Collective-Intelligence Recommender Systems: Advancing Computer Tailoring for Health Behavior Change Into the 21st Century

Rajani Shankar Sadasivam   ¹ , PhD ;   Sarah L Cutrona   ^{1, 2, 3} , MPH,MD ;   Rebecca L Kinney   ¹ , MPH ;   Benjamin M Marlin   ⁴ , PhD ;   Kathleen M Mazor   ² , EdD ;   Stephenie C Lemon   ⁵ , PhD ;   Thomas K Houston   ^{1, 6} , MPH,MD

¹ Division of Health Informatics and Implementation Science, Department of Quantitative Health Science, University of Massachusetts Medical School, Worcester, MA, United States

² Meyers Primary Care Institute, University of Massachusetts Medical School, Worcester, MA, United States

³ Division of General Medicine and Primary Care, University of Massachusetts Medical School, Worcester, MA, United States

⁴ College of Information and Computer Sciences, , University of Massachusetts Amherst, Amherst, MA, United States

⁵ Division of Preventive and Behavioral Medicine, University of Massachusetts Medical School, Worcester, MA, United States

⁶ eHealth Quality Enhancement Research Initiative (QUERI), Center for Healthcare Organization and Implementation Research (CHOIR), Veteran’s Health Administration, Bedford, MA, United States