Jiang Bian, Ph.D.
Director Of Cancer Informatics And EHealth Core & Associate Professor
Department:
MD-HOBI-BIOMED INFORMATICS
Business Phone:
(352) 273-8878
Business Email:
bianjiang@ufl.edu
About Jiang Bian
Biomedical Informatics is an interdisciplinary field, where the central theme is to explore the effective uses of data, information, and knowledge for scientific inquiry, problem-solving, and decision making, motived by efforts to import human health. I have a diverse yet strong multi-disciplinary background in data integration, semantic web, machine learning, natural language processing, social media analysis, network science, data privacy, and software engineering. Nevertheless, my expertise and background serve an overarching theme: data science with heterogeneous data, information and knowledge resources.
I am currently directing the Cancer Informatics & eHealth Core program (http://bit.ly/36IBw5s).
Research Profile
I have a diverse yet strong multi-disciplinary background. Nevertheless, my expertise and background serve an overarching theme: data science with heterogeneous data, information and knowledge resources. My research areas can be divided into three logical sections under this overarching theme: (1) data-driven medicine—applications of informatics techniques, including machine learning methods in medicine on solving big data problems; (2) mining the Internet, including the social web, to provide insights into health-related behavior and health outcomes of various populations and finding ways to develop interventions that promote public and consumer health; and (3) development of novel informatics methods, tools and systems to support clinical and clinical research activities such as tools for data integration, clinical trial generalizability assessment, and cohort discovery.
Google Scholar: https://scholar.google.com/citations?hl=en&user=ysr–voAAAAJ&view_op=list_works&sortby=pubdate
Open Researcher and Contributor ID (ORCID)
0000-0002-2238-5429
Areas of Interest
- Cancer Informatics
- Social media
- data privacy in healthcare
- data science
- eHealth and user-centered design
- semantic web
Publications
2022
Environmental effects on acute exacerbations of respiratory diseases: A real-world big data study.
The Science of the total environment.
806(Pt 1)
[DOI] 10.1016/j.scitotenv.2021.150352.
[PMID] 34555607.
2021
A feasibility trial of parent HPV vaccine reminders and phone-based motivational interviewing.
BMC public health.
21(1)
[DOI] 10.1186/s12889-020-10132-6.
[PMID] 33422047.
2021
A varied approach to left ventricular assist device follow-up improves cost-effectiveness.
Current medical research and opinion.
37(9):1501-1505
[DOI] 10.1080/03007995.2021.1948395.
[PMID] 34181489.
2021
An efficient and accurate distributed learning algorithm for modeling multi-site zero-inflated count outcomes.
Scientific reports.
11(1)
[DOI] 10.1038/s41598-021-99078-2.
[PMID] 34608222.
2021
An external exposome-wide association study of COVID-19 mortality in the United States.
The Science of the total environment.
768
[DOI] 10.1016/j.scitotenv.2020.144832.
[PMID] 33450687.
2021
Applications of artificial intelligence in drug development using real-world data
Drug Discovery Today.
26(5):1256-1264
[DOI] 10.1016/j.drudis.2020.12.013.
View on:
Publisher’s Site
2021
Assessing the Impact of Imputation on the Interpretations of Prediction Models: A Case Study on Mortality Prediction for Patients with Acute Myocardial Infarction.
AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science.
2021:465-474
[PMID] 34457162.
View on:
PubMed
2021
Associations between the chemical composition of PM2.5 and gestational diabetes mellitus
Environmental Research.
198
[DOI] 10.1016/j.envres.2020.110470.
View on:
Publisher’s Site
2021
Bagged random causal networks for interventional queries on observational biomedical datasets.
Journal of biomedical informatics.
115
[DOI] 10.1016/j.jbi.2021.103689.
[PMID] 33548542.
2021
Challenges in replicating secondary analysis of electronic health records data with multiple computable phenotypes: A case study on methicillin-resistant Staphylococcus aureus bacteremia infections
International Journal of Medical Informatics.
153
[DOI] 10.1016/j.ijmedinf.2021.104531.
[PMID] 34332468.
2021
Comparing the downstream costs and healthcare utilization associated with the use of low-dose computed tomography (LDCT) in lung cancer screening in patients with and without alzheimer’s disease and related dementias (ADRD).
Current medical research and opinion.
37(10):1731-1737
[DOI] 10.1080/03007995.2021.1953972.
[PMID] 34252317.
2021
Deep learning models in detection of dietary supplement adverse event signals from Twitter.
JAMIA open.
4(4)
[DOI] 10.1093/jamiaopen/ooab081.
[PMID] 34632323.
2021
Deep propensity network using a sparse autoencoder for estimation of treatment effects
Journal of the American Medical Informatics Association.
28(6):1197-1206
[DOI] 10.1093/jamia/ocaa346.
View on:
Publisher’s Site
2021
Disparities in Pediatric Patient Portal Activation and Feature Use.
JAMIA open.
4(3)
[DOI] 10.1093/jamiaopen/ooab086.
[PMID] 34604712.
2021
Effects of brief exposure to misinformation about e-cigarette harms on twitter: a randomised controlled experiment
BMJ Open.
11(9)
[DOI] 10.1136/bmjopen-2020-045445.
[PMID] 34470790.
2021
Evaluation of clustering and topic modeling methods over health-related tweets and emails
Artificial Intelligence in Medicine.
117
[DOI] 10.1016/j.artmed.2021.102096.
View on:
Publisher’s Site
2021
Examination of Early CNS Symptoms and Severe Coronavirus Disease 2019: A Multicenter Observational Case Series.
Critical care explorations.
3(6)
[DOI] 10.1097/CCE.0000000000000456.
[PMID] 34136827.
2021
Exploring the feasibility of using real-world data from a large clinical data research network to simulate clinical trials of Alzheimer’s disease
npj Digital Medicine.
4(1)
[DOI] 10.1038/s41746-021-00452-1.
[PMID] 33990663.
2021
Extracting social determinants of health from electronic health records using natural language processing: a systematic review
Journal of the American Medical Informatics Association.
[DOI] 10.1093/jamia/ocab170.
View on:
Publisher’s Site
2021
Geographic Variation in Knowledge of Palliative Care Among US Adults: Findings From 2018 Health Information National Trends Survey.
The American journal of hospice & palliative care.
38(3):291-299
[DOI] 10.1177/1049909120946266.
[PMID] 32757758.
2021
Geographic variation in palliative care delivery among patients diagnosed with metastatic lung cancer in the USA: Medicare population-based study.
Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer.
29(2):813-821
[DOI] 10.1007/s00520-020-05549-z.
[PMID] 32495033.
2021
How the clinical research community responded to the COVID-19 pandemic: an analysis of the COVID-19 clinical studies in ClinicalTrials.gov.
JAMIA open.
4(2)
[DOI] 10.1093/jamiaopen/ooab032.
[PMID] 34056559.
2021
Optimizing Identification of People Living with HIV from Electronic Medical Records: Computable Phenotype Development and Validation.
Methods of information in medicine.
60(3-04):84-94
[DOI] 10.1055/s-0041-1735619.
[PMID] 34592777.
2021
Oral cancer knowledge and screening behavior among smokers and non-smokers in rural communities.
BMC cancer.
21(1)
[DOI] 10.1186/s12885-021-08198-5.
[PMID] 33879128.
2021
Propensity score synthetic augmentation matching using generative adversarial networks (PSSAM-GAN).
Computer methods and programs in biomedicine update.
1
[DOI] 10.1016/j.cmpbup.2021.100020.
[PMID] 34386786.
2021
Racial, Ethnic, and Geographic Disparities in Cardiovascular Health Among Women of Childbearing Age in the United States
Journal of the American Heart Association.
10(17)
[DOI] 10.1161/jaha.120.020138.
View on:
Publisher’s Site
2021
Real-world experience of carfilzomib-associated cardiovascular adverse events: SEER-Medicare data set analysis.
Cancer medicine.
10(1):70-78
[DOI] 10.1002/cam4.3568.
[PMID] 33169938.
2021
Semantic standards of external exposome data
Environmental Research.
197
[DOI] 10.1016/j.envres.2021.111185.
[PMID] 33901445.
2021
The application of artificial intelligence and data integration in COVID-19 studies: a scoping review
Journal of the American Medical Informatics Association.
28(9):2050-2067
[DOI] 10.1093/jamia/ocab098.
[PMID] 34151987.
2021
The association between cognitive impairment and breast and colorectal cancer screening utilization.
BMC cancer.
21(1)
[DOI] 10.1186/s12885-021-08321-6.
[PMID] 33975576.
2021
The OneFlorida Data Trust: a centralized, translational research data infrastructure of statewide scope
Journal of the American Medical Informatics Association.
[DOI] 10.1093/jamia/ocab221.
View on:
Publisher’s Site
2021
The role of sex and rurality in cancer fatalistic beliefs and cancer screening utilization in Florida.
Cancer medicine.
10(17):6048-6057
[DOI] 10.1002/cam4.4122.
[PMID] 34254469.
2021
Transformer-Based Named Entity Recognition for Parsing Clinical Trial Eligibility Criteria.
ACM-BCB … … : the … ACM Conference on Bioinformatics, Computational Biology and Biomedicine. ACM Conference on Bioinformatics, Computational Biology and Biomedicine.
2021
[DOI] 10.1145/3459930.3469560.
[PMID] 34414397.
2021
When text simplification is not enough: could a graph-based visualization facilitate consumers’ comprehension of dietary supplement information?
JAMIA open.
4(1)
[DOI] 10.1093/jamiaopen/ooab026.
[PMID] 33855274.
2020
A Natural Language Processing Tool to Extract Quantitative Smoking Status from Clinical Narratives.
IEEE International Conference on Healthcare Informatics. IEEE International Conference on Healthcare Informatics.
2020
[DOI] 10.1109/ICHI48887.2020.9374369.
[PMID] 33786419.
2020
Ambient Air Pollution and Preeclampsia: Looking Back and Moving Forward.
Hypertension (Dallas, Tex. : 1979).
75(3):618-619
[DOI] 10.1161/HYPERTENSIONAHA.119.13269.
[PMID] 31902251.
2020
An ontology-based documentation of data discovery and integration process in cancer outcomes research
BMC Medical Informatics and Decision Making.
20(S4)
[DOI] 10.1186/s12911-020-01270-3.
[PMID] 33317497.
2020
Are Preregistration and Registered Reports Vulnerable to Hacking?
Epidemiology (Cambridge, Mass.).
31(3)
[DOI] 10.1097/EDE.0000000000001162.
[PMID] 31985501.
2020
Assessing mental health signals among sexual and gender minorities using Twitter data
Health Informatics Journal.
26(2):765-786
[DOI] 10.1177/1460458219839621.
[PMID] 30969146.
2020
Assessing the effect of data integration on predictive ability of cancer survival models
Health Informatics Journal.
26(1):8-20
[DOI] 10.1177/1460458218824692.
[PMID] 30672356.
2020
Assessing the practice of data quality evaluation in a national clinical data research network through a systematic scoping review in the era of real-world data
Journal of the American Medical Informatics Association.
27(12):1999-2010
[DOI] 10.1093/jamia/ocaa245.
[PMID] 33166397.
2020
Cardiovascular toxicity in patients treated with immunotherapy for metastatic non-small cell lung cancer: A SEER-medicare study: CVD outcomes with the use of ICI in mNSCLC.
Lung cancer (Amsterdam, Netherlands).
150:172-177
[DOI] 10.1016/j.lungcan.2020.10.017.
[PMID] 33186859.
2020
Causal inference and counterfactual prediction in machine learning for actionable healthcare
Nature Machine Intelligence.
2(7):369-375
[DOI] 10.1038/s42256-020-0197-y.
View on:
Publisher’s Site
2020
Clinical concept extraction using transformers.
Journal of the American Medical Informatics Association : JAMIA.
27(12):1935-1942
[DOI] 10.1093/jamia/ocaa189.
[PMID] 33120431.
2020
Clinical Trial Generalizability Assessment in the Big Data Era: A Review.
Clinical and translational science.
13(4):675-684
[DOI] 10.1111/cts.12764.
[PMID] 32058639.
2020
COVID-19 TestNorm: A tool to normalize COVID-19 testing names to LOINC codes.
Journal of the American Medical Informatics Association : JAMIA.
27(9):1437-1442
[DOI] 10.1093/jamia/ocaa145.
[PMID] 32569358.
2020
Detecting associations between dietary supplement intake and sentiments within mental disorder tweets
Health Informatics Journal.
26(2):803-815
[DOI] 10.1177/1460458219867231.
[PMID] 31566452.
2020
Developing and Validating a Computable Phenotype for the Identification of Transgender and Gender Nonconforming Individuals and Subgroups.
AMIA … Annual Symposium proceedings. AMIA Symposium.
2020:514-523
[PMID] 33936425.
View on:
PubMed
2020
Explainable artificial intelligence models using real-world electronic health record data: a systematic scoping review.
Journal of the American Medical Informatics Association : JAMIA.
27(7):1173-1185
[DOI] 10.1093/jamia/ocaa053.
[PMID] 32417928.
2020
Exploring Eating Disorder Topics on Twitter: Machine Learning Approach
JMIR Medical Informatics.
8(10)
[DOI] 10.2196/18273.
[PMID] 33124997.
2020
Exploring the semantics in mental health research.
Health informatics journal.
26(2):723-725
[DOI] 10.1177/1460458219896886.
[PMID] 31928305.
2020
Extracting Family History of Patients From Clinical Narratives: Exploring an End-to-End Solution With Deep Learning Models
JMIR Medical Informatics.
8(12)
[DOI] 10.2196/22982.
[PMID] 33320104.
2020
Identifying Clinical Risk Factors for Opioid Use Disorder using a Distributed Algorithm to Combine Real-World Data from a Large Clinical Data Research Network.
AMIA … Annual Symposium proceedings. AMIA Symposium.
2020:1220-1229
[PMID] 33936498.
View on:
PubMed
2020
Identifying relations of medications with adverse drug events using recurrent convolutional neural networks and gradient boosting.
Journal of the American Medical Informatics Association : JAMIA.
27(1):65-72
[DOI] 10.1093/jamia/ocz144.
[PMID] 31504605.
2020
iDISK: the integrated DIetary Supplements Knowledge base.
Journal of the American Medical Informatics Association : JAMIA.
27(4):539-548
[DOI] 10.1093/jamia/ocz216.
[PMID] 32068839.
2020
International Classification of Diseases, Tenth Revision, Clinical Modification social determinants of health codes are poorly used in electronic health records.
Medicine.
99(52)
[DOI] 10.1097/MD.0000000000023818.
[PMID] 33350768.
2020
Learning from local to global: An efficient distributed algorithm for modeling time-to-event data.
Journal of the American Medical Informatics Association : JAMIA.
27(7):1028-1036
[DOI] 10.1093/jamia/ocaa044.
[PMID] 32626900.
2020
Leverage Real-world Longitudinal Data in Large Clinical Research Networks for Alzheimer’s Disease and Related Dementia (ADRD).
AMIA … Annual Symposium proceedings. AMIA Symposium.
2020:393-401
[PMID] 33936412.
View on:
PubMed
2020
Measurement of Semantic Textual Similarity in Clinical Texts: Comparison of Transformer-Based Models
JMIR Medical Informatics.
8(11)
[DOI] 10.2196/19735.
[PMID] 33226350.
2020
MicroRNA predicts cognitive performance in healthy older adults.
Neurobiology of aging.
95:186-194
[DOI] 10.1016/j.neurobiolaging.2020.07.023.
[PMID] 32846274.
2020
Mining Twitter to assess the determinants of health behavior toward human papillomavirus vaccination in the United States.
Journal of the American Medical Informatics Association : JAMIA.
27(2):225-235
[DOI] 10.1093/jamia/ocz191.
[PMID] 31711186.
2020
Mining Twitter to Assess the Determinants of Health Behavior towards Palliative Care in the United States.
AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science.
2020:730-739
[PMID] 32477696.
View on:
PubMed
2020
Nursing Care for Hospitalized Older Adults With and Without Cognitive Impairment.
Nursing research.
69(2):116-126
[DOI] 10.1097/NNR.0000000000000402.
[PMID] 31972847.
2020
Optimizing identification of resistant hypertension: Computable phenotype development and validation.
Pharmacoepidemiology and drug safety.
29(11):1393-1401
[DOI] 10.1002/pds.5095.
[PMID] 32844549.
2020
Outcomes of primary endocrine therapy in elderly women with stage I-III breast cancer: a SEER database analysis.
Breast cancer research and treatment.
180(3):819-827
[DOI] 10.1007/s10549-020-05591-9.
[PMID] 32172303.
2020
Planning for patient-reported outcome implementation: Development of decision tools and practical experience across four clinics.
Journal of clinical and translational science.
4(6):498-507
[DOI] 10.1017/cts.2020.37.
[PMID] 33948226.
2020
Prodromal clinical, demographic, and socio-ecological correlates of asthma in adults: a 10-year statewide big data multi-domain analysis.
The Journal of asthma : official journal of the Association for the Care of Asthma.
57(11):1155-1167
[DOI] 10.1080/02770903.2019.1642352.
[PMID] 31288571.
2020
Provider-Patient Discussions About Smoking and the Impact of Lung Cancer Screening Guidelines: NHIS 2011-2015.
Journal of general internal medicine.
35(1):43-50
[DOI] 10.1007/s11606-019-05111-6.
[PMID] 31228049.
2020
Re: A Call for Deep-learning Healthcare.
Epidemiology (Cambridge, Mass.).
31(2)
[DOI] 10.1097/EDE.0000000000001155.
[PMID] 31856141.
2020
Selected articles from the Fourth International Workshop on Semantics-Powered Data Mining and Analytics (SEPDA 2019).
BMC medical informatics and decision making.
20(Suppl 4)
[DOI] 10.1186/s12911-020-01292-x.
[PMID] 33317524.
2020
Statin Use for Atherosclerotic Cardiovascular Disease Prevention Among Sexual Minority Adults
Journal of the American Heart Association.
9(24)
[DOI] 10.1161/jaha.120.018233.
View on:
Publisher’s Site
2020
Statin Use for Atherosclerotic Cardiovascular Disease Prevention Among Sexual Minority Adults
Journal of the American Heart Association.
9(24)
[DOI] 10.1161/jaha.120.018233.
View on:
Publisher’s Site
2020
The rapid growth of intelligent systems in health and health care.
Health informatics journal.
26(1):5-7
[DOI] 10.1177/1460458219896899.
[PMID] 31928307.
2020
Timing, Costs, and Survival Outcome of Specialty Palliative Care in Medicare Beneficiaries With Metastatic Non–Small-Cell Lung Cancer
JCO Oncology Practice.
16(12):e1532-e1542
[DOI] 10.1200/op.20.00298.
View on:
Publisher’s Site
2020
Use of Deep Learning to Analyze Social Media Discussions About the Human Papillomavirus Vaccine.
JAMA network open.
3(11)
[DOI] 10.1001/jamanetworkopen.2020.22025.
[PMID] 33185676.
2020
User-centered design of a web-based crowdsourcing-integrated semantic text annotation tool for building a mental health knowledge base
Journal of Biomedical Informatics.
110
[DOI] 10.1016/j.jbi.2020.103571.
[PMID] 32961307.
2020
Using Real-World Data to Rationalize Clinical Trials Eligibility Criteria Design: A Case Study of Alzheimer’s Disease Trials.
AMIA … Annual Symposium proceedings. AMIA Symposium.
2020:717-726
[PMID] 33936446.
View on:
PubMed
2019
A Study of Deep Learning Methods for De-identification of Clinical Notes at Cross Institute Settings.
IEEE International Conference on Healthcare Informatics. IEEE International Conference on Healthcare Informatics.
2019
[DOI] 10.1109/ICHI.2019.8904544.
[PMID] 31879734.
2019
A study of deep learning methods for de-identification of clinical notes in cross-institute settings.
BMC medical informatics and decision making.
19(Suppl 5)
[DOI] 10.1186/s12911-019-0935-4.
[PMID] 31801524.
2019
ALOHA: developing an interactive graph-based visualization for dietary supplement knowledge graph through user-centered design.
BMC medical informatics and decision making.
19(Suppl 4)
[DOI] 10.1186/s12911-019-0857-1.
[PMID] 31391091.
2019
Analysis of Twitter to Identify Topics Related to Eating Disorder Symptoms.
IEEE International Conference on Healthcare Informatics. IEEE International Conference on Healthcare Informatics.
2019
[DOI] 10.1109/ichi.2019.8904863.
[PMID] 32030368.
2019
Analyzing Social Media Data to Understand Consumer Information Needs on Dietary Supplements.
Studies in health technology and informatics.
264:323-327
[DOI] 10.3233/SHTI190236.
[PMID] 31437938.
2019
Assessing the Validity of a a priori Patient-Trial Generalizability Score using Real-world Data from a Large Clinical Data Research Network: A Colorectal Cancer Clinical Trial Case Study.
AMIA … Annual Symposium proceedings. AMIA Symposium.
2019:1101-1110
[PMID] 32308907.
View on:
PubMed
2019
Building Computational Models to Predict One-Year Mortality in ICU Patients with Acute Myocardial Infarction and Post Myocardial Infarction Syndrome.
AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science.
2019:407-416
[PMID] 31258994.
View on:
PubMed
2019
Classification Tree Analysis of Factors Associated with Oral Cancer Exam.
American journal of health behavior.
43(3):635-647
[DOI] 10.5993/AJHB.43.3.16.
[PMID] 31046892.
2019
Clinical correlates of workplace injury occurrence and recurrence in adults.
PloS one.
14(9)
[DOI] 10.1371/journal.pone.0222603.
[PMID] 31513669.
2019
Diabetes Technology Society Report on the FDA Digital Health Software Precertification Program Meeting.
Journal of diabetes science and technology.
13(1):128-139
[DOI] 10.1177/1932296818810436.
[PMID] 30394807.
2019
Efficacy and Effectiveness of Mobile Health Technologies for Facilitating Physical Activity in Adolescents: Scoping Review
JMIR mHealth and uHealth.
7(2)
[DOI] 10.2196/11847.
[PMID] 30747716.
2019
Enhancing Prediction Models for One-Year Mortality in Patients with Acute Myocardial Infarction and Post Myocardial Infarction Syndrome.
Studies in health technology and informatics.
264:273-277
[DOI] 10.3233/SHTI190226.
[PMID] 31437928.
2019
Exploring Lung Cancer Screening Discussions on Twitter.
Studies in health technology and informatics.
264:2011-2012
[DOI] 10.3233/SHTI190760.
[PMID] 31438454.
2019
Facilitation or Hindrance: Physicians’ Perception on Best Practice Alerts (BPA) Usage in an Electronic Health Record System.
Health communication.
34(9):942-948
[DOI] 10.1080/10410236.2018.1443263.
[PMID] 29485296.
2019
Implementing a hash-based privacy-preserving record linkage tool in the OneFlorida clinical research network.
JAMIA open.
2(4):562-569
[DOI] 10.1093/jamiaopen/ooz050.
[PMID] 32025654.
2019
Injury Burden in the United States: Accurate, Reliable, and Timely Surveillance Using Electronic Health Care Data.
American journal of public health.
109(12):1702-1706
[DOI] 10.2105/AJPH.2019.305306.
[PMID] 31622141.
2019
Knowledge of Palliative Care Among American Adults: 2018 Health Information National Trends Survey
Journal of Pain and Symptom Management.
58(1):39-47.e3
[DOI] 10.1016/j.jpainsymman.2019.03.014.
View on:
Publisher’s Site
2019
Leveraging deep learning to understand health beliefs about the Human Papillomavirus Vaccine from social media
npj Digital Medicine.
2(1)
[DOI] 10.1038/s41746-019-0102-4.
[PMID] 31304374.
2019
Low Rates of Patient-Reported Physician-Patient Discussion about Lung Cancer Screening among Current Smokers: Data from Health Information National Trends Survey.
Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology.
28(5):963-973
[DOI] 10.1158/1055-9965.EPI-18-0629.
[PMID] 31023697.
2019
MADEx: A System for Detecting Medications, Adverse Drug Events, and Their Relations from Clinical Notes.
Drug safety.
42(1):123-133
[DOI] 10.1007/s40264-018-0761-0.
[PMID] 30600484.
2019
PCSK9 Inhibitor Use in the Real World: Data From the National Patient-Centered Research Network.
Journal of the American Heart Association.
8(9)
[DOI] 10.1161/JAHA.118.011246.
[PMID] 31020929.
2019
Raiders of the lost HARK: a reproducible inference framework for big data science
Palgrave Communications.
5(1)
[DOI] 10.1057/s41599-019-0340-8.
View on:
Publisher’s Site
2019
Risk of health morbidity for the uninsured: 10-year evidence from a large hospital center in Boston, Massachusetts.
International journal for quality in health care : journal of the International Society for Quality in Health Care.
31(5):325-330
[DOI] 10.1093/intqhc/mzy175.
[PMID] 30137334.
2019
Secondary use of standardized nursing care data for advancing nursing science and practice: a systematic review.
Journal of the American Medical Informatics Association : JAMIA.
26(11):1401-1411
[DOI] 10.1093/jamia/ocz086.
[PMID] 31188439.
2019
Selected articles from the Third International Workshop on Semantics-Powered Data Analytics (SEPDA 2018).
BMC medical informatics and decision making.
19(Suppl 4)
[DOI] 10.1186/s12911-019-0855-3.
[PMID] 31391050.
2019
STAT: A Web-based Semantic Text Annotation Tool to Assist Building Mental Health Knowledge Base.
IEEE International Conference on Healthcare Informatics. IEEE International Conference on Healthcare Informatics.
2019
[DOI] 10.1109/ICHI.2019.8904503.
[PMID] 31903451.
2019
Statistical thinking, machine learning.
Journal of clinical epidemiology.
116:136-137
[DOI] 10.1016/j.jclinepi.2019.08.003.
[PMID] 31425737.
2019
Understanding Perceptions and Attitudes in Breast Cancer Discussions on Twitter.
Studies in health technology and informatics.
264:1293-1297
[DOI] 10.3233/SHTI190435.
[PMID] 31438134.
2019
Use of Social Media in Health Communication: Findings From the Health Information National Trends Survey 2013, 2014, and 2017.
Cancer control : journal of the Moffitt Cancer Center.
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Protocol for Development of a Reporting Guideline for Causal and Counterfactual Prediction Models
.
[DOI] 10.1101/2021.11.19.21266604.
View on:
Publisher’s Site
Unraveling COVID-19: a large-scale characterization of 4.5 million COVID-19 cases using CHARYBDIS
.
[DOI] 10.21203/rs.3.rs-279400/v1.
[PMID] 33688639.
Using Real-World Data to Rationalize Clinical Trials Eligibility Criteria Design: A Case Study of Alzheimer’s Disease Trials
.
[DOI] 10.1101/2020.08.02.20166629.
View on:
Publisher’s Site
Using Social Media Data to Understand the Impact of Promotional Information on Laypeople�s Discussions: A Case Study of Lynch Syndrome (Preprint)
.
[DOI] 10.2196/preprints.9266.
View on:
Publisher’s Site
Validate Real-World Data-based Endpoint Measures of Cancer Treatment Outcomes
.
[DOI] 10.1101/2021.06.10.21258706.
View on:
Publisher’s Site
Grants
Sep 2021
ACTIVE
Scaling Interoperable Clinical Decision Support for Patient-Centered Chronic Pain Care
Role: Co-Investigator
Funding: AGCY HEALTHCARE RES AND QUALITY
Jul 2021
ACTIVE
Developing and Evaluating a Machine-Learning Opioid Prediction & Risk-Stratification E-Platform (DEMONSTRATE)
Role: Co-Investigator
Funding: NATL INST OF HLTH NIDA
Jun 2021
ACTIVE
Personalized screening for lung cancer: the importance of co-existing chronic conditions to clinical practice and policy
Role: Co-Investigator
Funding: NATL INST OF HLTH NCI
May 2021
ACTIVE
Harmonizing and Integrating Nursing Data into Multidisciplinary Datasets to Evaluate Hospital Care and Readmissions of Older Adults with Alzheimers Disease and Alzheimers Disease-Related Dementias
Role: Co-Investigator
Funding: NATL INST OF HLTH NIA
May 2021
ACTIVE
Evaluating Public Perception of Pesticides Using Social Media Data Analysis
Role: Co-Investigator
Funding: SYNGENTA CROP PROTECTION LLC
Apr 2021
ACTIVE
Advancing Interdisciplinary Science of Aging through Identification of Iatrogenic Complications: The UF EHR Clinical Data Infrastructure for Enhanced Patient Safety among the Elderly (UF-ECLIPSE)
Role: Co-Investigator
Funding: NATL INST OF HLTH NIA
Apr 2021
ACTIVE
Optimizing the Population Representativeness of Older Adults in Cancer Trials
Role: Principal Investigator
Funding: NATL INST OF HLTH NCI
Apr 2021
ACTIVE
Advancing Drug Repositioning for Alzheimers Disease using Real-world Data
Role: Principal Investigator
Funding: NATL INST OF HLTH NIA
Dec 2020
ACTIVE
Novel, High-Impact Studies Evaluating Health System and Healthcare Professional Responsiveness to COVID-19
Role: Co-Investigator
Funding: AGCY HEALTHCARE RES AND QUALITY
Sep 2020
ACTIVE
Using Real-world Data to Assess the Burden of Diabetes in Children and Adolescents in Florida
Role: Principal Investigator
Funding: CTRS FOR DISEASE CONTROL AND PREVENTION
Sep 2020
ACTIVE
Linking VA and non-VA data to study the risk of suicide in chronic pain patients
Role: Principal Investigator
Funding: WEILL MED COLLEGE OF CORNELL UNIV NY
via NATL INST OF HLTH NIMH
Aug 2020
ACTIVE
The External Exposome and COVID-19 Severity
Role: Principal Investigator
Funding: NATL INST OF HLTH NIEHS
Aug 2020
ACTIVE
Using Electronic Health Records from a Large Clinical Data Research Network to Understand Cancer Burden and Cancer Risks Among Transgender and Gender Nonconforming (TGNC) Individuals
Role: Principal Investigator
Funding: NATL INST OF HLTH NCI
Aug 2020
ACTIVE
Optimizing the Population Representativeness of Older Adults in Alzheimer's Disease and Related Dementia Clinical Trials
Role: Principal Investigator
Funding: NATL INST OF HLTH NIA
Jul 2020
ACTIVE
Sunshine Portal Year 2
Role: Co-Investigator
Funding: FL OFFICE OF EARLY LEARNING
via ADMN FOR CHILDREN AND FAMILIES
Jun 2020
ACTIVE
1Florida Alzheimers Disease Research Center
Role: Co-Investigator
Funding: NATL INST OF HLTH NIA
Apr 2020
– Sep 2020
IBM Task Order – Development of New and Innovative Methods for Automated Reporting for CBER-Regulated Biological Products – FDA Task Order 2, Order # 75F40119F19002
Role: Co-Investigator
Funding: IBM CORP
via US FOOD AND DRUG ADMN
Jan 2020
– Aug 2020
The provision of research and evaluation to determine the short and long-term human health impacts from harmful algal blooms (HABs)
Role: Co-Investigator
Funding: FL DEPT OF HLTH
Jan 2020
ACTIVE
Extracting information from clinical narratives for Clinical Outcomes Research
Role: Co-Investigator
Funding: PATIENT-CENTERED OUTCOMES RES INST
Jan 2020
ACTIVE
The benefits and harms of lung cancer screening in Florida
Role: Principal Investigator
Funding: NATL INST OF HLTH NCI
Jan 2020
– Mar 2020
Data Science in Health Informatics Workshop with Deep Learning Winter 2020
Role: Co-Investigator
Funding: *NORTHEASTERN UNIVERSITY OF CHINA
Dec 2019
ACTIVE
Artificial Intelligence-aided Personalization on Dual Antiplatelet Therapy for Patients Underwent Coronary Stent Implantation Using Large-scale Electronic Health Records
Role: Principal Investigator
Funding: UNIV OF TEXAS HLTH SCI CTR HOUSTON
via AMER HEART ASSOCIATION
Oct 2019
ACTIVE
Clinically-Efficient Strategies to Address Tobacco Smoke Exposure in Pediatric Practice
Role: Co-Investigator
Funding: FL DEPT OF HLTH BIOMED RES PGM/J&E KING
Sep 2019
ACTIVE
Tailored Clinical Decision Support Formats Designed to Improve Palliative Care for Cancer and Chronically Ill Patients: A Pre-Clinical Test
Role: Co-Investigator
Funding: NATL INST OF HLTH NINR
Jul 2019
ACTIVE
Text and Talk: A multi-level intervention to increase provider HPV vaccine recommendation effectiveness
Role: Co-Investigator
Funding: NATL INST OF HLTH NCI
Jul 2019
ACTIVE
UF Health Cancer Center Pilot Projects funded by UF Foundation Allocated Funds
Role: Project Manager
Funding: UF FOUNDATION
Jul 2019
– Sep 2019
Data Science in Health Informatics Workshop Summer 2019
Role: Principal Investigator
Funding: *NORTHEASTERN UNIVERSITY OF CHINA
Apr 2019
– Mar 2021
Advancing Interdisciplinary Science of Aging through Identification of Iatrogenic Complications: The UF EHR Clinical Data Infrastructure for Enhanced Patient Safety among the Elderly (UF-ECLIPSE)
Role: Co-Investigator
Funding: NATL INST OF HLTH NIA
Feb 2019
– Feb 2021
Utilizing Data from the Electronic Medical Record to Predict Alzheimers and Dementia Risk
Role: Co-Investigator
Funding: FL DEPT OF HLTH ED ETHEL MOORE ALZHEIMER
Jan 2019
ACTIVE
Systematic Analysis of Clinical Study Generalizability Assessment Methods with Informatics
Role: Principal Investigator
Funding: FL STATE UNIV
via NATL INST OF HLTH NIA
Dec 2018
– Feb 2019
Data Science in Health Informatics Workshop Winter 2019
Role: Principal Investigator
Funding: *NORTHEASTERN UNIVERSITY OF CHINA
Sep 2018
ACTIVE
Using PCORnet to Compare Blood Pressure Control Strategies
Role: Other
Funding: UNIV OF CALIFORNIA SAN FRANCISCO
via PATIENT-CENTERED OUTCOMES RES INST
Jul 2018
ACTIVE
Implementing a Guidelines-Based M-Health Intervention for High Risk Asthma Patients
Role: Principal Investigator
Funding: ARKANSAS CHILDRENS RESEARCH INSTITUTE
via NATL INST OF HLTH NINR
Jun 2018
– Dec 2018
2018 Data Science in Health Informatics Summer Workshop
Role: Principal Investigator
Funding: *NORTHEASTERN UNIVERSITY OF CHINA
Dec 2017
– Aug 2018
The Mid-South CDRN
Role: Co-Investigator
Funding: VANDERBILT UNIVERSITY MEDICAL CENTER
via PATIENT-CENTERED OUTCOMES RES INST
Sep 2017
ACTIVE
A Person-Centric Prediction Model of Job Loss based on Social Media Data and Linguistic and Linguistic Analytics
Role: Co-Investigator
Funding: NATL SCIENCE FOU
Nov 2016
– Oct 2017
Planning for congenital Zika syndrome surveillance in PCORnet and Sentinel
Role: Co-Investigator
Funding: PATIENT-CENTERED OUTCOMES RES INST
Oct 2016
– Mar 2020
FL's Next Gen of Prescription Drug Related Surveillance: Data into Insights that Enhance PDMP Best Practices
Role: Co-Investigator
Funding: US DEPT OF JUSTICE
Sep 2016
– Jun 2021
Improving Patient Reported Outcome Data for Research through Seamless Integration of the PROMIS Toolkit into EHR Workflows
Role: Principal Investigator
Funding: NORTHWESTERN UNIV
via NATL INST OF HLTH NCATS
Aug 2016
ACTIVE
Methods and Software for Lifecourse Epidemiology Data and Sample Size Analysis
Role: Co-Investigator
Funding: UNIV OF COLORADO DENVER & ANSCHUTZ MED
via NATL INST OF HLTH NIGMS
Feb 2015
ACTIVE
UF Health Cancer Center Pilot Project Grants funded through the Florida Consortium of National Cancer Institute Centers Program
Role: Project Manager
Funding: UF HEALTH SHANDS HOSPITAL
Education
Ph.D. – Integrated Computing
2010
·
University of Arkansas at Little Rock
M.S. – Computer Science
2008
·
University of Arkansas at Little Rock
B.S. – Architectural Environment & Equipment Engineering
2005
·
Tongji University
Teaching Profile
Courses Taught
2020
GMS6850 Foundations of Biomedical Informatics
2018,2020
GMS6806 Security and Privacy for Clinical Research
2015-2018
GMS6803 Data Science for Clinical Research
2018
GMS7979 Advanced Research
2018
GMS7980 Research for Doctoral Dissertation
2018
NGR7980 Research for Doctoral Dissertation
2017-2018
NGR7979 Advanced Research
2016
GMS6090 Research in Medical Sciences
2015
GMS6888 Mentored Research Hop
Contact Details
Phones:
- Business:
- (352) 273-8878
Emails:
- Business:
- bianjiang@ufl.edu
Research Coordinator:
