Publications

Full list at Google Scholar

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2025

Deep phenotyping of health-disease continuum in the Human Phenotype Project
Lee Reicher, Smadar Shilo, Anastasia Godneva, et al.
Nature Medicine [paper]

Phenome-wide associations of sleep characteristics in the Human Phenotype Project
Sarah Kohn, Alon Diament, Anastasia Godneva, Raja Dhir, Adina Weinberger, Yotam Reisner, Hagai Rossman, Eran Segal.
Nature Medicine [paper]

Multimodal AI correlates of glucose spikes in people with normal glucose regulation, pre-diabetes and type 2 diabetes
Mattia Carletti, Jay Pandit, Matteo Gadaleta, et al.
Nature Medicine [paper]

Diet shapes the gut microbiome: cross-sectional and longitudinal insights from the Human Phenotype Project
Tomer Segev, Daniel Barak, Liron Zahavi, Anastasia Godneva, Michal Rein, David Krongauz, Hagai Rossman, Adina Weinberger, Eran Segal.
medRxiv preprint [paper]

A foundation model for continuous glucose monitoring data
Guy Lutsker, Gal Sapir, Anastasia Godneva, Smadar Shilo, et al.
Nature [paper]

2024

COMPRER: A Multimodal Foundation Model for Cardiovascular Imaging
Guy Lutsker, Hagai Rossman, Nastya Godneva, Eran Segal.
medRxiv preprint [paper]

Continuous glucose monitoring and intrapersonal variability in fasting glucose
Smadar Shilo, Ayya Keshet, Hagai Rossman, Anastasia Godneva, Yeela Talmor-Barkan, Yaron Aviv, Eran Segal.
Nature Medicine [paper]

Genome-wide association studies and polygenic risk score phenome-wide association studies across complex phenotypes in the Human Phenotype Project
Zachary Levine, Iris Kalka, Dmitry Kolobkov, Hagai Rossman, et al.
Med [paper]

Unveiling associations between retinal microvascular architecture and phenotypes across thousands of healthy subjects
Michal Shapira, Smadar Shilo, Yeela Talmor-Barkan, et al.
medRxiv preprint [paper]

2023

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 [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]

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.
NeurIPS ML4H Workshop [paper]

2022

PyMSM: Python package for Competing Risks and Multi-State models for Survival Data
Hagai Rossman, Ayya Keshet, Malka Gorfine.
JOSS [paper] [code]

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 [paper]

Estimating the effect of cesarean delivery on long-term childhood health across two countries
Ayya Keshet, Hagai Rossman, Smadar Shilo, et al.
PLOS ONE [paper] [code]

2021

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

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

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

Cohort profile: 10K - a large-scale prospective longitudinal study in Israel
Smadar Shilo, Noam Bar, Ayya Keshet, et al.
European Journal of Epidemiology [paper]

Stress-related emotional and behavioural impact following the first COVID-19 outbreak peak
Asaf Benjamin, Yael Kuperman, Noa Eren, et al.
Molecular Psychiatry [paper]

Anosmia, ageusia, and other COVID-19-like symptoms in association with a positive SARS-CoV-2 test
Carole H Sudre, Ayya Keshet, et al.
Lancet Digital Health [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 [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, et al.
Med [paper]

2020

A framework for identifying regional outbreak and spread of COVID-19 from one-minute population-wide surveys
Hagai Rossman, Ayya Keshet, Smadar Shilo, et al.
Nature Medicine [paper]

Longitudinal symptom dynamics of COVID-19 infection
Barak Mizrahi, Smadar Shilo, Hagai Rossman, et al.
Nature Communications [paper]

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

Prediction of gestational diabetes based on nationwide electronic health records
Nitzan Artzi, Smadar Shilo, Eran Hadar, Hagai Rossman, et al.
Nature Medicine [paper]

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

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, et al.
medRxiv preprint [paper]