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•This randomized controlled trial compared diagnostic rates and care planning by nurses in nurse practitioner training randomized to a mobile health decision support system (mHealth DSS) versus a control group for obesity and overweight, tobacco use, and depression.•Nurse practitioner students were assigned within specialty to receive mHealth DSS for 1 of 3 conditions.•Patient encounter (N = 34,349)...
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