Levy N1, Campbell U1, Sheridan P1, Lenis D2, Madsen A3, O’Doherty I1, Estrin A4, Iyer M1, McDonald S3, Becnel L5, Belli A6, Carrigan G7, Chan KA8, Chen J9, Chia VM10, Dhopeshwarkar N11, Eckert JC12, Fernandes L13, Goldstein M14, Greshock J15, Hendricks-Sturrup R16, Huang J17, Jiao X18, Khosla S19, Lunacsek O20, McRoy L21, Natanzon Y22, Ovbiosa O23, Pace ND23, Pinheiro S23, Quinn J24, Rees M25, Rider J26, Rimawi M27, Robinson T25, Rodriguez-Watson C28, Sangli C29, Sarsour K15, Schneeweiss S30, Shapiro M31, Stewart M32, Taylor A17, Wang C6, Wasserman A24, Zhang Y19 1Aetion, Inc, New York, NY, USA, 2Aetion, Inc., NY, NY, USA, 3Aetion, Inc, Brooklyn, NY, USA, 4Aetion Inc., New York, NY, USA, 5Pfizer, New York, NY, USA, 6COTA, Inc, Boston, MA, USA, 7Amgen Inc., Thousand Oaks, CA, USA, 8TriNetX, LLC, Cambridge, MA, USA, 9Tempus, Chicago, IL, USA, 10Amgen Inc, Thousand Oaks, CA, USA, 11TriNetX, Cambridge, MA, USA, 12Reagan-Udall Foundation for the Food and Drug Administration, Washington, DC, USA, 13ConcertAI, New York, NY, USA, 14XCures, oakland, CA, USA, 15Johnson and Johnson, New Brunswick, NJ, USA, 16Duke-Margolis Center for Health Policy, Washington, DC, USA, 17Gilead Sciences, Foster City, CA, USA, 18Duke Margolis Center, Washington, DC, USA, 19AstraZeneca, Gaithersburg, MD, USA, 20Bayer, Whippany, NJ, USA, 21Pfizer, Inc., New York, NY, USA, 22ConcertAI, Cambridge, MA, USA, 23AbbVie, North Chicago, IL, USA, 24xCures, Oakland, CA, USA, 25Loopback Analytics, Dallas, TX, USA, 26Aetion, Inc, Boston, MA, USA, 27Baylor College of Medicine, Houston, TX, USA, 28Reagan-Udall Foundation for the FDA, Washington DC, DC, USA, 29Tempus AI, Inc., Chicago, IL, USA, 30Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA, 31xCures, DURHAM, NC, USA, 32Friends of Cancer Research, Washington, DC, USA