Publications

Journal publications

CGMap: Characterizing continuous glucose monitor data in thousands of non-diabetic individuals
Ayya Keshet, Smadar Shilo, Anastasia Godneva, Yeela Talmor-Barkan, Yaron Aviv, Eran Segal, Hagai Rossman.
Cell Metabolism 2023 [paper]

COVID-19 dynamics after a national immunization program in Israel
Hagai Rossman, Smadar Shilo, Tomer Meir, Malka Gorfine, Uri Shalit, Eran Segal.
Nature Medicine 2021 [paper] [press: Economist] [press: Financial times]

Hospital load and increased COVID-19 related mortality in Israel
Hagai Rossman, Tomer Meir, Jonathan Somer, Smadar Shilo, Rom Gutman, Asaf Ben-Arie, Eran Segal, Uri Shalit, Malka Gorfine.
Nature Communications 2021 [paper] [code] [press]

PyMSM: Python package for Competing Risks and Multi-State models for Survival Data
Hagai Rossman, Ayya Keshet, Malka Gorfine.
Journal of Open Source Software 2022 [paper] [code]

Prediction of Childhood obesity from nationwide health records
Hagai Rossman, Smadar Shilo, Shiri Hazan, Nitzan Artzi, Eran Hadar, Ran Balicer, Becca Feldman, Arnon Wiznitzer, Eran Segal.
Journal of Pediatrics 2021 [paper]

Estimating the effect of cesarean delivery on long term childhood health across two countries
Ayya Keshet, Hagai Rossman, Smadar Shilo, Shiri Barbash-Hazan, Guy Amit, Maytal Bivas-Benita, Chen Yanover, Irena Girshovitz, Pinchas Akiva, Avi Ben-Haroush, Eran Hadar, Arnon Wiznitzer, Eran Segal.
[paper] [code]

Nowcasting the spread of SARS-CoV-2
Hagai Rossman & Eran Segal.
Nature Microbiology 2021 [paper]

Signals of hope: Gauging the impact of a rapid national vaccination campaign
Smadar Shilo, Hagai Rossman, Eran Segal.
Nature Reviews Immunology 2021 [paper]

A framework for identifying regional outbreak and spread of COVID-19 from one-minute population-wide surveys
Hagai Rossman, Ayya Keshet, Smadar Shilo, Amir Gavrieli, Tal Bauman, Ori Cohen, Ran Balicer, Benjamin Geiger, Yuval Dor, Eran Segal.
Nature Medicine 2020 [paper]

Longitudinal symptom dynamics of COVID-19 infection
Barak Mizrahi, Smadar Shilo, Hagai Rossman, Nir Kalkstein, Karni Marcus, Yael Barer, Ayya Keshet, Na’ama Shamir-Stein, Varda Shalev, Anat Ekka Zohar, Gabriel Chodick, Eran Segal.
Nature Communications 2020 [paper] [blog]

The role of models in the covid-19 pandemic
David M. Steinberg, Ran D. Balicer, Yoav Benjamini, Hilla De-Leon, Doron Gazit, Hagai Rossman & Eli Sprecher.
Israel Journal of Health Policy Research 2022 [paper]

Building an International Consortium for Tracking Coronavirus Health Status
Segal et. al.
Nature Medicine 2020 [paper]

Prediction of gestational diabetes based on nationwide electronic health records
Nitzan Artzi, Smadar Shilo, Eran Hadar, Hagai Rossman, Shiri Hazan, Avi Ben-Haroush, Ran Balicer, Becca Feldman, Arnon Wiznitzer, Eran Segal.
Nature Medicine 2020 [paper]

Axes of a revolution: challenges and promises of big data in healthcare
Smadar Shilo, Hagai Rossman, Eran Segal.
Nature Medicine 2020 [paper]

A Prediction Model to Prioritize Individuals for a SARS-CoV-2 Test Built from National Symptom Surveys
Saar Shoer, Tal Karady, Ayya Keshet, Smadar Shilo, Hagai Rossman, Amir Gavrieli, Tomer Meir, Amit Lavon, Dmitry Kolobkov, Iris Kalka, Anastasia Godneva, Ori Cohen, Adam Kariv, Ori Hoch, Mushon Zer-Aviv, Noam Castel, Anat Ekka Zohar, Angela Irony, Benjamin Geiger, Dorit Hizi, Varda Shalev, Ran Balicer, Eran Segal.
Med 2020 [paper]

Head-to-head efficacy and safety of rivaroxaban, apixaban, and dabigatran in an observational nationwide targeted trial
Yeela Talmor-Barkan, Nancy-Sarah Yacovzada, Hagai Rossman, Guy Witberg, Iris Kalka, Ran Kornowski, Eran Segal.
European Heart Journal-Cardiovascular Pharmacotherapy [paper]

Cohort profile: 10K - a large-scale prospective longitudinal study in Israel
Smadar Shilo, Noam Bar, Ayya Keshet, Yeela Talmor-Barkan, Hagai Rossman, Anastasia Godneva, Yaron Aviv, Yochai Edlitz, Lee Reicher, Dmitry Kolobkov, Bat Chen Wolf, Maya Lotan-Pompan, Kohava Levi, Ori Cohen, Hila Saranga, Adina Weinberger, Eran Segal.
European Journal of Epidemiology 2021 [paper]

Stress-related emotional and behavioural impact following the first COVID-19 outbreak peak
Asaf Benjamin, Yael Kuperman, Noa Eren, Ron Rotkopf, Maya Amitai, Hagai Rossman, Smadar Shilo, Tomer Meir, Ayya Keshet, Orit Nuttman-Shwartz, Eran Segal & Alon Chen.
Molecular Psychiatry 2021 [paper]

Anosmia and other SARS-CoV-2 positive test-associated symptoms, across three national, digital surveillance platforms as the COVID-19 pandemic and response unfolded: an observation study
Sudre, Keshet, et. al.
Lancet Digital Health 2021 [paper]

Estimating Heritability of Glycaemic Response to Metformin using Nationwide Electronic Health Records and Population-Sized Pedigree
Iris Kalka, Amir Gavrieli, Smadar Shilo, Hagai Rossman, Nitzan Artzi, Nancy-Sarah Yacovzada, Eran Segal.
Communications medicine 2021 [paper]

Preprints

The effect of a national lockdown in response to COVID-19 pandemic on the prevalence of clinical symptoms in the population
Ayya Keshet, Amir Gavrieli, Hagai Rossman, Smadar Shilo, Tomer Meir, Tal Karady, Amit Lavon, Dmitry Kolobkov, Iris Kalka, Saar Shoer, Anastasia Godneva, Ori Cohen, Adam Kariv, Ori Hoch, Mushon Zer-Aviv, Noam Castel, Anat Ekka Zohar, Angela Irony, Benjamin Geiger, Yuval Dor, Dorit Hizi, Ran Balicer, Varda Shalev, Eran Segal.
[preprint]

Conference & poster presentations

A Multimodal Dataset of 21,412 Recorded Nights for Sleep and Respiratory Research  Alon Diament, Maria Gorodetski, Adam Jankelow, Ayya Keshet, Tal Shor, Daphna Weissglas-Volkov, Hagai Rossman, Eran Segal.
Neural Information Processing Systems (NeurIPS) Machine Learning in Health workshop, 2023

Childhood obesity prediction and risk factor analysis from nationwide health records
Hagai Rossman, Smadar Shilo, Nitzan Artzi, Eran Segal.
Neural Information Processing Systems (NeurIPS) Machine Learning in Health workshop, Montreal 2018

Learning metabolic representations of health and disease in multi-omic datasets
Noam Bar, Hagai Rossman, Amir gavrieli, Uri Shacham, Eran Segal.
Neural Information Processing Systems (NeurIPS) Learning Meaningful Representations of Life workshop, Vancouver 2019

Leveraging nationwide data and domain expertise to infer causal effect of cesarean section birth on long term pediatric health
Ayya Keshet, Hagai Rossman, Shiri Hazan, Smadar Shilo, Eran Hadar, Avi Ben-Haroush, Arnon Wiznitzer, Eran Segal.
Machine Learning in Real Life workshop ICLR 2020

Rapid deployment of a nationwide, one-minute, online symtpoms survey during the outbreak and spread of COVID-19 - framework and application Keshet et. al. ICML 2020 Workshop, Healthcare Systems, Population Health, and the Role of Health-Tech

Who Should We Test for COVID-19? A Triage Model Built from National Symptom Surveys (Spotlight) Shoer et. al. ICML 2020 Workshop, Healthcare Systems, Population Health, and the Role of Health-Tech