Restorative environmental perception’s influence on post-tour behavior of desert off-road self-driving tourists: the mediating role of flow experience
Open accessAbstract
Desert tourism has always been one of the main types of adventure tourism in the world. Restorative environmental perception and flow experience are closely related concepts in adventure activities, but few studies have examined the mechanisms of their effects on tourists’ post-tour behaviors. Desert off-road self-driving tours, as a typical adventure tourism project, are suitable for studying the relationships among three factors. We chose the Kumutag Desert as our study area, as it attracts many off-road self-driving tourists every year. Based on SOR theory, data were collected through questionnaires, and partial least squares structural equation models were constructed using SmartPLS 3.0 software. It was found that (1) restorative environmental perception has a direct positive impact on visitors’ flow experiences; (2) flow experience has a direct positive influence on tourists’ revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists’ post-tour behaviors; (4) flow experience partially mediates the relationships among novelty, escape, fascination, compatibility, and post-tour behavior. This article deepens the understanding of the mechanism by which restorative environmental perception and flow experience affect tourists’ post-tour behaviors while expanding the scope through three studies and providing theoretical support for subsequent research on adventure tourism.
AI snapshot
Written from the paper’s full text.
TL;DR
This study uses SOR theory and PLS-SEM to examine how restorative environmental perception and flow experience shape post-tour behavior among desert off-road self-driving tourists in the Kumutag Desert. It finds that restorative environmental perception positively affects flow experience, flow experience positively affects revisit and recommendation behaviors, and flow experience partially mediates the effects of novelty, escape, fascination, and compatibility on post-tour behavior.
Key findings
- Restorative environmental perception significantly and positively influenced flow experience (path coefficient = 0.826, t = 39.9, p = 0), and flow experience significantly and positively influenced post-tour behavior (path coefficient = 0.419, t = 6.59, p = 0).
- Among restorative environmental perception dimensions, novelty, escape, fascination, and compatibility had direct positive effects on post-tour behavior: escape = 0.329, novelty = 0.263, fascination = 0.284, compatibility = 0.200; coherence was not retained/supported.
- Flow experience partially mediated the relationships between novelty, escape, fascination, compatibility, and post-tour behavior, with VAF values of 59%, 52%, 58%, and 71%, respectively.
- The overall model explained 60% of the variance in post-tour behavior (R² = 0.60), with Q² = 0.59 for flow experience and Q² = 0.55 for post-tour behavior; GoF = 0.73.
Methods
- Design: questionnaire-based structural equation modeling grounded in the stimulus-organism-response (SOR) model, using partial least squares (PLS) in SmartPLS 3.0.
- Sample and setting: desert off-road self-driving tourists at the Longmen Inn off-road base on the northern edge of the Kumutag Desert, Xinjiang; after a prestudy with 50 valid samples, formal data collection yielded 147 valid online questionnaires and 257 valid offline questionnaires, totaling 404 valid questionnaires with a 90% effective rate.
- Measures and analysis: restorative environmental perception was measured with Guo et al.’s five-dimensional, 21-item scale; flow experience with Jackson and Marsh’s 27-item, nine-dimensional Flow State Scale; post-tour behavior with two items on recommendation and revisit, all on five-point Likert scales. Analysis included reliability/validity testing, path analysis, bootstrapping with 5,000 repetitions, and mediation testing via VAF.
Limitations
- Stated: the study area was limited to the Kumutag Desert and did not examine how different desert qualities affect visitor experience; future work should expand the study area and period.
- Stated: the study did not include tourists’ subjective intentions or physical/mental health status, which may limit causal inference; future research should use physiological tools such as ERP and EDA.
- Stated and evident: driving proficiency differences were not controlled, and future studies could add driver specialization as a moderator with a control group; additionally, the sample was 76.7% male and the coherence dimension plus several flow dimensions failed reliability and were excluded, which may limit generalizability and alter the tested model.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 36 cited sources checked · 0 supported · 0 flagged
- Findingown data
In desert off-road self-driving tourism, flow experience partially mediates the relationship between fascination and post-tour behavior.
“It was found that (1) restorative environmental perception has a direct positive impact on visitors' flow experiences; (2) flow experience has a direct positive influence on tourists' revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists' post-tour behaviors; (4) flow”
Quote in the paperSubstantial claim - Findingown data
In desert off-road self-driving tourism, novelty in restorative environmental perception has a direct positive influence on tourists' post-tour behaviors.
“It was found that (1) restorative environmental perception has a direct positive impact on visitors' flow experiences; (2) flow experience has a direct positive influence on tourists' revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists' post-tour behaviors; (4) flow”
Quote in the paperSubstantial claim - Findingown data
In desert off-road self-driving tourism, fascination in restorative environmental perception has a direct positive influence on tourists' post-tour behaviors.
“It was found that (1) restorative environmental perception has a direct positive impact on visitors' flow experiences; (2) flow experience has a direct positive influence on tourists' revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists' post-tour behaviors; (4) flow”
Quote in the paperSubstantial claim - Findingown data
In desert off-road self-driving tourism, flow experience partially mediates the relationship between novelty and post-tour behavior.
“It was found that (1) restorative environmental perception has a direct positive impact on visitors' flow experiences; (2) flow experience has a direct positive influence on tourists' revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists' post-tour behaviors; (4) flow”
Quote in the paperSubstantial claim - Findingown data
In desert off-road self-driving tourism, restorative environmental perception has a direct positive impact on tourists' flow experience.
“It was found that (1) restorative environmental perception has a direct positive impact on visitors' flow experiences; (2) flow experience has a direct positive influence on tourists' revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists' post-tour behaviors; (4) flow”
Quote in the paperSubstantial claim
- Findingown data
In desert off-road self-driving tourism, flow experience partially mediates the relationship between escape and post-tour behavior.
“It was found that (1) restorative environmental perception has a direct positive impact on visitors' flow experiences; (2) flow experience has a direct positive influence on tourists' revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists' post-tour behaviors; (4) flow”
Quote in the paperSubstantial claim - Findingown data
In desert off-road self-driving tourism, flow experience has a direct positive influence on tourists' recommendation behaviors.
“It was found that (1) restorative environmental perception has a direct positive impact on visitors' flow experiences; (2) flow experience has a direct positive influence on tourists' revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists' post-tour behaviors; (4) flow”
Quote in the paperSubstantial claim - Findingown data
In desert off-road self-driving tourism, escape in restorative environmental perception has a direct positive influence on tourists' post-tour behaviors.
“It was found that (1) restorative environmental perception has a direct positive impact on visitors' flow experiences; (2) flow experience has a direct positive influence on tourists' revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists' post-tour behaviors; (4) flow”
Quote in the paperSubstantial claim - Findingown data
In desert off-road self-driving tourism, flow experience has a direct positive influence on tourists' revisit behaviors.
“It was found that (1) restorative environmental perception has a direct positive impact on visitors' flow experiences; (2) flow experience has a direct positive influence on tourists' revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists' post-tour behaviors; (4) flow”
Quote in the paperSubstantial claim - Findingown data
In desert off-road self-driving tourism, compatibility in restorative environmental perception has a direct positive influence on tourists' post-tour behaviors.
“It was found that (1) restorative environmental perception has a direct positive impact on visitors' flow experiences; (2) flow experience has a direct positive influence on tourists' revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists' post-tour behaviors; (4) flow”
Quote in the paperSubstantial claim - Findingown data
In desert off-road self-driving tourism, flow experience partially mediates the relationship between compatibility and post-tour behavior.
“It was found that (1) restorative environmental perception has a direct positive impact on visitors' flow experiences; (2) flow experience has a direct positive influence on tourists' revisit behaviors and recommendation behaviors; (3) novelty, escape, fascination, and compatibility in restorative environmental perception have a direct positive influence on tourists' post-tour behaviors; (4) flow”
Quote in the paperSubstantial claim - Findingown data
Flow experience mediates the relationship between compatibility and post-tour behavior (indirect effect = 0.492, 95% CI [0.358, 0.619], p < 0.001, VAF = 71%).
“| CO -> FE -> PTB | 0.492 | 7.386 | 0.358 | 0.619 | 0 | 71 |”
Quote in the paperSubstantial claim - Findingown data
Compatibility has a positive effect on post-tour behavior (path coefficient = 0.2, t = 2.235, p = 0.025).
“| CO -> PTB | 0.2 | 2.235 | 0.025 | support |”
Quote in the paperSubstantial claim - Findingown data
The novelty dimension of restorative environmental perception significantly and positively affects post-tour behavior.
“the novelty, escape, fascination, and compatibility dimensions significantly and positively affected post-tour behavior”
- Also stated in: § 5. Conclusions · plain
“novelty, escape, fascination, and compatibility have a direct and positive influence on tourists' post-tour behavior”
Quote in the paperSubstantial claim - Also stated in: § 5. Conclusions · plain
- Findingown data
Flow experience partially mediates the relationship between novelty and post-tour behavior.
“the flow experience mediates the relationships among novelty, escape, fascination, compatibility, and post-tour behavior, and H4b, H4c, H4d, and H4e are supported”
- Also stated in: § 4.4. Intermediation Effect Test · plain
“the flow experience acts as a partial mediator in the mediated pathways of novelty, escape, fascination, and compatibility”
- Also stated in: § 5. Conclusions · plain
“the flow experience partially mediates the relationship between novelty, escape, fascination, compatibility, and tourists' post-tour behaviors”
Quote in the paperSubstantial claim- Rests on an assumption: Self-driving tourists need to use skills, improve concentration, and exert a sense of control during desert off-road to become fully immersed and gain flow experience.
- Also stated in: § 4.4. Intermediation Effect Test · plain
- Findingown data
Flow experience partially mediates the relationship between fascination and post-tour behavior.
“the flow experience mediates the relationships among novelty, escape, fascination, compatibility, and post-tour behavior, and H4b, H4c, H4d, and H4e are supported”
- Also stated in: § 4.4. Intermediation Effect Test · plain
“the flow experience acts as a partial mediator in the mediated pathways of novelty, escape, fascination, and compatibility”
- Also stated in: § 5. Conclusions · plain
“the flow experience partially mediates the relationship between novelty, escape, fascination, compatibility, and tourists' post-tour behaviors”
Quote in the paperSubstantial claim- Rests on an assumption: Self-driving tourists need to use skills, improve concentration, and exert a sense of control during desert off-road to become fully immersed and gain flow experience.
- Also stated in: § 4.4. Intermediation Effect Test · plain
- Findingown data
Flow experience has a positive effect on post-tour behavior (path coefficient = 0.419, t = 6.59, p < 0.001).
“| FE -> PTB | 0.419 | 6.59 | 0 | support |”
Quote in the paperSubstantial claim - Findingown data
The fascination dimension of restorative environmental perception significantly and positively affects post-tour behavior.
“the novelty, escape, fascination, and compatibility dimensions significantly and positively affected post-tour behavior”
- Also stated in: § 5. Conclusions · plain
“novelty, escape, fascination, and compatibility have a direct and positive influence on tourists' post-tour behavior”
Quote in the paperSubstantial claim - Also stated in: § 5. Conclusions · plain
- Findingown data
Flow experience mediates the relationship between escape and post-tour behavior (indirect effect = 0.366, 95% CI [0.299, 0.431], p < 0.001, VAF = 52%).
“| ES -> FE -> PTB | 0.366 | 11.02 | 0.299 | 0.431 | 0 | 52 |”
Quote in the paperSubstantial claim - Findingown data
The compatibility dimension of restorative environmental perception significantly and positively affects post-tour behavior.
“the novelty, escape, fascination, and compatibility dimensions significantly and positively affected post-tour behavior”
- Also stated in: § 5. Conclusions · plain
“novelty, escape, fascination, and compatibility have a direct and positive influence on tourists' post-tour behavior”
Quote in the paperSubstantial claim - Also stated in: § 5. Conclusions · plain
- Findingown data
Flow experience mediates the relationship between fascination and post-tour behavior (indirect effect = 0.395, 95% CI [0.33, 0.46], p < 0.001, VAF = 58%).
“| FA -> FE -> PTB | 0.395 | 11.92 | 0.33 | 0.46 | 0 | 58 |”
Quote in the paperSubstantial claim - Findingown data
Novelty has a positive effect on post-tour behavior (path coefficient = 0.263, t = 4.29, p < 0.001).
“| NO -> PTB | 0.263 | 4.29 | 0 | support |”
Quote in the paperSubstantial claim - Findingown data
The escape dimension of restorative environmental perception significantly and positively affects post-tour behavior.
“the novelty, escape, fascination, and compatibility dimensions significantly and positively affected post-tour behavior”
- Also stated in: § 5. Conclusions · plain
“novelty, escape, fascination, and compatibility have a direct and positive influence on tourists' post-tour behavior”
Quote in the paperSubstantial claim - Also stated in: § 5. Conclusions · plain
- Findingnone given
The mediating role of flow experience in the compatible post-tour behavioral path is significantly stronger than in the other three paths.
“Therefore, the mediating role of flow experience in the compatible post-tour behavioral path is significantly stronger than those in the other three paths.”
Quote in the paperSubstantial claim - Findingown data
Restorative environmental perception significantly and positively influences flow experience.
“restorative environmental perception significantly and positively influenced flow experience”
- Also stated in: § 5. Conclusions · plain
“Restorative environmental perception has a direct and positive impact on visitors' flow experiences”
Quote in the paperSubstantial claim- Rests on an assumption: The Kumutag Desert is a restorative environment (a place of attention recovery).
- Rests on an assumption: Self-driving tourists need to use skills, improve concentration, and exert a sense of control during desert off-road to become fully immersed and gain flow experience.
- Also stated in: § 5. Conclusions · plain
- Findingown data
Flow experience mediates the relationship between novelty and post-tour behavior (indirect effect = 0.379, 95% CI [0.318, 0.44], p < 0.001, VAF = 59%).
“| NO -> FE -> PTB | 0.379 | 11.99 | 0.318 | 0.44 | 0 | 59 |”
Quote in the paperSubstantial claim - Findingown data
Flow experience partially mediates the relationship between compatibility and post-tour behavior.
“the flow experience mediates the relationships among novelty, escape, fascination, compatibility, and post-tour behavior, and H4b, H4c, H4d, and H4e are supported”
- Also stated in: § 4.4. Intermediation Effect Test · plain
“the flow experience acts as a partial mediator in the mediated pathways of novelty, escape, fascination, and compatibility”
- Also stated in: § 5. Conclusions · plain
“the flow experience partially mediates the relationship between novelty, escape, fascination, compatibility, and tourists' post-tour behaviors”
Quote in the paperSubstantial claim- Rests on an assumption: Self-driving tourists need to use skills, improve concentration, and exert a sense of control during desert off-road to become fully immersed and gain flow experience.
- Also stated in: § 4.4. Intermediation Effect Test · plain
- Findingown data
Flow experience partially mediates the relationship between escape and post-tour behavior.
“the flow experience mediates the relationships among novelty, escape, fascination, compatibility, and post-tour behavior, and H4b, H4c, H4d, and H4e are supported”
- Also stated in: § 4.4. Intermediation Effect Test · plain
“the flow experience acts as a partial mediator in the mediated pathways of novelty, escape, fascination, and compatibility”
- Also stated in: § 5. Conclusions · plain
“the flow experience partially mediates the relationship between novelty, escape, fascination, compatibility, and tourists' post-tour behaviors”
Quote in the paperSubstantial claim- Rests on an assumption: Self-driving tourists need to use skills, improve concentration, and exert a sense of control during desert off-road to become fully immersed and gain flow experience.
- Also stated in: § 4.4. Intermediation Effect Test · plain
- Findingown data
Fascination has a positive effect on post-tour behavior (path coefficient = 0.284, t = 4.448, p < 0.001).
“| FA -> PTB | 0.284 | 4.448 | 0 | support |”
Quote in the paperSubstantial claim - Findingown data
Escape has a positive effect on post-tour behavior (path coefficient = 0.329, t = 5.13, p < 0.001).
“| ES -> PTB | 0.329 | 5.13 | 0 | support |”
Quote in the paperSubstantial claim - Findingown data
Flow experience significantly and positively influences post-tour behavior.
“flow experience significantly and positively influenced post-tour behavior”
- Also stated in: § 5. Conclusions · plain
“which in turn directly and positively influence their post-tour behaviors”
Quote in the paperSubstantial claim- Rests on an assumption: Self-driving tourists need to use skills, improve concentration, and exert a sense of control during desert off-road to become fully immersed and gain flow experience.
- Also stated in: § 5. Conclusions · plain
- Findingown data
The VAF values for the four mediated pathways were 59%, 52%, 58%, and 71%.
“the VAF values for the four mediated pathways were 59%, 52%, 58%, and 71%, all between 20% and 80%, confirming a partial mediating effect of flow experience.”
Quote in the paperSubstantial claim - Findingown data
Restorative environmental perception has a positive effect on flow experience (path coefficient = 0.826, t = 39.9, p < 0.001).
“| REP -> FE | 0.826 | 39.9 | 0 | support |”
Quote in the paperSubstantial claim - Premisecitation
Restorative environmental perception is a predictor of flow experience.
“It has been shown that restorative environments can facilitate the generation of flow experiences because they are often preferred sites for recreational activities and directed attention recovery, so restorative environmental perception is a predictor of flow experience [17,23].”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [17] Kaplan, R., and Kaplan, S. (1989). The Experience of Nature: A Psychological Perspective, Cambridge University Press.
Not checked in the free run.
- cites [23] Hartig, 1997, A Measure of restorative quality in environments, Hous. Theory Soc.
Not checked in the free run.
- Premisecitation
Flow experience has an impact on tourists' post-tour behaviors.
“Cater [8] pointed out that people enjoy the flow experiences generated during adventure activities and want to stay involved in the activity for a long time to experience the wonderful feeling again, so the flow experience will undoubtedly have an impact on tourists' post-tour behaviors.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [8] Cater, 2006, Playing with risk? Participant perceptions of risk and management implications in adventure tourism, Tour. Manag. source
Not checked in the free run.
- Premisecitation
Restorative environmental perception affects visitors' post-tour behaviors.
“Restorative environmental perception affects visitors' flow experiences [7] and post-tour behaviors [1], but it is unclear how restorative environmental perception affects visitors' flow experiences and post-tour behaviors during desert off-road self-driving tours.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [1] Chen, 2018, The Impact of Visitors’ Perceived Destination Restorative Qualities on Satisfaction and Post-tour Behavioral Intentions: A Cse Study of Nankunshan, Tour. Sci.
Not checked in the free run.
- Premisecitation
Restorative environmental perception affects visitors' flow experiences.
“Restorative environmental perception affects visitors' flow experiences [7] and post-tour behaviors [1], but it is unclear how restorative environmental perception affects visitors' flow experiences and post-tour behaviors during desert off-road self-driving tours.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [7] Arnberger, 2012, Exploring Relationships Between Recreation Specialization, Restorative Environments and Mountain Hikers’ Flow Experience, Leis. Sci. source
Not checked in the free run.
- Premisecitation
Restorative environments can facilitate the generation of flow experiences.
“It has been shown that restorative environments can facilitate the generation of flow experiences because they are often preferred sites for recreational activities and directed attention recovery, so restorative environmental perception is a predictor of flow experience [17,23].”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [17] Kaplan, R., and Kaplan, S. (1989). The Experience of Nature: A Psychological Perspective, Cambridge University Press.
Not checked in the free run.
- cites [23] Hartig, 1997, A Measure of restorative quality in environments, Hous. Theory Soc.
Not checked in the free run.
- Study design and conductown data
The model has high overall goodness of fit (GoF = 0.73).
“The GoF value of the model in this study is 0.73, which indicates that the overall goodness of fit of the model is high.”
Quote in the paperSubstantial claim - Study design and conductown data
The coherence dimension and the flow experience dimensions of sense of time distortion, integration of awareness and behavior, and autotelic experience failed the reliability test as first-order latent variables.
“the coherence dimension of restorative environmental perception and the dimensions of a flow experience of a sense of time distortion, integration of awareness and behavior, and autotelic experience failed the reliability test when used as first-order latent variables of the model.”
Quote in the paperSubstantial claim - Premisecitation
The restorative effects of restorative environmental perception vary with environment type.
“related studies have confirmed that the restorative effects of restorative environmental perception vary with environment type [18]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [18] Pals, 2009, Development of the PRCQ: A measure of perceived restorative characteristics of zoo attractions, J. Environ. Psychol. source
Not checked in the free run.
- Interpretationreasoning
The SOR model is applicable to explain the complex mechanism of action between restorative environmental perception, flow experience, and tourists' post-tour behaviors in desert off-road self-driving activities.
“the SOR model is applicable to explain the complex mechanism of action between restorative environmental perception, flow experience, and tourists' post-tour behaviors in desert off-road self-driving activities.”
Quote in the paperSubstantial claim- Rests on an assumption: Desert off-road self-driving tours are an adventure activity.
- Rests on an assumption: The Kumutag Desert is a restorative environment (a place of attention recovery).
- Rests on an assumption: Self-driving tourists need to use skills, improve concentration, and exert a sense of control during desert off-road to become fully immersed and gain flow experience.
- Premisecitation
The main dimensions by which the flow experience influences outcomes vary with activity.
“the main dimensions by which the flow experience influences outcomes vary with activity [59].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [59] Qunming, 2017, Flow Experience Study of Eco-Tourists: A Case Study of Hunan Daweishan Mountain Ski Area, J. Resour. Ecol.
Not checked in the free run.
- Study design and conductown data
The differential validity of the measurement model passed the test.
“the arithmetic square root of the first-order variable AVE is greater than the Pearson correlation coefficient between the variables, indicating that the differential validity of the measurement model has passed the test [70].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [70] Hair, J.F., Black, W.C., Babin, B.J., Anderson, R.E., and Education, P. (2013). Multivariate Data Analysis: Pearson New International Edition, Pearson Schweiz AG.
Not checked in the free run.
- Premisecitation
Participants can derive flow experiences from adventure activities.
“Many studies have found that participants can derive flow experiences from adventure activities [67].”
- Also stated in: § 2.5.4. The Mediating Effect of the Flow Experience · plain
“Many studies have found that participants can derive flow experiences from adventure activities [67].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [67] Jones, 2000, Validation of the Flow Theory in an On-Site Whitewater Kayaking Setting, J. Leisure Res. source
Not checked in the free run.
- Also stated in: § 2.5.4. The Mediating Effect of the Flow Experience · plain
- Interpretationreasoning
The introduction of flow experience as a mediating variable deepens the mechanism of influence of restorative environmental perception on tourists' post-tour behaviors.
“The introduction of the variable of flow experience deepens the mechanism of the influence of restorative environmental perception on tourists' post-tour behaviors”
Quote in the paperSubstantial claim- Rests on an assumption: Self-driving tourists need to use skills, improve concentration, and exert a sense of control during desert off-road to become fully immersed and gain flow experience.
- Study design and conductown data
All variables had good convergent validity (factor loadings >0.7, CR >0.8, AVE >0.6).
“the standardized factor loading coefficients for each question item were greater than 0.7, the combined reliability (CR) for each variable was higher than 0.8, and the average extracted variance (AVE) for each variable was greater than 0.6, meaning that all variables had good convergent validity [69].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [69] Liu, 2017, Tourist Place Perception and Restorative Perception: A Case Study of Fuzhou Hot Spring Park, Tour. Trib.
Not checked in the free run.
- Classified as probably not a substantial claim. 29
- May combine two claims. 13
Classified as probably not a substantial claim. May combine two claims.
PremisecitationFlow experience generated when participating in events such as music festivals and folklore shows increases visitors' willingness to participate in similar events again and to share their experiences.
“The flow experience generated when participating in events such as music festivals and folklore shows increases visitors' willingness to participate in similar events again and to share their experiences [56][57][58].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [56][57][58]
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationThe restorative environmental perceptions of climbers positively influence their flow experiences.
“Studies on the flow experiences of climbers in the Austrian region have confirmed that the restorative environmental perceptions of climbers positively influence their flow experiences [7].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [7] Arnberger, 2012, Exploring Relationships Between Recreation Specialization, Restorative Environments and Mountain Hikers’ Flow Experience, Leis. Sci. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn Kanas, the novelty dimension of restorative environmental perception significantly and positively influences post-tour behavior.
“In a study on the restorative environmental perception of tourists in Kanas, Huang et al. [13] found that the novelty and escape dimensions significantly and positively influence post-tour behavior.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [13] Huang, 2022, Tourists’ Perceived Restorative Qualities and Post-visit Behavioral Intention: The Mechanism and Boundary Condition, Tour. Trib.
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn Guangdong's Nankunshan tourist resort, the compatibility dimension of restorative environmental perception significantly and positively influences tourists' post-tour behavioral intentions.
“In a study of tourists' perceptions of restorative environments in Guangdong's Nankunshan tourist resort, Chen and Xi [1] found that the fascination and compatibility dimensions significantly and positively influence tourists' post-tour behavioral intentions.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [1] Chen, 2018, The Impact of Visitors’ Perceived Destination Restorative Qualities on Satisfaction and Post-tour Behavioral Intentions: A Cse Study of Nankunshan, Tour. Sci.
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationIn recreational mountaineering, flow experiences positively influence visitors' experiences, which in turn influences their post-tour behaviors.
“Studies of recreational mountaineering activities have confirmed that flow experiences positively influence visitors' experiences, which in turn influences their post-tour behaviors [32].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [32] Kim, N.J., Kim, J.O., Lee, J.E., Mydin, O., and Marzuki, A. (2014). An Influence of Outdoor Recreation Participants’ Perceived Restorative Environment on Wellness Effect, Satisfaction and Loyalty. SHS Web Conf., 12. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn ski eco-tourism, flow experiences directly and positively influence tourists' intentions to revisit and recommend.
“A study of the flow experiences of ski eco-tourists found that flow experiences directly and positively influence tourists' intentions to revisit and recommend [59].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [59] Qunming, 2017, Flow Experience Study of Eco-Tourists: A Case Study of Hunan Daweishan Mountain Ski Area, J. Resour. Ecol.
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationThe restorative perceptions of visitors vary with the type of environment.
“Environmental psychology suggests that the restorative perceptions of visitors vary with the type of environment [17] and that there is not a parallel structure between restorative environmental perception dimensions but a differentiated and structural one [63].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [17] Kaplan, R., and Kaplan, S. (1989). The Experience of Nature: A Psychological Perspective, Cambridge University Press.
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationRestorative environmental perception plays multiple chain-mediating roles between tourism involvement and tourists' willingness to revisit.
“Zhou and Ye [61] used restorative environmental perception as a mediating variable to explore the mechanism of action between tourism involvement and tourists' willingness to revisit and found that restorative environmental perception plays multiple chain-mediating roles in the structure of both.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [61] Zhou, H.Y., and Ye, J.M. (2023). Mechanism of Rural Tourism Involvement, Restorative Environmental Perception and Revisiting Intention: A Mixed Model of Mediation and Regulation. Arid Land Geogr., 1–12. Available online: https://kns-cnki-net.webvpn.xju.edu.cn:8040/kcms/detail/65.1103.X.20230116.1601.001.html.
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn Guangdong's Nankunshan tourist resort, the fascination dimension of restorative environmental perception significantly and positively influences tourists' post-tour behavioral intentions.
“In a study of tourists' perceptions of restorative environments in Guangdong's Nankunshan tourist resort, Chen and Xi [1] found that the fascination and compatibility dimensions significantly and positively influence tourists' post-tour behavioral intentions.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [1] Chen, 2018, The Impact of Visitors’ Perceived Destination Restorative Qualities on Satisfaction and Post-tour Behavioral Intentions: A Cse Study of Nankunshan, Tour. Sci.
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn Kanas, the escape dimension of restorative environmental perception significantly and positively influences post-tour behavior.
“In a study on the restorative environmental perception of tourists in Kanas, Huang et al. [13] found that the novelty and escape dimensions significantly and positively influence post-tour behavior.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [13] Huang, 2022, Tourists’ Perceived Restorative Qualities and Post-visit Behavioral Intention: The Mechanism and Boundary Condition, Tour. Trib.
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn cultural heritage tourism sites, the compatibility dimension of restorative environmental perception has a positive effect on tourists' revisit intentions.
“Using the context of cultural heritage tourism sites, Korean researchers found that the compatibility dimension had a positive effect on tourists' revisit intentions [62].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [62] Cho, 2016, Perceived Restorativeness of Visits to Cultural Heritage Sites, Asia Pac. J. Tour. Res. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe beautiful scenery of a ski resort enhanced the flow experiences of skiers.
“Frochot et al. [54] found that the beautiful scenery of a ski resort enhanced the flow experiences of skiers.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [54] Frochot, 2017, Digging deep into the experience—Flow and immersion patterns in a mountain holiday, Int. J. Cult. Tour. Hosp. Res. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationFlow experiences during rafting promote tourists' positive emotions and satisfaction, which in turn influences their recommendation and revisit behaviors.
“The flow experiences tourists have during rafting promote their positive emotions and satisfaction, which in turn influences their recommendation and revisit behaviors [60].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [60] Wu, 2011, The relationship between white-water rafting experience formation and customer reaction: A flow theory perspective, Tour. Manag. source
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationNot all dimensions of restorative environmental perception impact post-tour behavior.
“Previous literature suggests that not all dimensions impact post-tour behavior, thus necessitating individual and meticulous examination of each dimension to refine the effects of restorative environmental perception on tourists' behavior in desert off-road scenarios.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [63] Herzog, 2003, Assessing the restorative components of environments, J. Environ. Psychol. source
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationThere is not a parallel structure between restorative environmental perception dimensions but a differentiated and structural one.
“Environmental psychology suggests that the restorative perceptions of visitors vary with the type of environment [17] and that there is not a parallel structure between restorative environmental perception dimensions but a differentiated and structural one [63].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [63] Herzog, 2003, Assessing the restorative components of environments, J. Environ. Psychol. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe coherence dimension had no significant effect on mountaineering activities.
“Wöran and Arnberger [7] confirmed that the coherence dimension had no significant effect on mountaineering activities”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [7] Arnberger, 2012, Exploring Relationships Between Recreation Specialization, Restorative Environments and Mountain Hikers’ Flow Experience, Leis. Sci. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationFlow experience mediates the influence of tourism service value on tourist satisfaction.
“Xu [64] verified that flow experience mediates the influence of tourism service value on tourist satisfaction and suggested that tourism practitioners should focus on the role of flow experience in influencing tourist satisfaction.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [64] Xu, 2022, The Impact of Tourism Brand Value on Tourist Satisfaction: Based on Immersive Experience Theory Perspective, J. Commer. Econ.
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationFlow experience increases tourists' willingness to travel.
“Zhang et al. [65] explored the mediating role of flow experience in tourists' viewing of short videos, using Ding Zhen's popularity as an example, and confirmed that flow experience increases tourists' willingness to travel.”
- Also stated in: § 2.5.4. The Mediating Effect of the Flow Experience · boosted
“Zhang et al. [65] explored the mediating role of flow experience in tourists' viewing of short videos, using Ding Zhen's popularity as an example, and confirmed that flow experience increases tourists' willingness to travel.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [65] Zhang, 2022, Impacts of Internet Celebrities’ Short Videos on Consumers’ Tourism Attitude: A Case Study on Ding Zhen, Tour. Trib.
Not checked in the free run.
- Also stated in: § 2.5.4. The Mediating Effect of the Flow Experience · boosted
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe main influential dimension of the flow experience during rafting for tourists was the sense of time distortion.
“the main influential dimension of the flow experience during rafting for tourists was the sense of time distortion [60].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [60] Wu, 2011, The relationship between white-water rafting experience formation and customer reaction: A flow theory perspective, Tour. Manag. source
Not checked in the free run.
May combine two claims.
Study design and conductown dataThe Cronbach coefficient of each variable is greater than 0.8, indicating reliability meets requirements.
“The Cronbach coefficient of each variable is greater than 0.8, which means that the reliability of each variable meets the requirements.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationFlow experience mediates the effect of social media travel sharing on travelers' impulsive travel intentions.
“From an immanent perspective, the flow experience mediates the effect of social media travel sharing on travelers' impulsive travel intentions [66].”
- Also stated in: § 2.5.4. The Mediating Effect of the Flow Experience · plain
“From an immanent perspective, the flow experience mediates the effect of social media travel sharing on travelers' impulsive travel intentions [66].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [66] Yao, 2021, The Effect of Social Media Travel Experience Sharing on Potential Tourists’ Impulsive travel intention: Based on Presence Perspective, Nankai Bus. Rev.
Not checked in the free run.
- Also stated in: § 2.5.4. The Mediating Effect of the Flow Experience · plain
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.
Study design and conductnone givenThe sample had good representativeness and enabled a follow-up study.
“The sample had good representativeness and enabled a follow-up study.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThe prestudy excluded question items of four dimensions with Cronbach value below 0.7, and reliability of remaining dimensions was acceptable.
“A total of 50 valid samples were collected, and the results of the analysis excluded the question items of the four dimensions with a Cronbach value below 0.7, and the reliability of the remaining dimensions was acceptable.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe ten prediction dimensions constructed are reasonable according to the characteristics of the Kumutag Desert and the specificity of self-driving activities.
“Therefore, the ten prediction dimensions we constructed are reasonable according to the characteristics of the Kumutag Desert and the specificity of self-driving activities.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductcitationThe Restorative Environment Perception Scale has good reliability and validity and general applicability to Chinese tourists.
“Using a sample of Jiuzhaigou tourists, Guo et al. [27] validated that the Restorative Environment Perception Scale, which consists of five dimensions: coherence, novelty, fascination, escape, and compatibility.It has been shown to have good reliability and validity.The scale has general applicability to Chinese tourists, and we designed the questionnaire with reference to the scale.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [27] Guo, 2014, The Difference and Structural Model of Tourist’s Perceived Restorative Environment, Tour. Trib.
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe sense of time distortion and integration of awareness and behavior in flow experience had no significant effect on the emotional state of tourists.
“Yen and Hsiao [36] confirmed that dimensions such as the sense of time distortion and the integration of awareness and behavior in the flow experience had no significant effect on the emotional state of tourists.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [36] Yen, 2013, Transcendent Experience, Flow and Happiness for Mountain Climbers, Int. J. Tour. Res. source
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
InterpretationreasoningThe research extends the perspective to desert adventure tourists, enriching the scope and object of research on restorative environmental perception.
“We have extended the research perspective to desert adventure tourists, enriching the scope and object of research on restorative environmental perception”
Quote in the paperSubstantial claim- Rests on an assumption: The Kumutag Desert is a restorative environment (a place of attention recovery).
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataA total of 404 valid questionnaires were collected for an effective rate of 90%.
“A total of 404 valid questionnaires were collected for an effective rate of 90%, resulting in a high recovery efficiency and good questionnaire quality.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataThese four dimensions are not the main predictors of tourists' post-tour behaviors in desert off-road self-driving activity and are not part of the internal structural dimensions of the activity.
“The results suggest that these four dimensions are not the main predictors of tourists' post-tour behaviors in desert off-road self-driving activity and are not part of the internal structural dimensions of the activity.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationIn a study on restorative environmental perception of tourists in Kanas, the compatibility dimension did not have a significant effect on post-tour behavior.
“In a study on the restorative environmental perception of tourists in Kanas, the compatibility dimension did not have a significant effect on post-tour behavior [13].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [13] Huang, 2022, Tourists’ Perceived Restorative Qualities and Post-visit Behavioral Intention: The Mechanism and Boundary Condition, Tour. Trib.
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe coherence dimension positively influenced tourists' purchase behaviors while shopping in a mall.
“Rosenbaum et al. [19] found that the coherence dimension positively influenced tourists' purchase behaviors while shopping in a mall”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [19] Rosenbaum, 2016, The restorative potential of shopping malls, J. Retail. Consum. Serv. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe question items were revised for the desert scenario context and through preresearch interviews.
“The above question items were revised for the desert scenario context and through preresearch interviews.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThe measurement model has acceptable reliability and validity, with Cronbach's alpha ≥ 0.85, CR ≥ 0.91, and AVE ≥ 0.71 for all constructs.
“| Variables | Items | Factor Loading | First-Order Variable Factor Loadings | Cronbach's Alpha | CR | AVE |”
- Also stated in: § Variables Items · plain
“| Loss of Self-consciousness | LOSC1 | 0.846 | 0.919 | 0.85 | 0.91 | 0.77 |”
- Also stated in: § Variables Items · plain
“| Novelty | NO1 | 0.758 | 0.904 | 0.86 | 0.91 | 0.71 |”
Quote in the paperSubstantial claim- Also stated in: § Variables Items · plain
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenThe study area was limited to the Kumutag Desert and did not examine the impact of different desert qualities on visitors' sense of experience.
“First, the study area was limited to the Kumutag Desert and did not examine the impact that different desert qualities have on visitors' sense of experience.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningThe study did not include the variable of tourists' subjective intentions, which may limit the causal link in the findings.
“Second, the physical and mental health status of tourists can impact the flow experience, and this study did not include the variable of tourists' subjective intentions, perhaps limiting the causal link in the findings.”
Quote in the paperNot a substantial claim- Rests on an assumption: The physical and mental health status of tourists can impact the flow experience.
The paper relies on this without support.
Few studies have examined the mechanisms by which restorative environmental perception and flow experience affect tourists' post-tour behaviors.
“but few studies have examined the mechanisms of their effects on tourists' post-tour behaviors.”
The paper relies on this without support.
It is unclear how restorative environmental perception affects visitors' flow experiences and post-tour behaviors during desert off-road self-driving tours.
“but it is unclear how restorative environmental perception affects visitors' flow experiences and post-tour behaviors during desert off-road self-driving tours.”
The paper relies on this without support.
Desert off-road self-driving tours are an adventure activity.
“From the perspective of physical strength, challenge, and risk, desert off-road self-driving tours are undoubtedly an adventure activity.”
The paper relies on this without support.
The Kumutag Desert is a restorative environment (a place of attention recovery).
“The desert is typically a place of attention recovery and where adventure happens.”
The paper relies on this without support.
Self-driving tourists need to use skills, improve concentration, and exert a sense of control during desert off-road to become fully immersed and gain flow experience.
“Self-driving tourists need to use skills, improve their concentration, and exert a sense of control during desert off-road to become fully immersed in the activity and gain a flow experience that further influences their post-tour behaviors based on their restorative environmental perceptions.”
The paper relies on this without support.
The physical and mental health status of tourists can impact the flow experience.
“Second, the physical and mental health status of tourists can impact the flow experience, and this study did not include the variable of tourists' subjective intentions, perhaps limiting the causal link in the findings.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
When tourists perceive the environment as restorative, this perception acts as a psychological stimulus, triggering their cognitive and emotional responses.
“When tourists perceive the environment as restorative, this perception acts as a psychological stimulus, triggering their cognitive and emotional responses (Li and He, 2023).”
From A study on the influence of rural tourism’s perceived destination restorative qualities on loyalty based on SOR model (2025) · cites this paper as Li and He, 2023
Cites
Pls-Sem: indeed a silver bullet
Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011) · Journal of Marketing Theory and Practice · doi:10.2753/mtp1069-6679190202 · Cited by 21,631 · see citing works
Wetzels, M., Odekerken-Schröder, G., & van Oppen, C. (2009) · MIS Quarterly · doi:10.2307/20650284 · Cited by 4,944 · see citing works
Development and Validation of a Scale to Measure Optimal Experience: The Flow State Scale
Jackson, S. A., & Marsh, H. W. (1996) · Journal of Sport and Exercise Psychology · doi:10.1123/jsep.18.1.17 · Cited by 1,567 · see citing works
What are the benefits of interacting with nature?
Keniger, L., Gaston, K., Irvine, K., & Fuller, R. (2013) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph10030913 · Cited by 1,204 · cited 1× · see citing works
“Natural scenes dominated by greenery reduce stress, improve mood and concentration, and lower blood pressure [21].”
BackgroundA measure of restorative quality in environments.
Hartig, T., Korpela, K., Evans, G. W., & Gärling, T. (1997) · Scandinavian Housing and Planning Research · doi:10.1080/02815739708730435 · Cited by 916 · see citing works
Žabkar, V., Brenčić, M. M., & Dmitrović, T. (2009) · Tourism Management · doi:10.1016/j.tourman.2009.06.005 · Cited by 724 · see citing works
Assessing the restorative components of environments
Herzog, T. R., Colleen, Maguire, P., & Nebel, M. B. (2003) · Journal of Environmental Psychology · doi:10.1016/s0272-4944(02)00113-5 · Cited by 567 · see citing works
Shiau, W.-L., & Luo, M. M. (2012) · Computers in Human Behavior · doi:10.1016/j.chb.2012.07.030 · Cited by 471 · see citing works
Feelings of restoration from recent nature visits
White, M. P., Pahl, S., Ashbullby, K., Herbert, S., & Depledge, M. H. (2013) · Journal of Environmental Psychology · doi:10.1016/j.jenvp.2013.04.002 · Cited by 417 · see citing works
Factors versus Composites: Guidelines for Choosing the Right Structural Equation Modeling Method
Hair, J. F., & Sarstedt, M. (2019) · Project Management Journal · doi:10.1177/8756972819882132 · Cited by 412 · see citing works
Playing with risk? Participant perceptions of risk and management implications in adventure tourism
Cater, C. I. (2006) · Tourism Management · doi:10.1016/j.tourman.2004.10.005 · Cited by 411 · cited 2× · see citing works
“Based on previous studies, scholars have begun to conduct research on various aspects of flow experiences involving outdoor recreational activities [35], adventure recreation programs [8], mountaineering activities [36], and virtual tourism [37].”
BackgroundRATING SCALE MEASURES OF RESTORATIVE COMPONENTS OF ENVIRONMENTS
Laumann, K., Gärling, T., & Stormark, K. M. (2001) · Journal of Environmental Psychology · doi:10.1006/jevp.2000.0179 · Cited by 410 · see citing works
Where to recover from attentional fatigue: An expectancy-value analysis of environmental preference
Staats, H., Kieviet, A., & Hartig, T. (2003) · Journal of Environmental Psychology · doi:10.1016/s0272-4944(02)00112-3 · Cited by 403 · see citing works
Why do Preferences Differ between Scene Types?
Purcell, T., Peron, E. M., & Berto, R. (2001) · Environment and Behavior · doi:10.1177/00139160121972882 · Cited by 365 · see citing works
Ireland’s Image as a Tourism Destination in France: Attribute Importance and Performance
O’Leary, S., & Deegan, J. (2005) · Journal of Travel Research · doi:10.1177/0047287504272025 · Cited by 322 · see citing works
An, S., Choi, Y., & Lee, C. (2020) · Journal of Destination Marketing & Management · doi:10.1016/j.jdmm.2020.100492 · Cited by 304 · see citing works
Wu, C. H.-J., & Liang, R.-D. (2011) · Tourism Management · doi:10.1016/j.tourman.2010.03.001 · Cited by 241 · see citing works
An examination of food tourist’s behavior: Using the modified theory of reasoned action
Kim, Y. H., Kim, M., & Goh, B. K. (2010) · Tourism Management · doi:10.1016/j.tourman.2010.10.006 · Cited by 230 · see citing works
Assessing the perceived restorative qualities of vacation destinations
Lehto, X. Y. (2013) · Journal of Travel Research · doi:10.1177/0047287512461567 · Cited by 185 · see citing works
Daily experience of serious leisure, flow and subjective well‐being of older adults
Heo, J., Lee, Y., McCormick, B. P., & Pedersen, P. M. (2010) · Leisure Studies · doi:10.1080/02614360903434092 · Cited by 176 · see citing works
Transcendent Experience, Flow and Happiness for Mountain Climbers
Tsaur, S., Yen, C., & Hsiao, S. (2013) · International Journal of Tourism Research · doi:10.1002/jtr.1881 · Cited by 139 · see citing works
The restorative potential of shopping malls
Rosenbaum, M. S., Otalora, M. L., & Ramírez, G. C. (2016) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2016.02.011 · Cited by 133 · see citing works
Wöran, B., & Arnberger, A. (2012) · Leisure Sciences · doi:10.1080/01490400.2012.652502 · Cited by 124 · see citing works
Chen, K.-H., Huang, L., & Ye, Y. (2023) · International Journal of Contemporary Hospitality Management · doi:10.1108/ijchm-01-2022-0050 · Cited by 116 · cited 1× · see citing works
“[15] proposed a chain mediation model to reveal the influence of the wellness tourism experience landscape on tourists’ revisit behaviors.”
BackgroundPERCEPTION OF THE RESTORATIVE POTENTIAL OF NATURAL AND OTHER SETTINGS
Herzog, T. R., Chen, H. C., & PRIMEAU, J. S. (2002) · Journal of Environmental Psychology · doi:10.1006/jevp.2002.0235 · Cited by 112 · see citing works
Berto, R. (2007) · International Journal of Psychology · doi:10.1080/00207590601000590 · Cited by 111 · see citing works
Ding, H.-M., & Hung, K. (2021) · Journal of Destination Marketing & Management · doi:10.1016/j.jdmm.2020.100551 · Cited by 109 · see citing works
Development of the PRCQ: A measure of perceived restorative characteristics of zoo attractions
Pals, R., Steg, L., Siero, F. W., & van der Zee, K. I. (2009) · Journal of Environmental Psychology · doi:10.1016/j.jenvp.2009.08.005 · Cited by 106 · see citing works
Cheng, T., & Lu, C.-C. (2015) · Asia Pacific Journal of Tourism Research · doi:10.1080/10941665.2014.999099 · Cited by 94 · see citing works
Zhang, Q., Liu, X., Li, Z., & Tan, Z. (2021) · Journal of Travel & Tourism Marketing · doi:10.1080/10548408.2021.1952148 · Cited by 94 · see citing works
The Impact of Flow and Communitas on Enduring Involvement in Extended Service Encounters
McGinnis, L. P., Gentry, J. W., & Gao, T. (2008) · Journal of Service Research · doi:10.1177/1094670508319046 · Cited by 93 · see citing works
Yang, C., Yan, S., Wang, J., & Xue, Y. (2022) · Sustainability · doi:10.3390/su14095361 · Cited by 92 · see citing works
Lu, Y., Zhang, J., Zhang, H., Xiao, X., Liu, P., Zhuang, M., & Hu, M. (2021) · Current Issues in Tourism · doi:10.1080/13683500.2021.1922363 · Cited by 89 · see citing works
Social Participation, Flow and Situational Involvement in Recreational Physical Activity
Decloe, M. D., Kaczynski, A. T., & Havitz, M. E. (2009) · Journal of Leisure Research · doi:10.1080/00222216.2009.11950160 · Cited by 86 · see citing works
Vacation from work: A ‘ticket to creativity’?
de Bloom, J., Ritter, S. M., Kühnel, J., Reinders, J., & Geurts, S. A. E. (2014) · Tourism Management · doi:10.1016/j.tourman.2014.03.013 · Cited by 84 · see citing works
Validation of the Flow Theory in an On-Site Whitewater Kayaking Setting
Jones, C. D., Hollenhorst, S. J., Perna, F., & Selin, S. (2000) · Journal of Leisure Research · doi:10.1080/00222216.2000.11949916 · Cited by 80 · see citing works
Pasanen, T. P., Neuvonen, M., & Korpela, K. M. (2018) · Environment and Behavior · doi:10.1177/0013916517720261 · Cited by 70 · see citing works
Digging deep into the experience—Flow and immersion patterns in a mountain holiday
Frochot, I., Elliot, S., & Kreziak, D. (2017) · International Journal of Culture Tourism and Hospitality Research · doi:10.1108/ijcthr-09-2015-0115 · Cited by 58 · cited 1× · see citing works
“[54] found that the beautiful scenery of a ski resort enhanced the flow experiences of skiers.”
BackgroundPerceived Restorativeness of Visits to Cultural Heritage Sites
Cho, K.-S., Um, S.-H., & Lee, T. J. (2016) · Asia Pacific Journal of Tourism Research · doi:10.1080/10941665.2015.1107110 · Cited by 52 · see citing works
Chen, G., Huang, S. (., & Zhang, D. (2017) · Journal of Travel & Tourism Marketing · doi:10.1080/10548408.2017.1298494 · Cited by 52 · see citing works
Adventure tourism in the future: the new frontier
SWARBROOKE, J. (2003) · Elsevier eBooks · doi:10.1016/b978-0-7506-5186-8.50017-9 · Cited by 47 · see citing works
Kim, J.-O., Lee, J.-E., & Kim, N.-J. (2014) · SHS Web of Conferences · doi:10.1051/shsconf/20141201082 · Cited by 18 · see citing works
Flow Experience Study of Eco-Tourists: A Case Study of Hunan Daweishan Mountain Ski Area
Qun-ming, Z., Tang, R., Ting, M., Nijing, D., & Liu, J. (2017) · Journal of Resources and Ecology · doi:10.5814/j.issn.1674-764x.2017.05.007 · Cited by 15 · see citing works
A Study on the Effect of Food Tourism Motivation on Tourist Satisfaction and Behavioral Intention
Zhang, T. (2012) · Luyou xuekan · Cited by 13 · see citing works
The difference and structural model of tourist's perceived restorative environment.
Guo, Y., Zhang, J., ShaoJing, L., Zhang, Y., Nian, S., & Yan, B. (2014) · Luyou xuekan · Cited by 12 · see citing works
Tourist place perception and restorative perception: a case study of Fuzhou Hot Spring Park.
Liu, Q., Da, Y., MingHui, P., MengWei, C., QiTang, H., & Siren, L. (2017) · Luyou xuekan · Cited by 10 · see citing works
RELATIONSHIP OF TOURIST PERCEIVED VALUE, SATISFACTION AND TOURIST BEHAVIORAL INTENTION
Chun-xia, H. (2015) · Cited by 4 · see citing works
Yi, C., Hong-mei, Y., Yang, Y., Dan, Y., & Ma, Z. (2018) · Luyou xuekan · Cited by 3 · see citing works
Behavior and the Natural Environment. Irwin Altman and Joachim F. Wohlwill, Eds
Schreyer, R. (1986) · Journal of Leisure Research · doi:10.1080/00222216.1986.11969652 · Cited by 1 · see citing works
Flagged first, then by citations
Research works printed but not linked: 23
- Chen, 2018, The Impact of Visitors’ Perceived Destination Restorative Qualities on Satisfaction and Post-tour Behavioral Intentions: A Cse Study of Nankunshan, Tour. Sci., 32, 17
- Liu, 2018, Tourists’ Environmental Preferences, Perceived Restoration and Perceived Health at Fuzhou National Forest Park, Resour. Sci., 40, 381
- Zheng, 2002, Research on China’s Desert Tourism Resources and Its Development and Utilization, Commer. Res., 17, 138
- Wu, 2015, Study on Preference of Tourists in the Badain Jaran Desert Based on Network Text, J. Desert Res., 35, 1041
- Zhang, 2019, The Influence of Online Communities on Consumers’ Impulsive Purchases: A Model and Empirical Analysis, J. Commer. Econ., 4, 66
- Song, 2019, The Influence of Social Network Interaction on Tourism Behavior Based on SOR Theory, Enterp. Econ., 5, 72
- Chen, 2020, Influence Mechanism of Tourism Promotion Videos Marketing on Tourist Behavior in Crisis Scenarios: The Mediating of Destination Image and the Moderating of Perceived Safety, Areal Res. Dev., 39, 110
- Geng, 2021, Research on The Influence of Travel App Embeddedness on Purchase Intention-The Mediating Effect Based on Perceived Value, Jiangsu Soc. Sci., 4, 103
- Huang, 2022, Tourists’ Perceived Restorative Qualities and Post-visit Behavioral Intention: The Mechanism and Boundary Condition, Tour. Trib., 37, 31
- Kaplan, R., and Kaplan, S. (1989). The Experience of Nature: A Psychological Perspective, Cambridge University Press.
- Xie, 2016, The Interaction Ritual in Tourism Field: Dynamic Analysis of Emotion Energy in Tourism Experience, Tour. Sci., 30, 1
- Liu, 2022, The Design of Smart Teaching Activities to Promote Flow Experience from the Perspective Educational Neuroscience, Mod. Educ. Technol., 32, 14
- Li, 2022, Research on the Discrimination of Factors Influencing the Flow Experience of Ski Tourists and Model Construction, Resour. Dev. Mark., 38, 1409
- Wei, 2022, Research on the Influence of Anchor Characteristics on Consumers’ Impulse Purchase Intention in E-commerce Livestreaming, China Bus. Mark., 36, 32
- Chen, 2022, Influence of Semiotic Motivation on Post-tour Behavior in Sports Tourism: The Mediating role of Tourism Involvement, J. Shandong Sport Univ., 38, 101
- Li, 2022, Influencing Factors and Mechanism of Tourists’ Post-tour Recommendation Behavior of Tourism Performing Art: A Case Study of Looking for Dreams in Peony Pavilion in Fuzhou, Econ. Geogr., 42, 216
- Ye, 2021, Mechanism of rural tourism motivation, tourism involvement and post-travel behavior intention—A case of Turpan, J. Arid Land Resour. Environ., 35, 203
- Xu, 2022, The Impact of Tourism Brand Value on Tourist Satisfaction: Based on Immersive Experience Theory Perspective, J. Commer. Econ., 5, 88
- Zhang, 2022, Impacts of Internet Celebrities’ Short Videos on Consumers’ Tourism Attitude: A Case Study on Ding Zhen, Tour. Trib., 37, 105
- Yao, 2021, The Effect of Social Media Travel Experience Sharing on Potential Tourists’ Impulsive travel intention: Based on Presence Perspective, Nankai Bus. Rev., 24, 72
- Hair, J.F., Black, W.C., Babin, B.J., Anderson, R.E., and Education, P. (2013). Multivariate Data Analysis: Pearson New International Edition, Pearson Schweiz AG.
- Wang, 2022, Progress and Prospect of the International Restorative Environment Studies, Resour. Dev. Mark., 38, 827
- Chen, 2021, Effect of Tourists’ Perceived Restorative Environment on Place Attachment and Loyalty: A Case of Bama Yao Group Autonomous Couty in Guangxi, Resour. Dev. Mark., 37, 1239
Cited by
Sorted by citations
Zhu, N., Xu, H., Zhang, X., & Chen, L. (2025) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1529686 · Cited by 25 · see citing works
“With the growth of research in restorative tourism, the research on the perceived destination restorative qualities is gradually shifting from the structural dimension to its consequences and influences (Backman et al., 2023; Li and He, 2023).”
Zhou, Y.-W., & Jiao, W.-Y. (2024) · Current Issues in Tourism · doi:10.1080/13683500.2024.2343082 · Cited by 19 · see citing works
Akbulut, O., Celik, T., Ekin, Y., & Yetim, A. Ç. (2024) · Journal of Outdoor Recreation and Tourism · doi:10.1016/j.jort.2024.100806 · Cited by 7 · see citing works
Yang, Y., Lin, Y., Qiu, C., Chen, Y., Fan, S., Chen, Z., & Ma, Y. (2025) · PLoS ONE · doi:10.1371/journal.pone.0326613 · Cited by 5 · see citing works
Guo, R., Qi, Y., Xie, X., & Liu, R. (2026) · Scientific Reports · doi:10.1038/s41598-026-36305-8 · Cited by 4 · see citing works
Kumar, A., Nag, A., Guleria, S., Singh, M., & Sharma, P. (2024) · Journal of Sport & Tourism · doi:10.1080/14775085.2025.2468236 · Cited by 4 · see citing works
Davras, Ö., & Davras, G. M. (2025) · Journal of Foodservice Business Research · doi:10.1080/15378020.2025.2533803 · Cited by 3 · see citing works
VR tourism: EEG insights into relaxation & detachment
Durgun, S., Revers, H., Strijbosch, W., & BASTIAANSEN, M. C. M. (2026) · Annals of Tourism Research · doi:10.1016/j.annals.2026.104138 · Cited by 2 · see citing works
Wang, L., Wang, Z., Shi, Y., Wang, X., Zang, L., & Huang, X. (2026) · Current Psychology · doi:10.1007/s12144-026-09336-7 · Cited by 2 · see citing works
Gal, A., Shacham, M., & Forgel, S. (2025) · Journal of Adventure Education & Outdoor Learning · doi:10.1080/14729679.2025.2488422 · Cited by 2 · see citing works
Destination landscape aesthetic attributes impact on tourists’ satisfaction and loyalty
Hao, Y. A., Hasna, M. F., & Aziz, F. A. (2025) · Tourism Review · doi:10.1108/tr-08-2024-0750 · Cited by 4 · see citing works
Hernández‐Fernaud, E., Delgado, N., & Ruiz, C. (2025) · Tourism Recreation Research · doi:10.1080/02508281.2025.2493163 · Cited by 3 · see citing works
Shi, X., Bai, Y.-L., & Yang, Y. (2025) · International Journal of Event and Festival Management · doi:10.1108/ijefm-03-2025-0034
Sung, C., & Park, J. Y. (2026) · Tourism Recreation Research · doi:10.1080/02508281.2026.2652625
Xu, H.-C., Zhu, N., Zhu, J., Zhao, J., & Jin, C. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1852245
Zhao, B., Naayif, A., & Śpiewak, R. (2026) · Systems Research and Behavioral Science · doi:10.1002/sres.70095
Mind and body recovery: how rural tourism promotes occupational health in the public health context
Liu, J., Tang, H., Li, J., Yang, Y., Miqi, S., & Liu, X. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2026.1829683
Levkovich, I., Hamama‐Raz, Y., Hamama, L., Kuperman, S., & Labes, M. (2026) · Supportive Care in Cancer · doi:10.1007/s00520-026-11021-1
Between embodiment and imagination: Developing perceived therapeutic attributes of rural tourism
Yang, K., Li, H., & Cui, R. (2026) · Journal Of Vacation Marketing · doi:10.1177/13567667261478316
Li, S., Deeprasert, J., & Li, L. (2026) · Tourism and Hospitality · doi:10.3390/tourhosp7090306
Göral, M. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2026.1946982
Yu, J.-J., Cheng, W., Wang, S.-Q., Sang, G.-L., Xu, C., & Nah, K. (2026) · Buildings · doi:10.3390/buildings16214182
- Authors
- Li, C., & He, J.
- Affiliations
- Xinjiang University (CN)
- Corresponding author
- Li, Cai
- Venue
- Sustainability
- Publisher
- MDPI AG
- Published
- 2023-08-28
- Volume
- 15
- Issue
- 17
- Pages
- 12934
- ISSN
- 2071-1050 (ISSN-L)
- OpenAlex
- W4386221012
- Semantic Scholar
- b9e470f7464b329ef082937554825750a0213b23
- Cited by
- 22
- References
- 50
- Citations by year
- 2026: 12 · 2025: 7 · 2024: 3
- FWCI
- 9.45
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Sustainability (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Social Sciences › Sociology and Political Science › Diverse Aspects of Tourism Research
- Social Sciences › Psychology › Social Psychology › Recreation, Leisure, Wilderness Management
- Social Sciences › Psychology › Social Psychology › Adventure Sports and Sensation Seeking
- Keywords
- flow experience, adventure tourism, revisit intention, recommendation behavior, novelty, escape, fascination, compatibility, mediating effect
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review