TY - JOUR
T1 - How inconsistent multidimensional reviews on physicians influence patient decisions on online healthcare platforms
T2 - A response surface analysis
AU - Liu, Yan
AU - Li, Yang Jun
AU - Cheung, Christy M.K.
AU - Yan, Zhijun
AU - Li, Xin
N1 - Publisher Copyright:
© 2026 Elsevier Ltd
PY - 2026/12
Y1 - 2026/12
N2 - While review inconsistency has been widely examined in the literature, multidimensional review inconsistency constitutes a unique but underexplored phenomenon, especially in patients' evaluations of physicians. Drawing upon the stereotype content model, our study examines the congruence effects (i.e., the effects of the types of congruence, the degree of incongruence, and the types of incongruence) between physicians’ competence and warmth on patient decisions. We designed two studies: Study 1 collected a panel dataset from a leading Chinese online aesthetic medicine platform, and Study 2 involved a controlled randomized experiment. Results from polynomial regression and response surface analysis suggest that as a physician's competence and warmth ratings increase simultaneously, the likelihood of patients choosing that physician increases at an increasing rate. The degree of competence-warmth incongruence negatively impacts patients’ choices of physicians. Incongruence with low competence but high warmth has a stronger negative impact on patients’ choices of physicians compared to incongruence with low warmth but high competence. We further find that trust in physicians mediates the congruence effects of physicians’ competence and warmth on patient decisions. Implications for both research and practice are further discussed.
AB - While review inconsistency has been widely examined in the literature, multidimensional review inconsistency constitutes a unique but underexplored phenomenon, especially in patients' evaluations of physicians. Drawing upon the stereotype content model, our study examines the congruence effects (i.e., the effects of the types of congruence, the degree of incongruence, and the types of incongruence) between physicians’ competence and warmth on patient decisions. We designed two studies: Study 1 collected a panel dataset from a leading Chinese online aesthetic medicine platform, and Study 2 involved a controlled randomized experiment. Results from polynomial regression and response surface analysis suggest that as a physician's competence and warmth ratings increase simultaneously, the likelihood of patients choosing that physician increases at an increasing rate. The degree of competence-warmth incongruence negatively impacts patients’ choices of physicians. Incongruence with low competence but high warmth has a stronger negative impact on patients’ choices of physicians compared to incongruence with low warmth but high competence. We further find that trust in physicians mediates the congruence effects of physicians’ competence and warmth on patient decisions. Implications for both research and practice are further discussed.
KW - Inconsistent reviews
KW - Medical service
KW - Patient reviews
KW - Polynomial regression and response surface analysis
KW - Stereotype content model
KW - Trust
UR - https://www.scopus.com/pages/publications/105045014400
U2 - 10.1016/j.ijinfomgt.2026.103108
DO - 10.1016/j.ijinfomgt.2026.103108
M3 - Article
AN - SCOPUS:105045014400
SN - 0268-4012
VL - 91
JO - International Journal of Information Management
JF - International Journal of Information Management
M1 - 103108
ER -