Sengwee Toh

8.0k total citations · 2 hit papers
200 papers, 5.5k citations indexed

About

Sengwee Toh is a scholar working on Statistics and Probability, Public Health, Environmental and Occupational Health and Economics and Econometrics. According to data from OpenAlex, Sengwee Toh has authored 200 papers receiving a total of 5.5k indexed citations (citations by other indexed papers that have themselves been cited), including 56 papers in Statistics and Probability, 44 papers in Public Health, Environmental and Occupational Health and 43 papers in Economics and Econometrics. Recurrent topics in Sengwee Toh's work include Advanced Causal Inference Techniques (38 papers), Health Systems, Economic Evaluations, Quality of Life (37 papers) and Statistical Methods in Clinical Trials (30 papers). Sengwee Toh is often cited by papers focused on Advanced Causal Inference Techniques (38 papers), Health Systems, Economic Evaluations, Quality of Life (37 papers) and Statistical Methods in Clinical Trials (30 papers). Sengwee Toh collaborates with scholars based in United States, Canada and Taiwan. Sengwee Toh's co-authors include Sonia Hernández–Dı́az, Sven Cnattingius, Jeffrey S. Brown, Miguel A. Hernán, Susan E. Andrade, Richard Platt, Pamala A. Pawloski, Bruce Fireman, Marsha A. Raebel and Luis A. Garcı́a Rodrı́guez and has published in prestigious journals such as JAMA, SHILAP Revista de lepidopterología and Annals of Internal Medicine.

In The Last Decade

Sengwee Toh

192 papers receiving 5.4k citations

Hit Papers

align trajectories

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

Risk of pre-eclampsia in first and subsequent pregnancies: prospective cohort study

2009 412 citations Sengwee Toh et al. profile →
Comparative Effectiveness and Safety of Bariatric Procedures for Weight Loss

2018 209 citations David Arterburn, Robert Wellman et al. Annals of Internal Medicine profile →

Peers

Countries citing papers authored by Sengwee Toh

Since Specialization

Citations

This map shows the geographic impact of Sengwee Toh's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Sengwee Toh with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Sengwee Toh more than expected).

Fields of papers citing papers by Sengwee Toh

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Sengwee Toh. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Sengwee Toh. The network helps show where Sengwee Toh may publish in the future.

Co-authorship network of co-authors of Sengwee Toh

This figure shows the co-authorship network connecting the top 25 collaborators of Sengwee Toh. A scholar is included among the top collaborators of Sengwee Toh based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Sengwee Toh. Sengwee Toh is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

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20 of 20 papers shown

#	Work	Indexed citations
1	Crossing borders securely: synthetic data and federated networks for privacy-preserving access to real-world data and emerging use cases 2025 ·npj Digital Medicine ·(unknown), Puja Myles, Randi E. Foraker, Sengwee Toh, Lucy Mosquera, Khaled El Emam, Mehmet Burcu	0
2	Comparative BMI-z Changes With Initiation and Adherence to Antidepressant Medications Among Youth 2025 ·Journal of the American Academy of Child & Adolescent Psychiatry ·Sheryl L. Rifas‐Shiman, Jessica G. Young, (unknown), Matthew F. Daley, William J. Heerman, David M. Janicke, W. Schuyler Jones, Kristina H. Lewis, Pi‐I D. Lin, (unknown), L. Charles Bailey, Sengwee Toh, Joshua Petimar, Jason P. Block	0
3	High-dimensional multiple imputation for partially observed confounders including natural language processing–derived auxiliary covariates 2025 ·American Journal of Epidemiology ·Janick Weberpals, Pamela A. Shaw, Kueiyu Joshua Lin, Richard Wyss, Joseph M. Plasek, Li Zhou, (unknown), (unknown), Sudha R. Raman, Bradley G. Hammill, Hana Lee, Sengwee Toh, John G. Connolly, Kimberly J. Dandreo, Fang Tian, Wei Liu, (unknown), José J. Hernández‐Muñoz, Sebastian Schneeweiß, Rishi Desai	1
4	Analyzing missingness patterns in real-world data using the SMDI toolkit: application to a linked EHR-claims pharmacoepidemiology study 2024 ·BMC Medical Research Methodology ·Sudha R. Raman, Bradley G. Hammill, Pamela A. Shaw, Hana Lee, Sengwee Toh, John G. Connolly, Kimberly J. Dandreo, Vinit Nalawade, Fang Tian, Wei Liu, (unknown), José J. Hernández‐Muñoz, Robert J. Glynn, Rishi Desai, Janick Weberpals	2
5	Tree-based scan statistics to generate drug repurposing hypotheses: a test case using sodium-glucose cotransporter-2 inhibitors 2024 ·American Journal of Epidemiology ·(unknown), Judith C. Maro, Shirley Wang, Sengwee Toh, Jedidiah I Morton, Jenni Ilomäki, (unknown), Xiaojuan Li	0
6	smdi: an R package to perform structural missing data investigations on partially observed confounders in real-world evidence studies 2024 ·JAMIA Open ·Janick Weberpals, Sudha R. Raman, Pamela A. Shaw, Hana Lee, Bradley G. Hammill, Sengwee Toh, John G. Connolly, Kimberly J. Dandreo, Fang Tian, Wei Liu, (unknown), José J. Hernández‐Muñoz, Robert J. Glynn, Rishi Desai	6
7	Medication-Induced Weight Change Across Common Antidepressant Treatments 2024 ·Annals of Internal Medicine ·Joshua Petimar, Jessica G. Young, Yu Han, Sheryl L. Rifas‐Shiman, Matthew F. Daley, William J. Heerman, David M. Janicke, W. Schuyler Jones, Kristina H. Lewis, Pi‐I D. Lin, (unknown), (unknown), Sengwee Toh, Jason P. Block	15
8	Utilization, user characteristics, and adverse outcomes of insulin glargine originators and follow-on drug in patients with diabetes in the United States 2023 ·Journal of Managed Care & Specialty Pharmacy ·Ashish Rai, (unknown), Aaron B. Mendelsohn, James Marshall, Cara L. McDermott, Sengwee Toh, (unknown)	2
9	High‐dimensional propensity scores for empirical covariate selection in secondary database studies: Planning, implementation, and reporting 2022 ·Pharmacoepidemiology and Drug Safety ·Jeremy A. Rassen, Patrick Blin, (unknown), Romain Neugebauer, Robert W. Platt, Anton Pottegård, Sebastian Schneeweiß, Sengwee Toh	23
10	Association between glucagon‐like peptide‐1 receptor agonists and biliary‐related diseases in patients with type 2 diabetes: A nationwide cohort study 2022 ·Pharmacotherapy The Journal of Human Pharmacology and Drug Therapy ·Yaa‐Hui Dong, Jo‐Hsuan Wu, Chia‐Hsuin Chang, Jou‐Wei Lin, Li‐Chiu Wu, Sengwee Toh	13
11	Automatable Distributed Regression Analysis of Vertically Partitioned Data Facilitated by PopMedNet: Feasibility and Enhancement Study 2021 ·JMIR Medical Informatics ·Qoua L. Her, (unknown), (unknown), Aleksandra Slavković, (unknown), Sengwee Toh	1
12	Estimating the marginal hazard ratio by simultaneously using a set of propensity score models: A multiply robust approach 2021 ·Statistics in Medicine ·(unknown), Peisong Han, Rui Wang, Sengwee Toh	4
13	Distributed Regression Analysis Application in Large Distributed Data Networks: Analysis of Precision and Operational Performance 2020 ·JMIR Medical Informatics ·Qoua L. Her, Jessica Malenfant, Zilu Zhang, (unknown), Jessica G. Young, (unknown), (unknown), (unknown), Marsha A. Raebel, Denise M. Boudreau, Sengwee Toh	3
14	Variance estimation in inverse probability weighted Cox models 2020 ·Biometrics ·(unknown), Jessica G. Young, Sengwee Toh, Rui Wang	28
15	Use of real‐world evidence in regulatory decisions for rare diseases in the United States—Current status and future directions 2020 ·Pharmacoepidemiology and Drug Safety ·(unknown), Cunlin Wang, Sengwee Toh, Federica Pisa, (unknown)	72
16	Controlling Confounding in a Study of Oral Anticoagulants: Comparing Disease Risk Scores Developed Using Different Follow-Up Approaches 2019 ·SHILAP Revista de lepidopterología ·Justin Bohn, Sebastian Schneeweiß, Robert J. Glynn, Sengwee Toh, Richard Wyss, Rishi Desai, Joshua J. Gagne	3
17	Comparing Prescribing and Dispensing Data of the PCORnet Common Data Model Within PCORnet Antibiotics and Childhood Growth Study 2019 ·SHILAP Revista de lepidopterología ·Pi‐I D. Lin, Matthew F. Daley, Janne Boone‐Heinonen, Sheryl L. Rifas‐Shiman, L. Charles Bailey, Christopher B. Forrest, Casie Horgan, Jessica L. Sturtevant, Sengwee Toh, Jessica G. Young, Jason P. Block, (unknown)	12
18	Comparative effectiveness of bariatric procedures among adolescents: the PCORnet bariatric study 2018 ·Surgery for Obesity and Related Diseases ·Thomas H. Inge, R. Yates Coley, Lydia Bazzano, Stavra A. Xanthakos, Kathleen M. McTigue, David Arterburn, Neely Williams, (unknown), Karen J. Coleman, Anita P. Courcoulas, Nirav K. Desai, Jane Anau, Roy Pardee, Sengwee Toh, Cheri Janning, Andrea J. Cook, Jessica L. Sturtevant, Casie Horgan, (unknown), Marc P. Michalsky	62
19	Extension of Disease Risk Score–Based Confounding Adjustments for Multiple Outcomes of Interest: An Empirical Evaluation 2018 ·American Journal of Epidemiology ·Rishi Desai, Richard Wyss, Yinzhu Jin, Justin Bohn, Sengwee Toh, (unknown), (unknown), Jessica Kim, (unknown), Rita Ouellet‐Hellstrom, Sara Karami, Jacqueline M. Major, (unknown), Shirley Wang, Joshua J. Gagne	8
20	Comparative Effectiveness and Safety of Bariatric Procedures for Weight Loss 2018 ·Annals of Internal Medicine ·David Arterburn, Robert Wellman, Ana B. Emiliano, Steven R. Smith, Andrew Odegaard, Sameer B. Murali, Neely Williams, Karen J. Coleman, Anita P. Courcoulas, R. Yates Coley, Jane Anau, Jamy D. Ard, Sengwee Toh, Cheri Janning, Andrea J. Cook, Jessica L. Sturtevant, Casie Horgan, Kathleen M. McTigue	5

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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