Hurley Lex, O'Shea Nisha G, Nezami Brooke T, Valle Carmina G, Tate Deborah F
Department of Health Behavior, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.
Research Triangle Institute International, Research Triangle Park, North Carolina, USA.
Digit Health. 2025 Jan 9;11:20552076241312569. doi: 10.1177/20552076241312569. eCollection 2025 Jan-Dec.
Digital behavior change interventions can successfully promote change in behavioral outcomes, but often suffer from steep decreases in engagement over time, which hampers their effectiveness. Providing feedback on goal performance is an established technique to promote goal attainment; however, theory indicates that sending goal-discrepant feedback messages could cause some users to respond more negatively than others. This analysis assessed whether goal-discrepant messaging was negatively associated with participant engagement, and if this relationship was exacerbated by baseline depressive symptoms within the context of a three-month weight loss pilot mHealth intervention.
This analysis applied a generalization of log-linear regression analysis with = 52 participants (78.8% female, 61.5% white, ages 21-35) to assess the likelihood of reading consecutive program messages following receipt of messages with goal-discrepant content.
Receipt of goal-discrepant messages was associated with a significantly lower likelihood (RR = 0.89) of participants reading the next program message sent, compared to receiving positive/neutral messages or no message, but these relationships were not influenced by depressive symptoms in this sample.
Feedback on goal performance remains an important behavior change technique; however, sending push messages that alert participants to their goal-discrepant status seems to reduce the likelihood that participants will read future program messages. Sending messages containing positive or neutral content does not seem to carry this negative risk among individuals in goal-discrepant states.
数字行为改变干预措施能够成功促进行为结果的改变,但往往随着时间的推移参与度会急剧下降,这会妨碍其有效性。提供目标绩效反馈是促进目标达成的一项既定技术;然而,理论表明,发送与目标不符的反馈信息可能会导致一些用户比其他用户产生更消极的反应。本分析评估了与目标不符的信息传递是否与参与者的参与度呈负相关,以及在为期三个月的减肥移动健康干预背景下,这种关系是否会因基线抑郁症状而加剧。
本分析对52名参与者(78.8%为女性,61.5%为白人,年龄在21 - 35岁之间)应用了对数线性回归分析的推广方法,以评估在收到与目标不符的内容信息后阅读连续项目信息的可能性。
与收到积极/中性信息或未收到信息相比,收到与目标不符的信息后,参与者阅读下一条发送的项目信息的可能性显著降低(相对风险 = 0.89),但在该样本中,这些关系不受抑郁症状的影响。
目标绩效反馈仍然是一种重要的行为改变技术;然而,发送提醒参与者其目标不符状态的推送信息似乎会降低参与者阅读未来项目信息的可能性。在处于目标不符状态的个体中,发送包含积极或中性内容的信息似乎不会带来这种负面风险。