Much of current health care methods and procedures are guided by population data, obtained from controlled experiments or observational studies. However, the task of going from these data to the level of individual behavior requires counterfactual logic, which has been formalized and algorithmatized in the past 2 decades (as narrated in Chapter 8 of The Book of Why), and is still a mystery to most machine learning researchers.The immediate area where this development could have assisted the COVID 19 pandemic predicament concerns the question of prioritizing patients who are in need for treatment, testing, or other scarce resources.The entire enterprise known as medicine and, more generally, any enterprise requiring inference from populations to individuals, rests on counterfactual analysis, and AI now holds the key theoretical tools for operationalizing this analysis.People ask me why these capabilities are not part of the standard tool sets available for handling health care management. The answer lies again in training and education.
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They are to be open through Sept.Pasadena’s Rose Bowl Aquatic Center is gradually resuming operations at reduced capacity, lockers closed and water fountains disabled.Piers at Venice and Cabrillo beaches are closed, even for fishing. Also, the Venice Boardwalk is open to people who grab a bite to eat or shop at a store, not to recreational walkers, cyclists or runners.Riverside County leaders have allowed golf courses to reopen, with restrictions. Hiking, bike and horseback riding on trails and in parks are also permitted under the county’s health order.California state parksState officials continue to urge Californians to stay close to home, but the parks system has been gradually reopening.