The relationship between tolerance for uncertainty and academic adjustment: the mediating role of students’ psychological flexibility during COVID-19
Open accessAbstract
Introduction: University students are among the groups most adversely affected by COVID-19 in terms of their psychological and academic wellbeing, particularly given the pandemic’s uncertainty. However, little is known about their psychological flexibility to deal with this uncertain nature of pandemic. This study aimed to examine the mediating role of psychological flexibility (PF) in the relationship between university students’ intolerance of uncertainty (IU) and their academic adjustment to the online learning process during COVID-19. Methods: Data was collected from 388 university students from Türkiye (18–34 (Mage = 21.43, SD = 2.04) who completed five questionnaires – Intolerance of Uncertainty Scale, Acceptance and Action Questionnaire II, Academic Self Efficacy Scale, Educational Stress Scale, and Online Self-Regulatory Learning Scale. Additionally, as indicators of students’ academic adjustment, perceived academic performance – ranging 1 to 10, and their last academic grade point average before and during the pandemic were also collected. Results: The results indicated that PF and IU had a significant effect on the academic adjustment of students during the pandemic. PF had a complete mediating role between the IU and academic adjustment. Results also revealed that online self-regulation, a sub-dimension of academic adjustment, did not show a significant relationship with any other variable in the model. Discussion: Research findings showed that psychological flexibility is a very important strength for university students to maintain their academic adjustment in stressful times. The results were discussed in light of the relevant research, and recommendations for further research and implications were provided.
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Written from the paper’s full text.
TL;DR
This study tested whether psychological flexibility mediates the relationship between intolerance of uncertainty and academic adjustment among Turkish university students during COVID-19 online learning. It found that psychological flexibility fully mediated the relationship, while online self-regulation and GPA were not related to academic adjustment in the final model.
Key findings
- In 384 analyzed students, intolerance of uncertainty and psychological flexibility significantly predicted academic adjustment; psychological flexibility had a complete mediating role between intolerance of uncertainty and academic adjustment. Bootstrap analysis reported the complete mediation as statistically significant (β = 0.012, 90% CI [−0.312, −0.764], as reported).
- Intolerance of uncertainty correlated negatively with psychological flexibility (β = −0.69, p < 0.001), and psychological flexibility correlated positively with academic adjustment (β = 0.76, p < 0.001).
- Academic adjustment was predicted by perception of success (β = 0.28, p < 0.001), educational stress (β = −0.69, p < 0.001), and academic self-efficacy (β = 0.35, p < 0.001); GPA and online self-regulatory learning were not related to academic adjustment.
- Online self-regulation did not show a significant relationship with any other variable in the model; pre-pandemic GPA was positively and highly correlated with pandemic GPA (r = 0.72, p < 0.001).
Methods
- Relational design using structural equation modeling/path analysis in Amos 21. Data came from 384 analyzed university students in Türkiye (388 collected, 4 excluded as outliers), including 290 female, 92 male, and 2 other students; ages 18–34 (M = 21.43, SD = 2.04); distance education in spring 2020–2021; snowball sampling via online forms.
- Measures included the Intolerance of Uncertainty Scale (BTS-12), Acceptance and Action Questionnaire-II (AAQ-II) for psychological flexibility, Academic Self-Efficacy Scale, Educational Stress Scale, Online Self-Regulatory Learning Scale, GPA before and during the pandemic, and a single-item perceived success measure (1–10).
- The model used latent intolerance of uncertainty (anticipatory and preventative anxiety), psychological flexibility, and academic adjustment (educational stress, academic self-efficacy, online self-regulatory learning, GPA, perceived success). After the measurement model, online self-regulatory learning and GPA were removed; final structural model fit after modification was χ2/sd = 4.28, RMSEA = 0.09, CFI = 0.91, GFI = 0.90, AGFI = 0.85, NNFI = 0.89, S-RMR = 0.0593; bootstrap analysis tested mediation.
Limitations
- Stated: the study was conducted right as the pandemic was just getting started; measures were not entirely updated; limited time meant using measures that best supported the hypotheses at the time.
- Evident: the cross-sectional relational design cannot establish causal direction; self-report and online data collection may introduce bias; snowball sampling and a predominantly female sample (75.5%) limit generalizability.
- Evident: the online self-regulation scale was developed before the pandemic and may not capture COVID-19 online self-regulation; GPA and online self-regulatory learning were removed from the final model, and the reported mediation confidence interval is unusual (both bounds negative), so the mediation result should be interpreted cautiously.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
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Cites
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Claims the paper makes
11 of 26 cited sources checked · 8 supported · 0 flagged · accuracy not yet measured
- Premisecitation
Intolerance of uncertainty is a significant risk factor for mental health issues, particularly during periods of actual physical, economic, and social unpredictability.
“For instance, a recent study showed that intolerance of uncertainty is a significant risk factor for mental health issues, particularly during periods of actual physical, economic, and social unpredictability (Andrews et al., 2023).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Andrews et al., 2023 source
- Premisecitation
Challenges associated with online learning are a substantial hindrance to students' academic adaptation to online learning environments.
“These challenges associated with online learning are a substantial hindrance to students’ academic adaption to online learning environments (Okan, 2020; Tüzün and Yörük Toraman, 2021; Salas-Pilco et al., 2022).”
Quote in the paperSubstantial claim2 of 3 sources checked - Premisecitation
Psychological flexibility skills can help people cope with stress related to anxiety, depression, and pandemic even during the COVID-19 epidemic period when people's ability to control their environment is at its lowest.
“According to research, even during the COVID-19 epidemic period, when people’s ability to control their environment is at its lowest, their psychological flexibility skills can help them cope with stress related to anxiety, depression, and pandemic (Pakenham et al., 2020; Smith et al., 2020).”
Quote in the paperSubstantial claim2 of 2 sources checked- cites Pakenham et al., 2020 source
The Conclusion reports that psychological flexibility mitigated the mental-health effects of COVID-19 and lockdown risk factors, supporting the claim that these skills can help during the pandemic. It does not establish that people’s ability to control their environment was at its lowest, or specifically show that flexibility helped them cope with anxiety- and depression-related stress. (LLM, conf=0.83)
Experimental — accuracy not yet measured - cites Smith et al., 2020 source
- Findingown data
Online self-regulation, a sub-dimension of academic adjustment, did not show a significant relationship with any other variable in the model.
“Results also revealed that online self-regulation, a sub-dimension of academic adjustment, did not show a significant relationship with any other variable in the model.”
Quote in the paperNot a substantial claim - Findingown data
Intolerance of uncertainty (IU) had a significant effect on university students' academic adjustment during the COVID-19 pandemic.
“The results indicated that PF and IU had a significant effect on the academic adjustment of students during the pandemic.”
Quote in the paperSubstantial claim
- Findingown data
Psychological flexibility (PF) had a significant effect on university students' academic adjustment during the COVID-19 pandemic.
“The results indicated that PF and IU had a significant effect on the academic adjustment of students during the pandemic.”
Quote in the paperSubstantial claim - Findingown data
Psychological flexibility had a complete mediating role between intolerance of uncertainty and academic adjustment.
“PF had a complete mediating role between the IU and academic adjustment.”
Quote in the paperSubstantial claim - Findingown data
GPA was not related to academic adjustment.
“GPA and online self-regulatory learning were not found related to academic adjustment.”
Quote in the paperNot a substantial claim - Findingown data
Academic adjustment was predicted by academic self-efficacy (β = 0.35, p < 0.001).
“In a slightly different way than we had anticipated, academic adjustment was predicted by perception of success (β = 0.28, p < 0.001), educational stress (β = −0.69, p < 0.001), and academic self-efficacy (β = 0.35, p < 0.001).”
Quote in the paperNot a substantial claim - Findingown data
Pre-pandemic GPA is positively and highly correlated with post-pandemic GPA (r = 0.72, p < 0.001).
“Indeed, in our study, we found that pre-pandemic GPA is positively and highly correlated with post-pandemic GPA (r = 0.72, p < 0.001).”
Quote in the paperNot a substantial claim - Findingown data
All other variables in the proposed model were in a statistically significant relationship with each other at intermediate level and close to intermediate level.
“Apart from this, it was concluded that all the other variables were in a statistically significant relationship with each other at the intermediate level and close to the intermediate level.”
Quote in the paperNot a substantial claim - Findingown data
Psychological flexibility is considerably correlated with academic adjustment (β = 0.76, p < 0.001).
“Psychological flexibility is considerably correlated with academic adjustment (β = 0.76, p < 0.001).”
Quote in the paperSubstantial claim - Findingown data
The complete mediating role of psychological flexibility was statistically significant (β = 0.012, 90% CI [−0.312, −0.764]).
“As a result of the analysis, it was concluded that the complete mediating role of psychological flexibility was statistically significant (β = 0.012, 90% CI [−0.312, −0.764])”
Quote in the paperSubstantial claim - Findingown data
Academic adjustment was predicted by educational stress (β = −0.69, p < 0.001).
“In a slightly different way than we had anticipated, academic adjustment was predicted by perception of success (β = 0.28, p < 0.001), educational stress (β = −0.69, p < 0.001), and academic self-efficacy (β = 0.35, p < 0.001).”
Quote in the paperNot a substantial claim - Findingown data
Academic adjustment was predicted by perception of success (β = 0.28, p < 0.001).
“In a slightly different way than we had anticipated, academic adjustment was predicted by perception of success (β = 0.28, p < 0.001), educational stress (β = −0.69, p < 0.001), and academic self-efficacy (β = 0.35, p < 0.001).”
Quote in the paperNot a substantial claim - Findingown data
The correlation between intolerance of uncertainty and psychological flexibility is negative and statistically significant (β = −0.69, p < 0.001).
“The correlation between tolerance for uncertainty and psychological flexibility is negative and statistically significant (β = −0.69, p < 0.001).”
- Also stated in: § 5. Discussion · boosted
“A sample of university students was used in our study to explore the relationship between psychological flexibility and intolerance to uncertainty, and the results showed that these two variables were strongly connected.”
Quote in the paperSubstantial claim - Also stated in: § 5. Discussion · boosted
- Findingown data
Online self-regulatory learning showed no meaningful connections with the other variables in the study.
“Online self-regulatory learning was supposed to show a relationship with other factors, however, no meaningful connections with the other variables were found.”
Quote in the paperSubstantial claim - Findingown data
Online self-regulatory learning was not related to academic adjustment.
“GPA and online self-regulatory learning were not found related to academic adjustment.”
Quote in the paperNot a substantial claim - Findingown data
Psychological flexibility in times of stress is strongly related to academic adjustment.
“Our findings suggest that psychological flexibility in times of stress is strongly related to academic adjustment.”
Quote in the paperSubstantial claim - Findingown data
Online self-regulatory learning scores did not have a statistically significant relationship with any other variables in the proposed model.
“As seen in Table 2, it is seen that only the online self-regulatory learning scores and GPA in the proposed model do not have a statistically significant relationship with any other variables.”
Quote in the paperNot a substantial claim - Findingown data
GPA did not have a statistically significant relationship with any other variables in the proposed model.
“As seen in Table 2, it is seen that only the online self-regulatory learning scores and GPA in the proposed model do not have a statistically significant relationship with any other variables.”
Quote in the paperNot a substantial claim - Interpretationown data
Psychological flexibility is a very important strength for university students to maintain their academic adjustment in stressful times.
“Research findings showed that psychological flexibility is a very important strength for university students to maintain their academic adjustment in stressful times.”
Quote in the paperSubstantial claim - Interpretationown data
Psychological flexibility plays a mediating role between intolerance of uncertainty and academic adjustment for university students during the epidemic period.
“With the validated model, it plays a mediating role between psychological flexibility levels, intolerance of uncertainty and academic adjustment for university students during the epidemic period.”
Quote in the paperSubstantial claim - Interpretationown data
The study's findings indicate that academic performance appears to be less relevant than stress and the appearance of accomplishment for academic adjustment.
“This view is also supported by our research, which indicates that academic performance appears to be less relevant than stress and the appearance of accomplishment.”
Quote in the paperSubstantial claim - Interpretationown data
The final structural model fits well with the data.
“With this result, it can be said that the model fits well with the data.”
Quote in the paperSubstantial claim - Study design and conductown data
The measurement model with 2 latent variables and 8 observed variables showed acceptable and close to perfect goodness of fit.
“As a result of the analysis, the values of goodness of fit regarding the fit of the data with the model are as follows: χ2 (14, N = 384) = 125,565, p < 0.01, CFI = 0.81, Standardized RMR = 0.08, GFI = 0.91, AGFI = 0.81. It is seen that the values of goodness of fit are acceptable and close to perfect limits.”
Quote in the paperSubstantial claim - Interpretationown data
All observed variables except online self-regulation and GPA are suitable indicators for the related latent variable.
“In line with these findings, it can be said that all observed variables, except for the online self-regulation variable and GPA, are suitable indicators for the related latent variable.”
Quote in the paperSubstantial claim - Interpretationcitation
Most students seem to have a poor experience with online education.
“This data shows that most students seem to have a poor experience with online education.”
Quote in the paperSubstantial claim - Premisecitation
Students' success rates are closely associated with academic adjustment.
“Research has indicated that students’ success rates are closely associated with academic adjustment (van Rooij et al., 2018).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites van Rooij et al., 2018 source
- Classified as probably not a substantial claim. 27
- May combine two claims. 9
- The quote only partly states this claim. 2
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe COVID-19 pandemic has a detrimental effect on university students' mental health.
“Indeed research has indicated that the pandemic has a detrimental effect on university students’ mental health (Wang et al., 2020; Copeland et al., 2021; Gadosey et al., 2022; Birmingham et al., 2023).”
Quote in the paperNot a substantial claim3 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationThe direction of the COVID-19 effect on academic performance is so far inconclusive.
“Therefore, the direction of the COVID-19 on academic performance is so far inconclusive.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Roberts et al., 2023 source
The Discussion reports that students’ perceived academic experience improved from fall 2020 to spring 2021, but it does not assess academic performance or conclude that the direction of COVID-19’s effect on performance is inconclusive. Searches for academic performance, grades, GPA, and an inconclusive effect found no passage addressing that claim. Page numbers were not available in our copy. (LLM, conf=0.76)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThere are a few other constructs related to psychological flexibility in the literature: acceptance, cognitive defusion, flexible present-focused attention, self-as-observer, values, and committed action.
“Additionally, there are a few other constructs related to psychological flexibility in the literature (acceptance, cognitive defusion, flexible present-focused attention, self-as-observer, values, and committed action), which researchers may use to further explore these characteristics in the context of crises (McCracken and Morley, 2014).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites McCracken and Morley, 2014 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMultiple identities are related to psychological wellbeing and coping mechanisms.
“There is a growing body of research that has indicated that multiple identities are related to psychological wellbeing and coping mechanisms (Seaton et al., 2010; Settles and Buchanan, 2014; Brown and Moloney, 2019).”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Seaton et al., 2010 source
The Abstract (page not provided) reports that combinations of ethnicity, gender, and age moderated the association between perceived discrimination and psychological well-being among Black youth. The Discussion (page not provided) proposes rumination as a possible explanation, but does not establish a relationship between multiple identities and coping mechanisms. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites Settles and Buchanan, 2014 source
- cites Brown and Moloney, 2019 source
May combine two claims.
Findingown dataAll factor loads in the measurement model were statistically significant and ranged between 0.27 and 0.97, except for online self-regulatory learning and GPA.
“It was concluded that all factor loads were statistically significant and ranged between 0.27 and 0.97, except for the observed variable of online self-regulatory learning and GPA in the measurement model.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationcitationThe COVID-19 pandemic's move in teaching strategies to the online setting has had an effect on both students' views toward learning more broadly and their capacity to adapt academically.
“Given all of this data from the research, it is clear that the COVID-19 pandemic’s move in teaching strategies to the online setting has had an effect on both students’ views toward learning more broadly and their capacity to adapt academically.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe findings highlight the need for additional study on young adults' psychological flexibility.
“The findings highlight the need for additional study on young adults’ psychological flexibility.”
Quote in the paperNot a substantial claim- Rests on an assumption: There are few studies on psychological flexibility with young people.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationStudents' perceptions of their own success in the online learning environment are negative due to their perceptions of inadequate computer skills and an abundance of homework; they are concerned about what they need to do for their future professional careers.
“In their study, Aristovnik et al. (2020) found that students’ perceptions of their own success in the online learning environment are negative due to their perceptions of inadequate computer skills and an abundance of homework; they are concerned about what they need to do for their future professional careers.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aristovnik et al. (2020) source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe initial structural model had goodness of fit values close to acceptable but partially weak.
“Initial goodness of fit values for the structural model were close to acceptable but partially weak.”
Quote in the paperNot a substantial claimMay combine two claims. The quote only partly states this claim.
Study design and conductown dataAfter adding a modification (covariance between error variances of items 1 and 4 of psychological flexibility), the structural model's goodness of fit values were acceptable and reached perfect fit.
“With the final analysis, the model’s goodness-of-fit values were acceptable and reached perfect fit.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningPsychological flexibility is an essential skill for both prevention and intervention in college students' academic functionality.
“Given the results of these studies, it is possible to draw the conclusion that psychological flexibility is an essential skill for both prevention and intervention in college students’ academic functionality.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationUniversity students with a high level of sensitivity to uncertainty exhibit higher levels of anxiety and more avoidant behavior.
“University students with a high level of sensitivity to uncertainty exhibit higher levels of anxiety and more avoidant behavior as a result of these experiences, according to the study by Buhr and Dugas (2012).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Buhr and Dugas (2012) source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenThere is limited research on the psychological flexibility and academic adjustment of university students.
“There is limited research on the psychological flexibility and academic adjustment of university students.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataThe study's findings are consistent with earlier research and support the idea that psychological flexibility serves a protective role throughout the pandemic period.
“Our findings are consistent with these earlier research and lend credence to the idea that psychological flexibility serves a protective role throughout the pandemic period.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationA study conducted with Turkish university students indicated that the degree of intolerance for uncertainty was linked to various detrimental effects on mental health, such as depression, anxiety, and stress.
“For instance, a study conducted with Turkish university students indicated that the degree of intolerance for uncertainty was linked to various detrimental effects on mental health, such as depression, anxiety, and stress (Şentürk and Bakir, 2021).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Şentürk and Bakir, 2021 source
Classified as probably not a substantial claim.
PremisecitationThe online self-regulation scale used in the study measures the level of individuals' ability to manage processes such as goal setting, environment structuring, time management, and help seeking in online environments.
“First of all, the online self-regulation scale used in the study measures the level of individuals’ ability to manage processes such as goal setting, environment structuring, time management, and help seeking in online environments (Samsa-Yetik, 2011).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Samsa-Yetik, 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims. The quote only partly states this claim.
Interpretationown dataIntolerance of uncertainty and psychological flexibility provide an important theoretical framework in stressful times.
“As we found in our study, intolerance of uncertainty and psychological resilience provide an important theoretical framework in stressful times.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
PremisecitationOur various identities combine to produce a unique experience for all.
“We already know from intersectional studies how our various identities combine to produce a unique experience for all (Crenshaw, 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Crenshaw, 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
InterpretationcitationIntolerance of uncertainty may be a significant risk factor for university students' academic wellbeing during the pandemic.
“This suggests that in order to comprehend the consequences of pandemic on university students’ academic wellbeing, intolerance of uncertainty may potentially be a significant risk factor that needs to be explored.”
Quote in the paperSubstantial claim- Rests on an assumption: It can have a substantial impact on someone's psychological health if they are unable to handle unpredictable situations.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationGPA is frequently employed as a traditional indication of academic adjustment.
“In fact, GPA is frequently employed as a traditional indication of academic adjustment (van Rooij et al., 2018).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites van Rooij et al., 2018 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThe study's measures were not entirely updated.
“As a result, the study’s measures weren’t entirely updated.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationStudents with strong academic self-efficacy are better able to manage stress and deal with challenges.
“Additionally, Bandura (2006) research has demonstrated that students with strong academic self-efficacy are better able to manage stress and deal with challenges.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bandura (2006)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenWritten informed consent to participate in this study was provided by the participants.
“Written informed consent to participate in this study was provided by the participants.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe studies involving humans were approved by the Ankara University Ethics Committee.
“The studies involving humans were approved by the Ankara University Ethics Committee.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe study was conducted right as the COVID-19 pandemic was just getting started.
“It was conducted right as the pandemic was just getting started.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.
PremisecitationEveryone has the ability to accomplish goals and adjust to a variety of challenging circumstances.
“According to positive psychology, everyone has the ability to accomplish goals and adjust to a variety of challenging circumstances (Yates and Masten, 2004).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Yates and Masten, 2004 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAcademic achievement and academic self-efficacy are positively correlated; as an individual's impression of academic self-efficacy rises, so does his academic success.
“Academic achievement and academic self-efficacy are positively correlated; as an individual’s impression of academic self-efficacy rises, so does his academic success (Millburg, 2009).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Millburg, 2009
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationStudents experienced intense anxiety, boredom and disappointment.
“Additionally, they stated that they experienced intense anxiety, boredom and disappointment.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aristovnik et al. (2020) source
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe findings demonstrate the importance of psychological resilience as a skill for college students in difficult circumstances.
“The findings of the current study demonstrate the importance of psychological resilience as a skill for college students to have in difficult circumstances.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe studies were conducted in accordance with the local legislation and institutional requirements.
“The studies were conducted in accordance with the local legislation and institutional requirements.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSocial factors like group identification may promote resiliency through higher life satisfaction in the event of an external threat, such as COVID-19.
“According to research, social factors like group identification may also promote resiliency through higher life satisfaction in the event of an external threat, such as COVID-19 (Pagliaro et al., 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Pagliaro et al., 2013
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe results indicate the need to investigate strategies for fostering resilience in people who find it difficult to cope with uncertainty.
“Given that ongoing and potential geopolitical, climatic, and health concerns will probably result in continued exposure to severe uncertainty, the results indicate the need to investigate strategies for fostering resilience in people who find it difficult to cope with uncertainty.”
Quote in the paperNot a substantial claim- Rests on an assumption: Ongoing and potential geopolitical, climatic, and health concerns will probably result in continued exposure to severe uncertainty.
The paper relies on this without support.
There is not a lot of study on academic adjustment in online learning contexts.
“However, there is not a lot of study on academic adjustment in online learning contexts.”
The paper relies on this without support.
There have been no studies done that have examined university students' psychological flexibility and intolerance of uncertainty in COVID-19.
“To our knowledge, there have been no studies done that have examined university students’ psychological flexibility and intolerance of uncertainty in COVID-19.”
The paper relies on this without support.
It can have a substantial impact on someone's psychological health if they are unable to handle unpredictable situations.
“It can have a substantial impact on someone’s psychological health if they are unable to handle unpredictable situations.”
The paper relies on this without support.
Psychological flexibility is emphasized in the literature as one of the most important coping mechanisms for dealing with uncertain circumstances.
“In the literature, psychological flexibility is emphasized as one of the most important coping mechanisms for dealing with uncertain circumstances.”
The paper relies on this without support.
There are few studies on psychological flexibility with young people.
“Although there are many studies on psychological flexibility with adults, there are still few with young people.”
The paper relies on this without support.
At the time the study was conducted, both students and teachers were unfamiliar with remote learning, and no up-to-date scales were available.
“However, at the time our study was conducted, both students and teachers were unfamiliar with remote learning, so there were no up-to-date scales available.”
The paper relies on this without support.
Studies done in conventional, face-to-face learning situations have verified the majority of structures of academic adjustment and wellbeing.
“Studies that were done in conventional, face-to-face learning situations have verified the majority of structures of academic adjustment and wellbeing.”
The paper relies on this without support.
A system’s flexibility is closely correlated with the adaptability of its constituent parts.
“A system’s flexibility is closely correlated with the adaptability of its constituent parts.”
The paper relies on this without support.
Ongoing and potential geopolitical, climatic, and health concerns will probably result in continued exposure to severe uncertainty.
“Given that ongoing and potential geopolitical, climatic, and health concerns will probably result in continued exposure to severe uncertainty, the results indicate the need to investigate strategies for fostering resilience in people who find it difficult to cope with uncertainty.”
The paper relies on this without support.
In emergency situations, people’s ability to accomplish goals and adjust to challenging circumstances might not always be present or easy to find.
“But in emergency situations, they might not always be or be easy to find.”
The paper relies on this without support.
Other significant components of academic adjustment might be more applicable to online learning.
“Other significant components of academic adjustment might be more applicable to online learning.”
Statistics recomputed
Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.
- Consistentχ²(14) = 125565reported p < .01 · recomputed p < .001
“χ2 (14, N = 384) = 125,565, p < .01”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Final model fails several criteria in its own fit table
MajorThe paper says the final fit values were acceptable and reached perfect fit, but Table 3 shows AGFI, RMSEA, S-RMR, and NNFI failing the criteria printed alongside them.
“With the final analysis, the model’s goodness-of-fit values were acceptable and reached perfect fit.”
“| AGFI | >0.90 | 0.85 | | RMSEA | <0.08 | 0.09 | | S–RMR | <0.05 | 0.0593 | | CFI | >0.90 | 0.91 | | NNFI | >0.90 | 0.89 |”
Reported indirect effect does not equal the product of its paths
MajorThe two reported standardized paths through psychological flexibility are −0.69 and 0.76. Their product is −0.5244, not the reported standardized indirect effect of 0.012.
Reported 0.012 · recomputed -0.5244
“As a result of the analysis, it was concluded that the complete mediating role of psychological flexibility was statistically significant (β = 0.012, 90% CI [−0.312, −0.764])”
Online self-regulation has significant correlations in Table 2
MajorThe text says online self-regulatory learning has no statistically significant relationship with any other variable, but Table 2 marks its correlations with academic self-efficacy and perceived success as significant.
“only the online self-regulatory learning scores and GPA in the proposed model do not have a statistically significant relationship with any other variables.”
“| 5. Academic self-efficacy | −0.12** | −0.24** | 0.20** | −0.21** | – | | | | 66.2422 | 14.52 |”
Data-collection semester differs
MinorThe methods place the participants in the spring semester, while the results describe the research sample as studying in the fall semester of the same academic year.
“in the spring semester of the 2020–2021 academic year.”
“The sample of the research consists of university students studying at different universities and programs in Türkiye in the 2020–2021 Fall semester.”
Measurement-model fit is called acceptable despite failing stated criteria
MinorThe reported CFI and AGFI are both 0.81, below the paper's stated minimum of 0.90 for each index, yet the text calls the fit values acceptable.
“CFI = 0.81, Standardized RMR = 0.08, GFI = 0.91, AGFI = 0.81. It is seen that the values of goodness of fit are acceptable and close to perfect limits.”
“AGFI ≥ 0.90 (Kline, 2015), CFI ≥ 0.90 (Brown, 2015)”
Pandemic GPA has significant correlations in Table 2
MinorThe same claim that GPA has no significant relationship with any other variable conflicts with Table 2, which marks its correlation with academic self-efficacy as significant. The table also marks its correlation with pre-pandemic GPA as significant.
“only the online self-regulatory learning scores and GPA in the proposed model do not have a statistically significant relationship with any other variables.”
“| 7. GPA in the pandemic | −0.06 | −0.04 | −0.01 | −0.06 | 0.15** | | – | | 3.1453 | 0.5147 |”
Final AGFI is reported as both 85 and 0.85
MinorThe final-model prose gives AGFI as 85, while Table 3 reports 0.85.
“GFI = 0.90, AGFI = 85.”
“| AGFI | >0.90 | 0.85 |”
Percentage for households of eight or more is incorrect
MinorTwo out of 384 participants is approximately 0.52%, which rounds to 0.5%, not the reported 0.6%.
Reported 0.6 · recomputed 0.520833
“| 8 and above | 2 | 0.6 | | Sum | 384 | |”
Male participant count differs
MinorThe participant description and Table 1 report 92 male students, but the results text says 90.
“In the analysis, 290 females, 90 males and 2 other were included.”
“| Male | 92 | 24.0 |”
Final S-RMR values differ beyond rounding
MinorThe final-model prose reports Standardized RMR as 0.05, but Table 3 gives 0.0593, which rounds to 0.06 at two decimal places.
“Standardized RMR = 0.05, GFI = 0.90, AGFI = 85.”
“| S–RMR | <0.05 | 0.0593 |”
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Cited by
Still being checked.
- Authors
- Daşcı, E., Salihoğlu, K., & Daşcı, E.
- Affiliations
- Istanbul University-Cerrahpaşa (TR)
- Venue
- Frontiers in Psychology
- Publisher
- Frontiers Media SA
- Published
- 2023-11-17
- Volume
- 14
- Pages
- 1272205-1272205
- ISSN
- 1664-1078 (ISSN-L)
- PMC
- PMC10691738
- OpenAlex
- W4388796867
- Cited by
- 16
- References
- 80
- Citations by year
- 2026: 7 · 2025: 6 · 2024: 2 · 2023: 1
- FWCI
- 7.66
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Psychology (publishedVersion, cc-by)
- PubMed (publishedVersion)
- PubMed Central (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Türkiye Bilimsel ve Teknolojik Araştırma Kurumu (2209 - A)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Student Stress and Coping
- Social Sciences › Psychology › Clinical Psychology › COVID-19 and Mental Health
- Social Sciences › Education › Education during COVID-19 pandemic
- Keywords
- intolerance of uncertainty, psychological flexibility, academic adjustment, university students, COVID-19 pandemic, online learning, online self-regulation, academic self-efficacy, academic stress, mediating effect
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