A new approach to integrating patient-generated data with expert knowledge for personalized goal setting: A pilot study.

•Sparse self-monitoring data present challenges for machine learning methods.•Qualitative modeling of dietitian reasoning over patient data resulted in a knowledge model.•To dietitians, the knowledge model represented how recommendations from patient data are made.•Synthesizing patient data and clinical knowledge may improve personalized decision-making.