Detecting Opioid Use Disorder in Health Claims Data With Positive Unlabeled Learning.

Scott A. Malec Scott Alexander Malec

Praveen Kumar Fariha Moomtaheen Scott A. Malec Jeremy J. Yang Cristian Bologa Kristan Alexander Schneider Yiliang Zhu 0001 Mauricio Tohen Gerardo Villarreal Douglas J. Perkins Elliot M. Fielstein Sharon E. Davis Michael E. Matheny Christophe G. Lambert Detecting Opioid Use Disorder in Health Claims Data With Positive Unlabeled Learning. 750-757 2025 February 29 IEEE J. Biomed. Health Informatics 2 https://doi.org/10.1109/JBHI.2024.3515805 db/journals/titb/titb29.html#KumarMMYBSZTVPFDML25 streams/journals/titb

Praveen Kumar Vincent T. Metzger Scott Alexander Malec Unsupervised Latent Pattern Analysis for Estimating Type 2 Diabetes Risk in Undiagnosed Populations. 49:1-49:10 2025 BCB https://doi.org/10.1145/3765612.3767225 conf/bcb/2025 db/conf/bcb/bcb2025.html#KumarMM25

Praveen Kumar Vincent T. Metzger Scott A. Malec Unsupervised Latent Pattern Analysis for Estimating Type 2 Diabetes Risk in Undiagnosed Populations. 2025 May abs/2505.21824 CoRR https://doi.org/10.48550/arXiv.2505.21824 db/journals/corr/corr2505.html#abs-2505-21824 streams/journals/corr

Scott A. Malec Sanya Bathla Taneja Steven M. Albert C. Elizabeth Shaaban Helmet T. Karim Arthur S. Levine Paul Munro Tiffany J. Callahan Richard D. Boyce Causal feature selection using a knowledge graph combining structured knowledge from the biomedical literature and ontologies: A use case studying depression as a risk factor for Alzheimer's disease. 104368 2023 June 142 J. Biomed. Informatics https://doi.org/10.1016/j.jbi.2023.104368 db/journals/jbi/jbi142.html#MalecTASKLMCB23

Tiffany J. Callahan Ignacio J. Tripodi Adrianne L. Stefanski Luca Cappelletti Sanya Bathla Taneja Jordan M. Wyrwa Elena Casiraghi Nicolas A. Matentzoglu Justin T. Reese Jonathan C. Silverstein Charles Tapley Hoyt Richard D. Boyce Scott A. Malec Deepak R. Unni Marcin P. Joachimiak Peter N. Robinson Christopher J. Mungall Emanuele Cavalleri Tommaso Fontana Giorgio Valentini Marco Mesiti Lucas A. Gillenwater Brook E. Santangelo Nicole A. Vasilevsky Robert Hoehndorf Tellen D. Bennett Patrick B. Ryan George Hripcsak Michael G. Kahn Michael Bada William A. Baumgartner Jr. Lawrence E. Hunter An Open-Source Knowledge Graph Ecosystem for the Life Sciences. 2023 abs/2307.05727 CoRR https://doi.org/10.48550/arXiv.2307.05727 db/journals/corr/corr2307.html#abs-2307-05727

Scott A. Malec Steve Albert Using structured knowledge to help identify and prevent M-bias. 2022 AMIA https://knowledge.amia.org/76677-amia-1.4637602/f008-1.4640715/f008-1.4640716/1071-1.4641173/982-1.4641170 conf/amia/2022 db/conf/amia/amia2022.html#MalecA22

Scott A. Malec Peng Wei Elmer V. Bernstam Richard D. Boyce Trevor Cohen Using computable knowledge mined from the literature to elucidate confounders for EHR-based pharmacovigilance. 103719 2021 117 J. Biomed. Informatics https://doi.org/10.1016/j.jbi.2021.103719 https://www.wikidata.org/entity/Q112638179 db/journals/jbi/jbi117.html#MalecWBBC21

Scott A. Malec Peng Wei Hua Xu 0001 Elmer V. Bernstam Sahiti Myneni Trevor Cohen Literature-Based Discovery of Confounding in Observational Clinical Data. 2016 AMIA https://knowledge.amia.org/amia-63300-1.3360278/t007-1.3362675/f007-1.3362676/2497876-1.3362769/2500224-1.3362764 conf/amia/2016 db/conf/amia/amia2016.html#MalecWXBMC16 Piroska Lendvai Thierry Declerck Sándor Darányi Scott A. Malec Propp Revisited: Integration of Linguistic Markup into Structured Content Descriptors of Tales. 327-330 2010 DH http://dh2010.cch.kcl.ac.uk/academic-programme/abstracts/papers/html/ab-753.html conf/dihu/2010 db/conf/dihu/dh2010.html#LendvaiDDM10 Piroska Lendvai Thierry Declerck Sándor Darányi Pablo Gervás Raquel Hervás Scott A. Malec Federico Peinado Integration of Linguistic Markup into Semantic Models of Folk Narratives: The Fairy Tale Use Case. 2010 LREC http://www.lrec-conf.org/proceedings/lrec2010/summaries/654.html conf/lrec/2010 db/conf/lrec/lrec2010.html#LendvaiDDGHMP10 Steve Albert Steven M. Albert Michael Bada William A. Baumgartner Jr. Tellen D. Bennett Elmer V. Bernstam Cristian Bologa Richard D. Boyce Tiffany CallahanTiffany J. Callahan Luca Cappelletti Elena Casiraghi Emanuele Cavalleri Trevor Cohen Sándor Darányi Sharon E. Davis Thierry Declerck Elliot M. Fielstein Tommaso Fontana Pablo Gervás Lucas A. Gillenwater Raquel Hervás Robert Hoehndorf Charles Tapley Hoyt George Hripcsak Lawrence HunterLawrence E. Hunter Marcin P. Joachimiak Michael G. Kahn Helmet T. Karim Praveen Kumar Christophe G. Lambert Piroska Lendvai Arthur S. Levine Nicolas MatentzogluNicolas A. Matentzoglu Michael E. Matheny Marco Mesiti Vincent T. Metzger Fariha Moomtaheen Chris MungallChristopher J. Mungall Paul Munro Sahiti Myneni Federico Peinado Douglas J. Perkins Justin T. Reese Peter N. Robinson Patrick B. Ryan Brook E. Santangelo Kristan Alexander Schneider C. Elizabeth Shaaban Jonathan C. Silverstein Adrianne L. Stefanski Sanya Bathla Taneja Mauricio Tohen Ignacio TripodiIgnacio J. Tripodi Deepak R. Unni Giorgio Valentini Nicole A. Vasilevsky Gerardo Villarreal Peng Wei Jordan M. Wyrwa Hua Xu 0001 Jeremy J. Yang Yiliang Zhu 0001