06 May 2020
Uri Shalit (Technion)
Clalit health services is the healthcare provider for 4.5 million people in Israel. In the middle of March, with the pandemic starting to spread in Israel, it urgently needed to build a COVID-19 risk score. The score was meant to be used to warn people at risk, offer special “at-home” health services, and prioritize testing and care. The main challenge was the dearth of data: no datasets or scores have been published at that time, and the only data available was univariate marginals from China. This data was in the form of probability of death conditioned on age groups and comorbidities, separately. We developed a score by bootstrapping an existing Israeli flu risk-model to the univariate marginals from China: this required creating an approximate multivariate model for China, and adjusting the Israeli flu-model to match the marginals from China. The risk model we created was deployed and widely used in Israel.
We are currently analyzing detailed Israeli patient data in order to create much more accurate models.