asist/2006 db/conf/asist/asist2006.html#LustriaBKKC06 James E. Andrews Beom Jun Bae Balu Bhasuran Walter R. Boot Linda Lockett Brown Schyler E. Brumm Darrell Burke Gary Burnett Donald O. CaseDonald Owen Case Sarah E. Cavendish Shayok Chakraborty Neil Charness Juliann Cortese Rachel Davis Richard Davis Brenikki R. Floyd Jeana Frost Robert L. Glueckauf Dipankar Gupta Karim Hanna Erin Harrell Robert P. Hawkins Zhe He 0001 Charles C. Hinnant Michelle M. Kazmer Michael O. Killian Ji-Hyun Kim Kyunghye Kim Nahyun Kwon Jung A Lee Hung-Yi Lu Xiao Luo 0002 Jinxuan Ma Victoria Mahabi Sonnie E. Mayewski Casey McLaughlin Haoyong Ouyang Kristina A. Plotnikova Ebrahim Randeree Sarah Redmond Nelson A. Roque Ivee B. Rosario Lisa Schelbe Ankita Singh Scott Alan Smith Shubo Tian Xiaoyu Wang Shenghao Zhang