Fostering computational thinking in young students through student generated challenges in tangible mobile augmented reality games
Open accessAbstract
This paper explores the integration of student-generated challenges (SGC) within tangible mobile augmented reality (TMAR) games as a strategy to enhance computational thinking (CT) skills in young learners. CT, which includes problem-solving, abstraction, and algorithmic reasoning, is a vital competency for success in the digital age. TMAR technology uniquely combines physical and digital interactions, providing immersive, hands-on experiences that engage students in real-world problem-solving and make CT skill development more intuitive and compelling. By incorporating SGC, a learner-centered approach where students create their own content – in our case, design challenges – for themselves or peers, the proposed method promotes creativity, critical thinking, and learner agency in game-based learning. The effectiveness of this approach was compared to a gameplay-only method in a single-session experiment involving 33 elementary students, aged 8 to 10 years, randomly assigned to experimental (SGC with gameplay) and control (gameplay-only) groups. Although no statistically significant differences were found, the experimental group outperformed the control group with a moderate effect size (Cohen’s d = 0.48, partial η² = 0.058), suggesting a potentially meaningful impact of SGC on CT development. Findings from this exploration revealed positive attitudes toward learning and increased engagement with the SGC strategy. The study also identified challenges and provided valuable insights for more effective integration of student-generated challenges within TMAR games. The paper concludes with design considerations aimed at enhancing CT development, enriching learning experiences, and guiding future research in this area.
AI snapshot
Written from the paper’s full text.
TL;DR
This study tested whether adding student-generated challenges (SGC) to a tangible mobile augmented reality (TMAR) game improved young students’ computational thinking (CT), motivation, and attitudes compared with gameplay-only. Both groups improved, but the SGC group’s advantage was not statistically significant after a single session.
Key findings
- Both conditions showed pre-to-post learning gains: control mean rose from 7.56 to 9.31, while experimental mean rose from 9.82 to 11.76.
- ANCOVA found no significant group effect on post-test scores, F(1, 30) = 1.86, p = .183, partial η² = 0.058; mixed-effects model also found no significant group effect, β = 0.47, z = 0.81, p = .415, 95% CI [-0.66, 1.61].
- Team membership explained substantial variance: ICC = 0.52, meaning over half of post-test score variability was attributable to clustering within teams.
- Enjoyment was high in both groups (means 4.50–4.72 out of 5), but 16 of 17 experimental-group participants preferred the challenge design phase, describing it as “more fun” and engaging.
Methods
- Between-subjects, single-session experiment with 33 elementary students from Greece, aged 8–10, randomly assigned to experimental (n = 17, SGC plus gameplay) or control (n = 16, gameplay-only) conditions.
- Students played in teams of two or three; experimental teams designed challenges for opposing teams, while control teams solved predefined system-generated challenges.
- Measures included a five-item CT pre/post-test on sequence, repetition, conditional logic, and debugging; an enjoyment questionnaire; think-aloud/observation; and server logging of student-generated challenges. Analysis used ANCOVA and a linear mixed-effects model with team as a random intercept.
Limitations
- The paper states the single-session format may not capture long-term learning, the small sample limited statistical power, and the five-item CT test offered broad but shallow coverage with modest internal consistency.
- The paper also states that fatigue, distraction, and peer influence may have affected test and questionnaire reliability, and that strong team effects complicated assessment of individual understanding.
- Evident from the text: students’ SGC sometimes omitted key concepts such as “repeat,” teachers had no control over SGC difficulty, and usability issues included unstable map-token display, physical fatigue from holding devices, and turn-based downtime.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
6 of 60 cited sources checked · 5 supported · 0 flagged · accuracy not yet measured
- Findingown data
The SGC group showed improved learning gains.
“While no significant group differences emerged after a single session, the SGC group showed improved learning gains and positive effects on motivation and experience.”
- Also stated in: § 4.2 Pre-and Post-Test outcomes · hedged
“the control group's mean score increased from 7.56 to 9.31, while the experimental group's mean Rose from 9.82 to 11.76, indicating a slightly larger gain in the experimental group.”
Quote in the paperSubstantial claim - Also stated in: § 4.2 Pre-and Post-Test outcomes · hedged
- Findingown data
No significant group differences emerged after a single session.
“While no significant group differences emerged after a single session, the SGC group showed improved learning gains and positive effects on motivation and experience.”
- Also stated in: § 4.2 Pre-and Post-Test outcomes · plain
“Results showed no significant effect of group on post-test scores (Table 5), F(1, 30) = 1.86, p = .183,partial η² = 0.058.”
- Also stated in: § 4.2 Pre-and Post-Test outcomes · plain
“Consistent with the ANCOVA results, the fixed effect of group was not significant (Table 6): β = 0.47, z = 0.81, p = .415,95% CI [-0.66, 1.61].”
Quote in the paperSubstantial claim - Also stated in: § 4.2 Pre-and Post-Test outcomes · plain
- Findingown data
The control group's mean score increased from 7.56 to 9.31.
“the control group's mean score increased from 7.56 to 9.31, while the experimental group's mean Rose from 9.82 to 11.76, indicating a slightly larger gain in the experimental group.”
Quote in the paperNot a substantial claim - Findingown data
The experimental group's mean rose from 9.82 to 11.76.
“the control group's mean score increased from 7.56 to 9.31, while the experimental group's mean Rose from 9.82 to 11.76, indicating a slightly larger gain in the experimental group.”
Quote in the paperNot a substantial claim - Findingreasoning
Another notable observation was the physical strain students experienced while interacting with the TMAR game.
“Another notable observation was the physical strain students experienced while interacting with the TMAR game.”
Quote in the paperNot a substantial claim
- Findingown data
The experimental group's variability decreased, reflecting more consistent outcomes.
“However, the control group's standard deviation increased, indicating more variability in post-test scores, whereas the experimental group's variability decreased, reflecting more consistent outcomes.”
Quote in the paperNot a substantial claim - Findingown data
Some SGC included elements that didn't serve their intended purpose, such as obstacles placed without affecting the movement path.
“However, as shown in Fig. 6, some SGC included elements that didn't serve their intended purpose, such as obstacles placed without affecting the movement path.”
Quote in the paperNot a substantial claim - Findingown data
The experimental group had a slightly larger gain than the control group.
“the control group's mean score increased from 7.56 to 9.31, while the experimental group's mean Rose from 9.82 to 11.76, indicating a slightly larger gain in the experimental group.”
Quote in the paperNot a substantial claim - Findingown data
In some cases, certain key concepts were overlooked during the experimental process, where the challenges were created by the students.
“Another observation influencing students' conceptual understanding of computational thinking (CT), compared to a gameplay-only approach, was that in some cases, certain key concepts were overlooked during the experimental process, where the challenges were created by the students.”
Quote in the paperSubstantial claim - Findingown data
Repetition proved challenging, with more than half of the students in both groups struggling with related questions.
“However, repetition proved challenging, with more than half of the students in both groups struggling with related questions.”
Quote in the paperNot a substantial claim - Findingown data
The turn-based structure in the experimental group created challenges due to downtime between team turns.
“The turn-based structure in the experimental group also created challenges due to downtime between team turns.”
Quote in the paperNot a substantial claim - Findingown data
The intraclass correlation coefficient (ICC = 0.52) indicates that over half of the variance in post-test scores was attributable to team membership rather than individual-level or group-level factors.
“A key additional finding was the large intraclass correlation coefficient (ICC = 0.52), indicating that over half of the variance in post-test scores was attributable to team membership rather than individual-level or group-level factors.”
Quote in the paperSubstantial claim - Findingown data
Descriptive statistics show improvements from pre- to post-test in both conditions, indicating learning gains across groups.
“The descriptive statistics for the control and experimental groups show improvements from pre-to post-test in both conditions, indicating learning gains across groups (Table 4).”
Quote in the paperNot a substantial claim - Findingown data
Many students expressed a desire to increase the difficulty of the challenges for the opposing team.
“Many students expressed a desire to increase the difficulty of the challenges for the opposing team, aiming to make the task more challenging.”
Quote in the paperNot a substantial claim - Findingown data
We observed instances where student-designed challenges were overly complex.
“However, we also observed instances where student-designed challenges were overly complex, potentially overwhelming learners and impeding their ability to develop deeper CT skills.”
Quote in the paperSubstantial claim - Findingown data
The effect size estimates (Cohen's d ≈ 0.48; partial η2 = 0.058) indicate a moderate difference in practical terms.
“The effect size estimates (Cohen's d ≈ 0.48; partial η² = 0.058) indicate a moderate difference in practical terms, but the study was underpowered to reliably detect effects of this magnitude with only 33 participants.”
Quote in the paperSubstantial claim - Findingown data
The experimental group exhibited more variation in responses.
“While the experimental group exhibited more variation in responses-suggesting greater individual confidence-the presence of peer influence may have confounded the assessment of true individual understanding.”
Quote in the paperNot a substantial claim - Findingown data
Pre-test was not a significant predictor in the mixed model: β = 0.14, z = 1.01, p = .311, 95% CI [-0.13, 0.42].
“Similarly, pre-test was not a significant predictor in the mixed model, β = 0.14, z = 1.01, p = .311,95% CI [-0.13, 0.42].”
Quote in the paperNot a substantial claim - Findingown data
The control group's median increased substantially from 6.00 to 10.50.
“Notably, the control group's median increased substantially (from 6.00 to 10.50), while the experimental group maintained a high median (from 11.00 to 12.00), suggesting a strong performance across most students.”
Quote in the paperNot a substantial claim - Findingown data
Over half of the variability in post-test scores was attributable to clustering within teams.
“Thus, over half of the variability in post-test scores was attributable to clustering within teams, highlighting the importance of modeling this dependency.”
Quote in the paperSubstantial claim - Findingreasoning
A significant challenge arose regarding the variability in SGC, as a lack of sufficient scaffolding was noted.
“As a result, a significant challenge arose regarding the variability in SGC, as a lack of sufficient scaffolding was noted.”
Quote in the paperSubstantial claim - Findingown data
Similar patterns of shared mistakes on specific questions within teams appeared in both groups.
“Similar patterns appeared in both groups, such as shared mistakes on specific questions within teams.”
Quote in the paperSubstantial claim - Findingown data
Results showed no significant effect of group on post-test scores, F(1, 30) = 1.86, p = .183, partial η2 = 0.058.
“Results showed no significant effect of group on post-test scores (Table 5), F(1, 30) = 1.86, p = .183,partial η² = 0.058.”
Quote in the paperSubstantial claim - Findingown data
Our results highlighted the strong influence of team-level dynamics, with over half of the variance in post-test performance explained by team membership.
“Moreover, our results highlighted the strong influence of team-level dynamics, with over half of the variance in post-test performance explained by team membership.”
Quote in the paperSubstantial claim - Findingown data
The experimental group had a moderate, though not statistically significant, advantage over the control group on the post-test.
“Overall, the analyses suggest that while both groups improved, the experimental group showed more consistent outcomes and a moderate, though not statistically significant, advantage over the control group.”
- Also stated in: § 4.3 Peer influence effects · hedged
“Although the ANCOVA and mixed-effects analyses both suggested that the experimental group scored somewhat higher than the control group on the post-test, this difference did not reach statistical significance.”
Quote in the paperNot a substantial claim - Also stated in: § 4.3 Peer influence effects · hedged
- Findingown data
The experimental group showed more consistent outcomes than the control group.
“Overall, the analyses suggest that while both groups improved, the experimental group showed more consistent outcomes and a moderate, though not statistically significant, advantage over the control group.”
Quote in the paperNot a substantial claim - Findingown data
The control group's standard deviation increased, indicating more variability in post-test scores.
“However, the control group's standard deviation increased, indicating more variability in post-test scores, whereas the experimental group's variability decreased, reflecting more consistent outcomes.”
Quote in the paperNot a substantial claim - Findingown data
Both groups improved from pre-test to post-test.
“Overall, the analyses suggest that while both groups improved, the experimental group showed more consistent outcomes and a moderate, though not statistically significant, advantage over the control group.”
Quote in the paperSubstantial claim - Findingown data
The control group expressed strong enjoyment, with mean scores of 4.72 for Q1 and Q2.
“The control group also expressed strong enjoyment, with mean scores of 4.72 for Q1 (”
Quote in the paperNot a substantial claim- Rests on an assumption: The enjoyment questionnaire validly measures students' enjoyment, engagement, and perceptions of the activities.
- Findingown data
The covariate pre-test was non-significant, F(1, 30) = 2.27, p = .143, partial η2 = 0.070.
“The covariate (pre-test) was also non-significant, F(1, 30) = 2.27, p = .143,partial η² = 0.070.”
Quote in the paperNot a substantial claim - Findingown data
The fixed effect of group was not significant: β = 0.47, z = 0.81, p = .415, 95% CI [-0.66, 1.61].
“Consistent with the ANCOVA results, the fixed effect of group was not significant (Table 6): β = 0.47, z = 0.81, p = .415,95% CI [-0.66, 1.61].”
Quote in the paperSubstantial claim - Findingown data
A key usability issue arose with the map token due to a technical glitch; the virtual map displayed on the token was unstable.
“A key usability issue arose with the map token due to a technical glitch; the virtual map displayed on the token was unstable.”
Quote in the paperNot a substantial claim - Findingown data
The experimental group maintained a high median from 11.00 to 12.00.
“Notably, the control group's median increased substantially (from 6.00 to 10.50), while the experimental group maintained a high median (from 11.00 to 12.00), suggesting a strong performance across most students.”
Quote in the paperNot a substantial claim - Interpretationnone given
In the prototype, students create shareable challenges that embody computational thinking concepts.
“In our prototype, students create shareable challenges that embody computational thinking (CT) concepts.”
Quote in the paperSubstantial claim - Premisecitation
Game-based learning fosters critical thinking and logical reasoning as students work through coding challenges or puzzle-solving tasks, helping them internalize CT concepts experientially.
“Unlike passive learning, GBL fosters critical thinking and logical reasoning as students work through coding challenges or puzzle-solving tasks, helping them internalize CT concepts experientially [20].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [20] Papert S. Personal computing and its impact on education. Comput School: Tutor Tool Tutee. 1980;197:202.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Game-based learning is a powerful method for fostering computational thinking in K-12 education.
“Game-based learning (GBL) is a powerful method for fostering computational thinking (CT) in K-12 education, either alongside or independently of visual and tangible programming.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [9] Asbell-Clarke J, Rowe E, Almeda V, Edwards T, Bardar E, Gasca S, Scruggs R. The development of students’ computational thinking practices in elementary-and middle-school classes using the learning game, Zoombinis. Comput Hum Behav. 2021;115:106587. source
- Premisecitation
Student-generated question is a powerful strategy for developing higher-order cognitive skills, such as algorithmic thinking.
“Student-generated question (SGQ) is a powerful strategy for developing higher-order cognitive skills, such as algorithmic thinking [18].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [18] Hsu TC, Chang SC, Hung YT. How to learn and how to teach computational thinking: suggestions based on a review of the literature. Comput Educ. 2018;126:296–310. source
- Interpretationreasoning
Through creating maze-based challenges, students practiced algorithmic thinking, debugging, and logical reasoning.
“Through this process, students practiced algorithmic thinking, debugging, and logical reasoning.”
Quote in the paperSubstantial claim - Interpretationown data
Participants' outcomes were strongly influenced by the teams they belonged to.
“This highlights the importance of accounting for clustering: participants' outcomes were strongly influenced by the teams they belonged to.”
Quote in the paperSubstantial claim - Study design and conductnone given
The small sample size limited statistical power to detect anything but large effects.
“The single-session format, while practical for young learners, may not have allowed students to fully engage or demonstrate long-term learning, and the small sample size limited statistical power to detect anything but large effects.”
Quote in the paperNot a substantial claim - Study design and conductown data
Power analysis suggested that the study was underpowered, with only 27.6% observed power relative to the detectable partial η2 of 0.208.
“However, power analysis suggested that the study was underpowered, with only 27.6% observed power relative to the detectable partial η² of 0.208.”
Quote in the paperNot a substantial claim - Interpretationown data
The strong preference for the challenge design suggests that incorporating SGC has the potential to enhance motivation and active involvement in learning computational thinking.
“The strong preference for this element suggests that incorporating SGC has the potential to enhance motivation and active involvement in learning computational thinking.”
Quote in the paperSubstantial claim - Interpretationreasoning
Team A's incorrect final post-test answers were likely due to a teammate's misconception.
“For example, in the experimental group, Team A showed clear improvement overall, but all members answered the final question incorrectly on the post-test despite initially answering it correctly, likely due to a teammate's misconception.”
Quote in the paperNot a substantial claim - Interpretationown data
The non-significant finding may be due more to limited sample size than to a complete absence of a group effect.
“This suggests that the non-significant finding may be due more to limited sample size than to a complete absence of a group effect.”
Quote in the paperNot a substantial claim - Interpretationown data
Team-level dynamics (e.g., cohesion, coaching, communication) may play a larger role in performance than the experimental manipulation itself.
“From a substantive perspective, this may mean that team-level dynamics (e.g., cohesion, coaching, communication) play a larger role in performance than the experimental manipulation itself.”
Quote in the paperSubstantial claim - Interpretationown data
This suggests some students focused more on design than on the challenge's functionality.
“This suggests some students focused more on design than on the challenge's functionality.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Without structured guidance, students struggled to build upon prior knowledge and progressively enhance their problem-solving abilities.
“Without structured guidance, students struggled to build upon prior knowledge and progressively enhance their problem-solving abilities.”
Quote in the paperSubstantial claim - Study design and conductown data
The study was underpowered to reliably detect effects of this magnitude with only 33 participants.
“The effect size estimates (Cohen's d ≈ 0.48; partial η² = 0.058) indicate a moderate difference in practical terms, but the study was underpowered to reliably detect effects of this magnitude with only 33 participants.”
Quote in the paperSubstantial claim - Interpretationown data
These results highlight areas of strength and difficulty common to both groups.
“Overall, these results highlight areas of strength and difficulty common to both groups, suggesting targeted support may be needed for certain CT concepts.”
Quote in the paperNot a substantial claim - Interpretationreasoning
This added to physical exertion, especially in larger groups where more time was spent manipulating the marker due to longer turns and increased competition for the device.
“This added to physical exertion, especially in larger groups where more time was spent manipulating the marker due to longer turns and increased competition for the device.”
Quote in the paperNot a substantial claim - Interpretationown data
Holding devices like smartphones or tablets, in specific positions to view augmented reality content and interact with virtual elements, for extended periods may cause fatigue, particularly in their arms, hands, and wrists, especially among younger students with developing motor skills.
“Holding devices like smartphones or tablets, in specific positions to view augmented reality content and interact with virtual elements, for extended periods may cause fatigue, particularly in their arms, hands, and wrists, especially among younger students with developing motor skills.”
Quote in the paperSubstantial claim - Interpretationown data
The influence of peer interaction on individual test responses was evident.
“The influence of peer interaction on individual test responses was evident.”
Quote in the paperNot a substantial claim - Interpretationreasoning
One important consideration in implementing the SCG approach is the limited control educators have over the content of the challenges.
“One important consideration in implementing the SCG approach is the limited control educators have over the content of the challenges.”
Quote in the paperSubstantial claim - Interpretationown data
The presence of peer influence may have confounded the assessment of true individual understanding.
“While the experimental group exhibited more variation in responses-suggesting greater individual confidence-the presence of peer influence may have confounded the assessment of true individual understanding.”
Quote in the paperSubstantial claim - Interpretationown data
Large between-team differences suggest that team-level factors may have played a meaningful role in shaping learning outcomes.
“Large between-team differences highlight that team-level factors may have played a meaningful role in shaping learning outcomes.”
Quote in the paperSubstantial claim - Interpretationreasoning
Students in the experimental group may have felt more confident answering their post-test independently.
“This aligns with our findings, which indicate that students in the experimental group may have felt more confident answering their post-test independently.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Without proper guidance or a structured step-by-step approach, some students may have struggled to progress effectively.
“Without proper guidance or a structured step-by-step approach, some students may have struggled to progress effectively.”
Quote in the paperSubstantial claim - Interpretationown data
Patterns within teams suggest peer influence affected some outcomes.
“Although students were instructed to answer independently, patterns within teams suggest peer influence affected some outcomes.”
Quote in the paperSubstantial claim - Interpretationown data
This points to the importance of peer interaction, team cohesion, and shared misconceptions in shaping individual outcomes, even when assessments are intended to be completed independently.
“This points to the importance of peer interaction, team cohesion, and shared misconceptions in shaping individual outcomes, even when assessments are intended to be completed independently.”
Quote in the paperSubstantial claim - Interpretationreasoning
This behavior further impacted comfort and gameplay engagement.
“This behavior further impacted comfort and gameplay engagement.”
Quote in the paperNot a substantial claim
- Classified as probably not a substantial claim. 84
- May combine two claims. 85
- The quote only partly states this claim. 1
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationAR enables active learning, allowing students to engage with content in real-time, which helps them visualize and understand abstract concepts in more accessible ways.
“By overlaying digital elements onto the physical world, AR enables active learning, allowing students to engage with content in real-time, which in turn helps them visualize and understand abstract concepts in more accessible ways [45].”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [45] Ciloglu T, Ustun AB. The effects of mobile AR-based biology learning experience on students’ motivation, self-efficacy, and attitudes in online learning. J Sci Edu Technol. 2023;32(3):309–37. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationDíaz-Lauzurica and Moreno-Salinas used the Blockly game platform to foster CT skills, which boosted students' motivation and served as an effective teaching tool for cultivating CT.
“For instance, Díaz-Lauzurica and Moreno-Salinas [33] utilized the Blockly game platform to foster CT skills, which not only boosted students' motivation but also served as an effective teaching tool for cultivating CT.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [33] Díaz-Lauzurica B, Moreno-Salinas D. Computational thinking and robotics: A teaching experience in compulsory secondary education with students with high degree of apathy and demotivation. Sustainability. 2019;11(18):5109. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationGame-based learning can foster collaboration among students, essential communication and teamwork skills, which are critical in developing computational thinking and preparing students for STEM fields.
“Game-based learning can be an effective approach to foster collaboration among students, essential communication and teamwork skills, which are critical in developing computational thinking (CT) and preparing students for STEM fields [38].”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [38] Dichev C, Dicheva D. Gamifying education: what is known, what is believed and what remains uncertain: a critical review. Int J Educational Technol High Educ. 2017;14:1–36. source
The review reports positive effects on student collaboration and increased communication in its study summary (Endnotes, p. 29). But it reviews gamification rather than game-based learning, and it does not establish that these effects develop computational thinking or prepare students for STEM fields; its discussion of STEM studies notes how few were available (What subjects are gamified?, p. 7). (LLM, conf=0.86)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationCurrent research leans towards more intuitive approaches and languages to enhance computational techniques and understanding, acknowledging that the complex syntax of traditional programming languages poses a barrier for beginners.
“Current research leans towards more intuitive approaches and languages to enhance computational techniques and understanding [8,18], acknowledging that the complex syntax of traditional programming languages poses a barrier for beginners [29].”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites [8] Gong X, Xu W, Yu S, Ma J, Qiao A. Enhancing computational thinking and Spatial reasoning skills in gamification programming learning: A comparative study of tangible, block and paper-and‐pencil tools. British Journal of Educational Technology; 2024. source
- cites [18] Hsu TC, Chang SC, Hung YT. How to learn and how to teach computational thinking: suggestions based on a review of the literature. Comput Educ. 2018;126:296–310. source
- cites [29] Brennan K, Resnick M. (2012, April). New frameworks for studying and assessing the development of computational thinking. In Proceedings of the 2012 annual meeting of the American educational research association, Vancouver, Canada (Vol. 1, p. 25).
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationBoth visual and tangible approaches improve CT skills, with tangible methods particularly beneficial for teaching abstraction and decomposition.
“Research shows both visual and tangible approaches improve CT skills, with tangible methods particularly beneficial for teaching abstraction and decomposition [8].”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [8] Gong X, Xu W, Yu S, Ma J, Qiao A. Enhancing computational thinking and Spatial reasoning skills in gamification programming learning: A comparative study of tangible, block and paper-and‐pencil tools. British Journal of Educational Technology; 2024. source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe use of 3D visuals in mobile AR applications improves comprehension by providing students with visual representations of difficult concepts.
“The use of 3D visuals in mobile AR applications further improves comprehension by providing students with visual representations of difficult concepts, thus enhancing their understanding [47].”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [47] Madhankumar S, Sankar TP, Thomas SS, Brundhavani G, Paul P, Girishkumar V. (2021, February). Development of Mobile Application Incorporating Augmented Reality for E-education and Training Systems. In IOP Conference Series: Materials Science and Engineering. IOP Publishing. source
May combine two claims.
Findingown dataThe SGC group showed positive effects on motivation and experience.
“While no significant group differences emerged after a single session, the SGC group showed improved learning gains and positive effects on motivation and experience.”
- Also stated in: § 4.1 Student enjoyment and engagement · hedged
“In contrast, the experimental group's responses were not only highly positive but also more consistent, with lower standard deviations (0.46-0.60) and higher minimum scores (no rating below 3 or 4).”
Quote in the paperSubstantial claim- Rests on an assumption: The enjoyment questionnaire validly measures students' enjoyment, engagement, and perceptions of the activities.
- Also stated in: § 4.1 Student enjoyment and engagement · hedged
May combine two claims.
FindingcitationThe participants were elementary school students from Greece, aged 8 to 10 years old, with prior experience using the BeeBot robot to learn basic computational concepts.
“The participants were elementary school students from Greece, aged 8 to 10 years old, with prior experience using the BeeBot robot [28] to learn basic computational concepts.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [28] Misirli A, Komis V. Computational thinking in early childhood education: the impact of programming a tangible robot on developing debugging knowledge. Early Child Res Q. 2023;65:139–58. source
May combine two claims.
Findingown dataAlthough group differences did not reach significance, the estimated marginal means indicated a small advantage for the experimental group (M = 3.74) over the control group (M = 3.28), corresponding to a moderate effect size (Cohen's d = 0.48; Hedges' g = 0.47).
“Although group differences did not reach significance, the estimated marginal means indicated a small advantage for the experimental group (M = 3.74) over the control group (M = 3.28), corresponding to a moderate effect size (Cohen's d = 0.48; Hedges' g = 0.47) (Table 8).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataPerformance on backward commands was mixed, showing variability in grasping this more complex concept, where the control group had a slight advantage.
“Performance on backward commands was mixed, showing variability in grasping this more complex concept, where the control group had a slight advantage.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataBoth groups demonstrated comparable foundational computational thinking skills, with the experimental group starting slightly ahead.
“Both groups demonstrated comparable foundational computational thinking skills, with the experimental group starting slightly ahead.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe experimental group's responses were highly positive and more consistent, with lower standard deviations (0.46-0.60) and higher minimum scores (no rating below 3 or 4).
“In contrast, the experimental group's responses were not only highly positive but also more consistent, with lower standard deviations (0.46-0.60) and higher minimum scores (no rating below 3 or 4).”
Quote in the paperSubstantial claim- Rests on an assumption: The enjoyment questionnaire validly measures students' enjoyment, engagement, and perceptions of the activities.
May combine two claims.
Findingown dataWhile SGC didn't significantly improve CT skills or conceptual understanding when compared to gameplay alone, there was evidence of increased enjoyment and engagement during the design phase, with educators and researchers noting higher levels of participation and a positive shift in behavior.
“While SGC didn't significantly improve CT skills or conceptual understanding when compared to gameplay alone, there was evidence of increased enjoyment and engagement during the design phase, with educators and researchers noting higher levels of participation and a positive shift in behavior.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataSGC was generally more complex and difficult than the predefined challenges, reflecting a noticeable shift in the students' approach to game design.
“A key finding was that SGC was generally more complex and difficult than the predefined ones, reflecting a noticeable shift in the students' approach to game design.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe mixed-effects results corroborated the ANCOVA: no reliable group effect was detected, but substantial between-team variation was evident.
“Taken together, the mixed-effects results corroborated the ANCOVA: no reliable group effect was detected, but substantial between-team variation was evident.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Findingnone givenIn total, 33 students were randomly allocated into one of two conditions.
“In total, 33 students were randomly allocated into one of two conditions.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataWhile both groups rated their experiences favorably, there were minimal differences in means and variability, which do not strongly favor the experimental condition.
“While both groups rated their experiences favorably, there were minimal differences in means and variability, which do not strongly favor the experimental condition.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataTeam membership explained a substantial proportion of variance: the estimated team-level variance was 0.548 and the residual variance 0.509, yielding an intraclass correlation coefficient (ICC) of 0.52.
“Importantly, the random-effects results indicated that team membership explained a substantial proportion of variance: the estimated team-level variance was 0.548 and the residual variance 0.509, yielding an intraclass correlation coefficient (ICC) of 0.52 (Table 7).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataBoth the control and experimental groups reported very positive responses across all questionnaire items, with mean scores ranging from 4.50 to 4.72 out of 5.
“Both the control and experimental groups reported very positive responses across all questionnaire items, with mean scores ranging from 4.50 to 4.72 out of 5.”
Quote in the paperNot a substantial claim- Rests on an assumption: The enjoyment questionnaire validly measures students' enjoyment, engagement, and perceptions of the activities.
May combine two claims.
Findingown dataPrecise movements and gestures for gameplay further exacerbated the strain, and the device size and weight led to discomfort and, in some cases, pain.
“Precise movements and gestures for gameplay further exacerbated the strain, and the device size and weight led to discomfort and, in some cases, pain.”
Quote in the paperSubstantial claimMay combine two claims. The quote only partly states this claim.
Findingown dataThe control group showed greater variability on Q3 and Q4, with standard deviations close to 1 and minimum scores as low as 1.
“However, the Fig. 5 Example of pre-and post-test questions control group showed greater variability, particularly on Q3 (”
Quote in the paperNot a substantial claim- Rests on an assumption: The enjoyment questionnaire validly measures students' enjoyment, engagement, and perceptions of the activities.
May combine two claims.
Findingown dataMost students understood sequence concepts reasonably well, as only a few missed the first two pre-test questions.
“Most students understood sequence concepts reasonably well, as only a few missed the first two pre-test questions.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataResearchers and educators observed increased student participation and creativity during the design phase.
“This enthusiasm was further supported by researchers and educators, who observed increased student participation and creativity during the design phase.”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningIn the experimental group, Team A showed clear improvement overall, but all members answered the final question incorrectly on the post-test despite initially answering it correctly.
“For example, in the experimental group, Team A showed clear improvement overall, but all members answered the final question incorrectly on the post-test despite initially answering it correctly, likely due to a teammate's misconception.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe majority of participants rated enjoyment as 'very high,' with a mean score of 4.69 for Q1 and Q3.
“Τhe majority of participants rated enjoyment as 'very high, ' with a mean score of 4.69 for Q1 (”
Quote in the paperNot a substantial claim- Rests on an assumption: The enjoyment questionnaire validly measures students' enjoyment, engagement, and perceptions of the activities.
Classified as probably not a substantial claim.
PremisecitationVisual and tangible programming have emerged as effective strategies to support CT development.
“To support CT development, visual and tangible programming have emerged as effective strategies.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationTangible Mobile Augmented Reality enhances knowledge acquisition, motivation, interaction, and collaboration, fostering positive attitudes and improved performance.
“TMAR enhances knowledge acquisition, motivation, interaction, and collaboration [17], fostering positive attitudes and improved performance [15].”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [17] Garzón J, Pavón J, Baldiris S. Systematic review and meta-analysis of augmented reality in educational settings. Virtual Reality. 2019;23(4):447–59. source
- cites [15] Fotaris P, Pellas N, Kazanidis I, Smith P. (2017, October). A systematic review of Augmented Reality game-based applications in primary education. In Memorias del XI Congreso Europeo en Aprendizaje Basado en el Juego Graz (pp. 181–191).
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.
PremisecitationComputational thinking implies breaking down complex problems into manageable sub-problems, creating well-defined steps, transferring solutions, and utilizing computers to automate processes.
“CT implies breaking down complex problems into manageable sub-problems, creating a series of well-defined steps to resolve an issue, transferring solutions to similar scenarios, and utilizing computers to automate processes [24].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [24] Kalelioglu F, Gülbahar Y, Kukul V. A framework for computational thinking based on a systematic research review. Baltic J Mod Comput. 2016;4(3):583.
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).
PremisecitationGame-based learning promotes active learning, requiring students to make decisions, test hypotheses, and receive immediate feedback.
“This approach promotes active learning, requiring students to make decisions, test hypotheses, and receive immediate feedback [30].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [30] Gee JP. What video games have to teach Us about learning and literacy. Computers Entertainment (CIE). 2003;1(1):20–20. source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenNurturing creativity enhances students' adaptability and flexibility.
“Additionally, nurturing creativity enhances students' adaptability and flexibility, which are critical in today's fast-paced technological landscape.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductreasoningThe study was implemented as a single-session intervention.
“The study was implemented as a single-session intervention, reflecting the practical realities of classroom-based research with elementary students and aligning with similar exploratory studies in CT education.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
PremisecitationComputational thinking entails employing computer science principles and methodologies to define problems and plan solutions.
“Computational Thinking (CT) entails employing computer science principles and methodologies to define problems and plan solutions [23].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [23] Shute VJ, Sun C, Asbell-Clarke J. Demystifying computational thinking. Educational Res Rev. 2017;22:142–58. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenGame-based learning has long been recognized as an effective tool for teaching computational thinking, particularly in STEM education.
“Game-based learning (GBL) has long been recognized as an effective tool for teaching computational thinking (CT), particularly in STEM education.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Premisenone givenCreativity promotes divergent thinking, enabling students to generate multiple solutions to complex problems.
“Creativity promotes divergent thinking, enabling students to generate multiple solutions to complex problems-an essential skill for navigating the challenges of a rapidly evolving world.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAR-based games, when designed effectively, align closely with real-world structures, incorporating clear educational objectives, defined roles, and relevant feedback to foster meaningful learning.
“AR-based games, when designed effectively, align closely with real-world structures, incorporating clear educational objectives, defined roles, and relevant feedback to foster meaningful learning [44].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [44] Fotouhi-Ghazvini F, Earnshaw RA, Robison D, Excell PS. (2009). Designing augmented reality games for mobile learning using an instructional-motivational paradigm. In 2009 International Conference on CyberWorlds (pp. 312–319). IEEE. source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Premisenone givenThe SGQ strategy can enhance students' motivation and drive for self-actualization, fostering a deeper personal connection to the learning process.
“Furthermore, the SGQ strategy can enhance students' motivation and drive for self-actualization, fostering a deeper personal connection to the learning process Fig. 1.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationMobile Augmented Reality overlays virtual content onto the physical world, boosting motivation and learning outcomes.
“MAR overlays virtual content onto the physical world, boosting motivation and learning outcomes [16], and aligns well with constructivist strategies promoting active, collaborative, and situated learning.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [16] Sırakaya M, Alsancak Sırakaya D. Augmented reality in STEM education: A systematic review. Interact Learn Environ. 2022;30(8):1556–69. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationGame-based learning is typically applied in two ways: an instructionist approach where students play serious games, and a design-centric approach where students create games.
“Game-based learning (GBL) is typically applied in two ways: (a) an instructionist approach, where students play serious games [12] and (b) a designcentric approach, where students create games [13].”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [12] Fullerton T. Play-centric games education. Computer. 2006;39(6):36–42. source
- cites [13] Van Staalduinen JP, De Freitas S. A game-based learning framework: linking game design and learning outcomes. Volume 53. Learning to Play: Exploring the Future of Education with Video Games; 2011. pp. 29–45.
Not checked in the free run.
Probably not a substantial claim: may not pass S4 (based). May combine two claims.
Premisenone givenFor learners aged 8-10, extended interventions can introduce fatigue and off-task behavior, whereas short, focused sessions are pedagogically appropriate for sustaining attention and motivation.
“For learners aged 8-10, extended interventions can introduce fatigue and off-task behavior, whereas short, focused sessions are pedagogically appropriate for sustaining attention and motivation.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
Premisenone givenGame design fosters creativity and problem-solving, while gameplay supports engagement and skill acquisition.
“Both offer distinct benefits-game design fosters creativity and problem-solving, while gameplay supports engagement and skill acquisition.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationGame-based learning environments often incorporate collaborative elements, where students engage in problem-solving, exchange strategies, and support each other's learning to enhance outcomes.
“Game-based learning environments often incorporate collaborative elements, where students engage in problem-solving, exchange strategies, and support each other's learning to enhance outcomes [36].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [36] Sun C, Shute VJ, Stewart AE, Beck-White Q, Reinhardt CR, Zhou G, D’Mello SK. The relationship between collaborative problem solving behaviors and solution outcomes in a game-based learning environment. Comput Hum Behav. 2022;128:107120. source
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
PremisecitationIntegrating creativity into the CT process is particularly significant in educational settings.
“Integrating creativity into the CT process is particularly significant in educational settings [42].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [42] Brooks E, Sjöberg J. (2020). A designerly approach as a foundation for school children’s computational thinking skills while developing digital games. In Proceedings of the interaction design and children conference (pp. 87–95). source
May combine two claims.
PremisecitationThe SGQ approach helps students develop a deeper understanding of the subject matter, shifting from mere knowledge acquisition to active use of knowledge and a sense of ownership over the content they are learning.
“This approach helps students develop a deeper understanding of the subject matter, shifting from mere knowledge acquisition to active use of knowledge and a sense of ownership over the content they are learning [43].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [43] Devon J, Paterson JH, Moffat DC, McCrae J. Evaluation of student engagement with peer feedback based on student-generated MCQs. Innov Teach Learn Inform Comput Sci. 2012;11(1):27–37. source
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.
PremisereasoningEmbracing students' creative expressions within CT activities empowers them to take ownership of their learning while fostering collaboration, communication, and critical thinking.
“Embracing students' creative expressions within CT activities empowers them to take ownership of their learning while fostering essential skills such as collaboration, communication, and critical thinking-all vital for success in the digital age.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation[35] highlighted that game-based learning transforms teachers into active participants and facilitators, in contrast to the traditional approach where teachers deliver information to passive students.
“Additionally [35], highlighted that game-based learning transforms teachers into active participants in the learning process, as well as facilitators, in contrast to the traditional approach where teachers simply deliver information to passive students who may be disengaged or inattentive.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [35] Boctor L. Active-learning strategies: the use of a game to reinforce learning in nursing education. A case study. Nurse Educ Pract. 2013;13(2):96–100. https://doi.org/10.1016/j.nepr.2012.07.010. source
May combine two claims.
PremisecitationThe SGQ process improves engagement and task relevance, leading to better performance.
“This process improves engagement and task relevance, leading to better performance [19].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [19] Cheng YP, Lai CF, Chen YT, Wang WS, Huang YM, Wu TT. Enhancing student’s computational thinking skills with student-generated questions strategy in a game-based learning platform. Comput Educ. 2023;200:104794. source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPopat et al. outlined five themes of perceived learning outcomes from CT and programming education: critical thinking, problem-solving, social skills, self-management, and academic knowledge.
“Popat et al. [25] outlined five themes of perceived learning outcomes from CT and programming education: critical thinking, problem-solving, social skills, self-management, and academic knowledge.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [25] Popat S, Starkey L. Learning to code or coding to learn? A systematic review. Comput Educ. 2019;128:365–76. source
May combine two claims.
PremisecitationTangible programming simplifies abstraction and supports hands-on learning, especially for younger students.
“Tangible programming, which uses physical blocks to represent code, further simplifies abstraction and supports hands-on learning, especially for younger students [7].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [7] Wang D, Wang T, Liu Z. A tangible programming tool for children to cultivate computational thinking. Sci World J. 2014;2014(1):428080. source
Checked before — its earlier verdict is held back until a new check runs.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationEarly findings reveal correlations between computational thinking and creativity.
“Early findings reveal interesting correlations between these two concepts [40,41].”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [40] Romeike R. (2007). Three drivers for creativity in computer science education. Proceedings of Informatics, Mathematics and ICT: A ‘Golden Triangle’, Boston, USA.
Not checked in the free run.
- cites [41] Roque R, Rusk N, Resnick M. (2016). Supporting diverse and creative collaboration in the scratch online community. Mass Collab Educ, 241–56. source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
PremisereasoningEducational systems worldwide are integrating CT into curricula, facilitated by age-appropriate programming tools like those in England since 2013.
“Consequently, educational systems worldwide are integrating CT into curricula, facilitated by age-appropriate programming tools like those in England since 2013.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationGame-based learning provides real-world simulations, allowing students to manipulate variables and solve complex problems.
“GBL also provides real-world simulations, allowing students to manipulate variables and solve complex problems [29].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [29] Brennan K, Resnick M. (2012, April). New frameworks for studying and assessing the development of computational thinking. In Proceedings of the 2012 annual meeting of the American educational research association, Vancouver, Canada (Vol. 1, p. 25).
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisereasoningGameplay reflects a constructivist approach, while the challenge design component draws on constructionism.
“While gameplay itself reflects a constructivist approach-students actively engage with the environment and build understanding through problem-solving-the challenge design component draws on constructionism.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationHybrid approaches combining game design and gameplay demand higher programming and computational thinking skills, making it challenging to balance ability, engagement, and learning goals without frustration.
“Hybrid approaches that combine both have been explored but often demand higher programming and computational thinking (CT) skills [14], making it challenging to balance ability, engagement, and learning goals without causing frustration.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [14] Wang X, Cheng M, Li X. Teaching and learning computational thinking through game-based learning: A systematic review. J Educational Comput Res. 2023;61(7):1505–36. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenComputational thinking fosters algorithmic thinking and problem-solving skills applicable not only to IT but also to a broader array of real-world problems.
“CT fosters algorithmic thinking and problem-solving skills applicable not only to IT but also to a broader array of real-world problems, whether involving computers or not.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductnone givenThis study employed a between-subjects experimental design, with participants randomly divided into an experimental group and a control group.
“This study employed a between-subjects experimental design, with participants randomly divided into an experimental group and a control group.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
PremisecitationTangible Mobile Augmented Reality still requires further investigation to refine its implementation and maximize its educational impact.
“Despite its promising potential, Tangible Mobile Augmented Reality (TMAR) still requires further investigation to refine its implementation and maximize its educational impact.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationCollaborative learning is a fundamental aspect of the learning process, as social interaction and collaboration contribute to greater engagement and enhanced learning outcomes.
“Collaborative learning is a fundamental aspect of the learning process, as social interaction and collaboration are key features of an educational environment that contribute to greater engagement and enhanced learning outcomes [37].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [37] Garcia-Sanjuan F, Jurdi S, Jaen J, Nacher V. Evaluating a tactile and a tangible multi-tablet gamified quiz system for collaborative learning in primary education. Comput Educ. 2018;123:65–84. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation[34] employed the Blockly game Penguin Go to facilitate programming learning and enhance students' CT abilities.
“Similarly [34], employed the Blockly game Penguin Go to facilitate programming learning and enhance students' CT abilities.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [34] Zhao W, Shute VJ. Can playing a video game foster computational thinking skills? Comput Educ. 2019;141:103633. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationMAR has proven to captivate learners and facilitate cross-disciplinary education, making it particularly valuable for teaching complex STEM concepts.
“MAR has proven to captivate learners and facilitate cross-disciplinary education, making it particularly valuable for teaching complex STEM concepts [46]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [46] Costa MC, Patricio JM, Carrança JA, Farropo B. (2018, June). Augmented reality technologies to promote STEM learning. In 2018 13th Iberian conference on information systems and technologies (CISTI) (pp. 1–4). IEEE. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisenone givenThe integration of game-based learning with Mobile Augmented Reality is rapidly gaining traction in STEM education, providing immersive and interactive experiences that significantly enhance student engagement and comprehension.
“The integration of game-based learning with Mobile Augmented Reality (MAR) is rapidly gaining traction in STEM education, providing immersive and interactive experiences that significantly enhance student engagement and comprehension.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThere is a noticeable trend toward integrating computational thinking into even the first levels of K-12 education.
“Thus, there's a noticeable trend toward integrating computational thinking (CT) into even the first levels of K-12 education [26][27][28].”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [26] Tikva C, Tambouris E. Mapping computational thinking through programming in K-12 education: A conceptual model based on a systematic literature review. Comput Educ. 2021;162:104083. source
- cites [27] Falloon G. Advancing young students’ computational thinking: an investigation of structured curriculum in early years primary schooling. Comput Educ. 2024;216:105045. source
- cites [28] Misirli A, Komis V. Computational thinking in early childhood education: the impact of programming a tangible robot on developing debugging knowledge. Early Child Res Q. 2023;65:139–58. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationAR-supported programming education significantly boosts computational thinking and fundamental skills, while also promoting deeper social and collaborative learning experiences.
“Research has shown that AR-supported programming education significantly boosts computational thinking and fundamental skills, while also promoting deeper social and collaborative learning experiences [48].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [48] Işik Arslanoğlu İ, Kert SB, Tonbuloğlu İ. (2023). Think together, design together, code together: the effect of augmented reality activity designed by children on the computational thinking skills. Educ Inform Technol, 1–30. source
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.
PremisecitationComputational thinking is more than coding; it is a mindset and problem-solving approach that develops with practice.
“While often taught through programming, CT is more than coding-it is a mindset and problem-solving approach that develops with practice [3,4]”
Quote in the paperNot a substantial claim0 of 2 sources checkedClassified as probably not a substantial claim.
PremisereasoningThe SGQ strategy may facilitate the acquisition of computational thinking skills.
“The SGQ strategy, which encourages students to analyze problems, integrate information from learning content, and evaluate their own understanding and solutions while creating and formulating questions, may facilitate the acquisition of computational thinking skills.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.
PremisereasoningGame-based learning integrates interactive gameplay with creativity and real-world applications, offering a comprehensive approach to teaching CT.
“Ultimately, GBL integrates interactive gameplay with creativity and real-world applications, offering a comprehensive approach to teaching CT.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
InterpretationreasoningThe structured experimental design enabled a comprehensive comparison between the two conditions, providing insights into the role of SGC in fostering computational thinking within a TMAR environment.
“This structured design enabled a comprehensive comparison between the two conditions, providing insights into the role of SGC in fostering computational thinking within a TMAR environment Fig. 4.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationISTE and CSTA expanded CT to include creativity, algorithmic thinking, critical thinking, problem-solving, communication, and collaboration skills.
“The International Society for Technology in Education (ISTE) and the Computer Science Teachers Association (CSTA) [22], expanded CT to include creativity, algorithmic thinking, critical thinking, problem-solving, communication, and collaboration skills.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [22] International Society for Teaching Education (ISTE), & Computer Science Teachers Association (CSTA). (2011). Operational Definition of Computational Thinking for K–12 Education. https://cdn.iste.org/www-root/Computational_Thinking_Operational_Definition_ISTE.pdf
Not checked in the free run.
May combine two claims.
PremisecitationBy creating questions or content, students engage in deeper cognitive processing, enhancing their own and their peers' learning.
“By creating questions or content, students engage in deeper cognitive processing, enhancing their own and their peers' learning.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [19] Cheng YP, Lai CF, Chen YT, Wang WS, Huang YM, Wu TT. Enhancing student’s computational thinking skills with student-generated questions strategy in a game-based learning platform. Comput Educ. 2023;200:104794. source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationBrennan and Resnick proposed three key dimensions of CT: Computational concepts, Computational Practices, and Computational Perspectives.
“proposed three key dimensions of CT, in order to assess the development of CT skills; Computational concepts, Computational Practices, and Computational Perspectives.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [29] Brennan K, Resnick M. (2012, April). New frameworks for studying and assessing the development of computational thinking. In Proceedings of the 2012 annual meeting of the American educational research association, Vancouver, Canada (Vol. 1, p. 25).
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationComputational thinking is not a fixed set of concepts tailored for programming; it is a mode of thinking and problem-solving that improves with continuous practice.
“Computational thinking (CT) is not a fixed set of concepts tailored specifically for programming; rather, it is a mode of thinking and problem-solving that improves with continuous practice [4].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [4] Denning PJ, Tedre M. Computational thinking. MIT Press; 2019. source
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.
PremisereasoningBy incorporating creative elements into CT activities, educators can harness students' intrinsic motivation, fostering a dynamic learning environment that encourages exploration and innovation.
“By incorporating creative elements into CT activities, educators can harness students' intrinsic motivation, fostering a dynamic learning environment that encourages exploration and innovation.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisereasoningBy embedding CT concepts in creative design challenges that mirror real-world scenarios, educators deepen students' understanding of CT and highlight its relevance and applicability.
“By embedding CT concepts in creative design challenges that mirror real-world scenarios, educators not only deepen students' understanding of CT but also highlight its relevance and applicability.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
PremisecitationConstructionism emphasizes learning through building tangible or mental objects that hold personal meaning, thereby bridging the gap between concrete and abstract thinking.
“In Papert's sense [20], constructionism emphasizes learning through building tangible or mental objects that hold personal meaning, thereby bridging the gap between concrete and abstract thinking.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [20] Papert S. Personal computing and its impact on education. Comput School: Tutor Tool Tutee. 1980;197:202.
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).
PremisecitationWorking toward common goals often boosts motivation and engagement.
“Moreover, working toward common goals often boosts motivation and engagement [39].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [39] Steinkuehler C, Duncan S. Scientific habits of Mind in virtual worlds. J Sci Edu Technol. 2008;17:530–43. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationInnovative game activities immerse students in problem-solving, sustaining motivation and engagement.
“Innovative game activities immerse students in problem-solving, sustaining motivation, and engagement [11].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [11] Abdul Jabbar AI, Felicia P. Gameplay engagement and learning in game-based learning: A systematic review. Rev Educ Res. 2015;85(4):740–79. source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAccording to Wing, computational thinking holds the same significance as reading, writing, and arithmetic in fostering children's analytical capacities.
“According to J. Wing [3], CT holds the same significance as reading, writing, and arithmetic in fostering children's analytical capacities.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [3] Wing JM. Computational thinking. Commun ACM. 2006;49(3):33–5. source
Classified as probably not a substantial claim.
PremisereasoningA single session allowed the study to capture immediate learning gains and engagement effects without the confounds of repeated exposure or attrition.
“Moreover, a single session allowed us to capture immediate learning gains and engagement effects without the confounds of repeated exposure or attrition.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationGamified learning tools enhance motivation and make learning more interactive.
“Research shows that gamified learning tools enhance motivation and make learning more interactive [10].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [10] del Olmo-Muñoz J, Cózar-Gutiérrez R, González-Calero JA. Computational thinking through unplugged activities in early years of primary education. Volume 150. Computers & Education; 2020. p. 103832. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationGame-based learning can foster flow experiences, where deep engagement enhances motivation and learning outcomes.
“Additionally, GBL can foster flow experiences, where deep engagement enhances motivation and learning outcomes [31].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [31] Chang CC, Liang C, Chou PN, Lin GY. Is game-based learning better in flow experience and various types of cognitive load than non-game-based learning? Perspective from multimedia and media richness. Comput Hum Behav. 2017;71:218–27. source
May combine two claims.
PremisecitationOne study used the student-generated questions strategy to support CT development with positive results, but it has not yet been integrated into a TMAR game.
“While one study used the studentgenerated questions (SGQ) strategy to support CT development with positive results [19], it has not yet been integrated into a TMAR game.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [19] Cheng YP, Lai CF, Chen YT, Wang WS, Huang YM, Wu TT. Enhancing student’s computational thinking skills with student-generated questions strategy in a game-based learning platform. Comput Educ. 2023;200:104794. source
Probably not a substantial claim: may not pass S4 (based). May combine two claims.
InterpretationreasoningThe innovative approach of integrating SGQ into TMAR encourages creativity and promotes collaboration, as students take turns assuming the roles of designers and problem solvers.
“This innovative approach not only encourages creativity but also promotes collaboration, as students take turns assuming the roles of designers and problem solvers.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationPersonalized game experiences can be tailored to meet individual needs, further improving engagement and educational results.
“Personalized game experiences can be tailored to meet individual needs, further improving engagement and educational results [32].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [32] Teixeira S, Barbosa D, Araújo C, Henriques PR. (2020). Improving game-based learning experience through game appropriation.
Not checked in the free run.
May combine two claims.
Interpretationown dataWhile both groups were satisfied, the experimental group experienced the intervention more uniformly positively, reflecting a stronger consensus in their evaluations.
“This suggests that while both groups were satisfied, the experimental group experienced the intervention more uniformly positively, reflecting a stronger consensus in their evaluations Table 2, 3.”
Quote in the paperNot a substantial claim- Rests on an assumption: The enjoyment questionnaire validly measures students' enjoyment, engagement, and perceptions of the activities.
May combine two claims.
InterpretationreasoningWhile students receive guidelines, the game mechanics are not advanced enough to ensure that these guidelines are consistently followed.
“While students receive guidelines, the game mechanics are not advanced enough to ensure that these guidelines are consistently followed.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based).
Premisenone givenThe age group 8-10 was deliberately chosen because it is a key developmental stage of computational thinking where children begin to move from concrete reasoning to more abstract concepts, decomposition, and algorithms.
“This age group was deliberately chosen since it is a key developmental stage of computational thinking where children are beginning to move from concrete reasoning to more abstract concepts, decomposition, and algorithms.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataBased on our results, while our intervention may have had some effect, its impact was not substantial enough to differentiate it clearly from the control condition.
“Based on our results (Tables 5, 6, 7 and 8), while our intervention may have had some effect, its impact was not substantial enough to differentiate it clearly from the control condition.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationreasoningFactors such as limited questionnaire comprehension and the inherent excitement of using TMAR technology may have influenced response reliability.
“Factors such as limited questionnaire comprehension and the inherent excitement of using TMAR technology may have influenced response reliability, introducing some variability worth further exploration.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThe single-session format may not have allowed students to fully engage or demonstrate long-term learning.
“The single-session format, while practical for young learners, may not have allowed students to fully engage or demonstrate long-term learning, and the small sample size limited statistical power to detect anything but large effects.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Interpretationown dataThese findings reinforce Zhao and Shute's concerns, emphasizing the need for a carefully structured learning experience that balances autonomy with adequate scaffolding.
“These findings reinforce Zhao and Shute's [34] concerns, emphasizing the need for a carefully structured learning experience that balances autonomy with adequate scaffolding to ensure that GBL environments foster both motivation and the development of essential critical thinking and problem-solving skills.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Zhao and Shute [34] Zhao W, Shute VJ. Can playing a video game foster computational thinking skills? Comput Educ. 2019;141:103633. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenThe study proceeded as planned, with all participants completing their assigned tasks.
“The study proceeded as planned, with all participants completing their assigned tasks.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
InterpretationreasoningTeacher-designed challenges allow for greater instructional oversight, ensuring that activities are aligned with learning goals, scaffold struggling students effectively, and progress in a structured manner.
“In contrast, teacher-designed challenges allow for greater instructional oversight, ensuring that activities are aligned with learning goals, scaffold struggling students effectively, and progress in a structured manner.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataStrong team effects suggest that peer dynamics shaped individual outcomes, complicating the assessment of true individual understanding.
“In particular, strong team effects suggest that peer dynamics shaped individual outcomes, complicating the assessment of true individual understanding.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductown dataAn ANCOVA was conducted controlling for pre-test scores.
“To test whether these differences were statistically reliable, an ANCOVA was conducted, controlling for pre-test scores.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductcitationDue to the short length of the test and its coverage of multiple CT concepts, internal consistency was modest, which is expected for short formative assessments that do not measure a single homogeneous construct, even if the test is reliable.
“Due to the short length of the test and its coverage of multiple CT concepts (sequences, loops, conditionals, and debugging), internal consistency was modest, which is expected for short formative assessments that do not measure a single homogeneous construct, even if the test is reliable [54].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [54] Vourletsis I, Politis P. Greek translation, cultural adaptation, and psychometric validation of beginners computational thinking test (BCTt). Educ Inform Technol. 2025;30(2):2211–35. source
Classified as probably not a substantial claim.
Study design and conductreasoningBecause participants were nested within teams, a linear mixed-effects model with team as a random intercept was estimated.
“Because participants were nested within teams, we further estimated a linear mixedeffects model with team as a random intercept.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductnone givenThe CT test included only five items, offering broad but shallow coverage and limiting internal consistency.
“Finally, the CT test included only five items, offering broad but shallow coverage and limiting internal consistency.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoningThe assignment process ensured each participant had an equal chance of being placed in either group, but did not control for potential baseline differences such as prior achievement, gender, or team composition.
“This means that while the assignment process ensured that each participant had an equal chance of being placed in either group, it did not control for potential baseline differences such as prior achievement, gender, or team composition.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
InterpretationreasoningThe greater variation in responses suggests greater individual confidence in the experimental group.
“While the experimental group exhibited more variation in responses-suggesting greater individual confidence-the presence of peer influence may have confounded the assessment of true individual understanding.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationVideo games, including those used in GBL, can negatively impact students' CT skills if they have not yet reached a sufficient level of proficiency.
“As Zhao and Shute [34] point out, video games, including those used in GBL, can negatively impact students' CT skills if they have not yet reached a sufficient level of proficiency.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Zhao and Shute [34] Zhao W, Shute VJ. Can playing a video game foster computational thinking skills? Comput Educ. 2019;141:103633. source
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe lack of improvement in the experimental group for Q5 may be because this specific skill was not sufficiently practiced during the learning activity.
“This may be because this specific skill was not sufficiently practiced during the learning activity.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningOverall, SGC in TMAR games shows promise for fostering engagement, creativity, and ownership, but requires careful scaffolding and teacher oversight to maintain instructional quality.
“Overall, SGC in TMAR games shows promise for fostering engagement, creativity, and ownership, but requires careful scaffolding and teacher oversight to maintain instructional quality.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
PremisecitationConstructionist approaches are especially appropriate for this age group because hands-on, playful, and collaborative activities make abstract concepts more accessible to young students when presented in a tangible, personal, and interactive way.
“Constructionist approaches [20] are especially appropriate for this age group because hands-on, playful, and collaborative activities, such as those supported by TMAR, make abstract concepts more accessible to young students, if presented in a tangible, personal, and interactive way.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [20] Papert S. Personal computing and its impact on education. Comput School: Tutor Tool Tutee. 1980;197:202.
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), S4 (based). May combine two claims.
InterpretationreasoningTeacher-designed challenges can be tailored to meet student needs, ensuring a gradual increase in difficulty, an alignment with specific abilities of the students or groups, and covering critical concepts.
“In contrast, teacher-designed challenges can be tailored to meet student needs, ensuring a gradual increase in difficulty, an alignment with specific abilities of the students or groups, and covering critical concepts.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThis disrupted the flow of gameplay, leading to frustration and diminished enjoyment.
“This disrupted the flow of gameplay, leading to frustration and diminished enjoyment.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenFactors such as student fatigue, distraction, and peer influence may have affected the reliability of test and questionnaire responses.
“Although random assignment strengthened the validity of group comparisons, factors such as student fatigue, distraction, and peer influence may have affected the reliability of test and questionnaire responses.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenRandom assignment strengthened the validity of group comparisons.
“Although random assignment strengthened the validity of group comparisons, factors such as student fatigue, distraction, and peer influence may have affected the reliability of test and questionnaire responses.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoningThe small difference in group size was a result of the natural distribution in class size, and it is considered unlikely to influence the results, as both ANCOVA and mixed-effects models are relatively insensitive to differences, especially when covariates and random effects are part of the analyses.
“The small difference in group size was a result of the natural distribution in class size, and it is considered unlikely to influence the results, as both ANCOVA and mixed-effects models are relatively insensitive to differences, especially when the covariates and the random effects are part of the analyses.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationThe SGC strategy supports students in identifying and understanding key learning concepts, enabling them to apply their knowledge to new problems and strengthen their confidence.
“The SGC strategy supports students in identifying and understanding key learning concepts, enabling them to apply their knowledge to new problems and strengthen their confidence [19].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [19] Cheng YP, Lai CF, Chen YT, Wang WS, Huang YM, Wu TT. Enhancing student’s computational thinking skills with student-generated questions strategy in a game-based learning platform. Comput Educ. 2023;200:104794. source
Classified as probably not a substantial claim.
Study design and conductnone givenStudents were randomly assigned to either the experimental or control condition.
“Students were randomly assigned to either the experimental or control condition.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Study design and conductnone givenNo unforeseen challenges or disruptions occurred, ensuring the reliability of the collected data.
“Νo unforeseen challenges or disruptions occurred, ensuring the reliability of the collected data.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningThis issue points to a potential design flaw that warrants further investigation.
“This issue points to a potential design flaw that warrants further investigation.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThe assumption of homogeneity of regression slopes was met (F(1, 29) = 2.18, p = .151), supporting the appropriateness of the model.
“The assumption of homogeneity of regression slopes was met (F(1, 29) = 2.18, p = .151),supporting the appropriateness of the model.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationResearch suggests that peer-generated questions tend to be less complex than those posed by teachers, which may boost students' learning confidence.
“At the same time, research suggests that peer-generated questions tend to be less complex than those posed by teachers, which may boost students' learning confidence [55].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [55] Yu FY, Wu WS. Effects of student-generated feedback corresponding to answers to online student-generated questions on learning: What, why, and how? Volume 145. Computers & Education; 2020. p. 103723. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenRandomization was carried out using a simple random draw procedure without stratification or blocking.
“Randomization was carried out using a simple random draw procedure without stratification or blocking.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisenone givenFast-paced games may enhance motivation and short-term performance, but they do not necessarily foster the higher-order thinking skills required for complex problem-solving.
“While fast-paced games may enhance motivation and short-term performance, they do not necessarily foster the higher-order thinking skills required for complex problem-solving.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThis instability, combined with the need for students to hold the device steady for extended periods while directing their teammates' movements, caused physical fatigue and frustration.
“This instability, combined with the need for students to hold the device steady for extended periods while directing their teammates' movements, caused physical fatigue and frustration.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
InterpretationreasoningThis inconsistency in content exposure, coupled with the absence of structured support, may have influenced learning outcomes.
“This inconsistency in content exposure, coupled with the absence of structured support, may have influenced learning outcomes.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThe intervention may have had a modest positive impact, but its effect was overshadowed by substantial variability between teams.
“Taken together, these results suggest that while the intervention may have had a modest positive impact, its effect was overshadowed by substantial variability between teams.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThese overly complex student-designed challenges potentially overwhelmed learners and impeded their ability to develop deeper CT skills.
“However, we also observed instances where student-designed challenges were overly complex, potentially overwhelming learners and impeding their ability to develop deeper CT skills.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningWhile autonomy in SGC may foster creativity and a sense of ownership, it also introduces the risk of omitting crucial skills or concepts if neither educators nor game mechanics enforce alignment with learning objectives.
“Cheng et al. [19] suggested that this autonomy could enhance students' learning confidence; however, we argue that while it may foster creativity and a sense of ownership, it also introduces the risk of omitting crucial skills or concepts if neither educators nor game mechanics enforce alignment with learning objectives.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Cheng et al. [19] Cheng YP, Lai CF, Chen YT, Wang WS, Huang YM, Wu TT. Enhancing student’s computational thinking skills with student-generated questions strategy in a game-based learning platform. Comput Educ. 2023;200:104794. source
Probably not a substantial claim: may not pass S3 (load-bearing).
Interpretationown dataThe overwhelmingly positive reception of the challenge design phase highlights its potential for fostering engagement and creativity.
“However, the overwhelmingly positive reception of the challenge design phase highlights its potential for fostering engagement and creativity.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThis physical fatigue negatively affected their engagement, overall experience, and performance.
“This physical fatigue negatively affected their engagement, overall experience, and performance.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductnone givenThe five-item CT test was reviewed by two CT education experts and one elementary teacher to ensure content validity, and piloted with age-matched students to support face validity.
“The five-item CT test was reviewed by two CT education experts and one elementary teacher to ensure content validity, and piloted with age-matched students to support face validity.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
Study design and conductnone givenIn this study, teachers had no control over the difficulty of the SGC, as they were not evaluated before implementation.
“In this study, teachers had no control over the difficulty of the SGC, as they were not evaluated before implementation.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataThe experimental group started at a higher level and showed more uniform improvement, suggesting that the intervention may have supported more stable learning progress.
“Overall, the experimental group not only started at a higher level but also showed more uniform improvement, suggesting that the intervention May have supported more stable learning progress.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataAlthough the experimental group showed gains over time, differences with the control group were not statistically significant, suggesting a modest but inconclusive impact.
“Although the experimental group showed gains over time, differences with the control group were not statistically significant, suggesting a modest but inconclusive impact.”
Quote in the paperSubstantial claim
The paper relies on this without support.
The enjoyment questionnaire validly measures students' enjoyment, engagement, and perceptions of the activities.
“An enjoyment questionnaire, administered at the end of the experiment, captured students' perceptions of the activities, engagement, and enjoyment.”
The paper relies on this without support.
The think-aloud method and observation of interactions validly capture students' learning processes and interactions.
“They included the think-aloud method, observation of interactions between participants, pre-and post-tests, and a post-test enjoyment questionnaire.”
The paper relies on this without support.
The server's logging system accurately monitors and captures student-generated challenges for analysis.
“Additionally, SGC for each game match was monitored via the server's logging system for analyzing student designs.”
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.
- ConsistentF(1, 29) = 2.18reported p = .151 · recomputed p = .151
“F(1, 29) = 2.18, p = .151”
- ConsistentF(1, 30) = 1.86reported p = .183 · recomputed p = .183
“F(1, 30) = 1.86, p = .183”
- ConsistentF(1, 30) = 2.27reported p = .143 · recomputed p = .142
“F(1, 30) = 2.27, p = .143”
- Consistentz = 0.81reported p = .415 · recomputed p = .418
“z = 0.81, p = .415”
- Consistentz = 1.01reported p = .311 · recomputed p = .312
“z = 1.01, p = .311”
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.
Adjusted post-test means appear to use a different, unexplained scale
MajorThe reported ANCOVA estimated marginal means of 3.74 and 3.28 are far below both groups' raw post-test means of 11.76 and 9.31. They are presented as adjusted means for those post-test scores, without any stated rescaling that would account for the difference.
“the estimated marginal means indicated a small advantage for the experimental group (M = 3.74) over the control group (M = 3.28)”
“the control group's mean score increased from 7.56 to 9.31, while the experimental group's mean Rose from 9.82 to 11.76”
Reported absence of disruptions conflicts with technical glitch
MinorThe results state that no unforeseen challenges or disruptions occurred, but the discussion reports a technical glitch that made the virtual map unstable and caused frustration.
“Νo unforeseen challenges or disruptions occurred, ensuring the reliability of the collected data.”
“A key usability issue arose with the map token due to a technical glitch; the virtual map displayed on the token was unstable.This instability, combined with the need for students to hold the device steady for extended periods while directing their teammates' movements, caused physical fatigue and frustration.”
Control-group questionnaire mean is incompatible with group size
MinorThe questionnaire uses integer ratings from 1 to 5. A mean of 4.72 cannot result from 16 such ratings, even when rounded to two decimals; the paper reports no missing questionnaire responses.
“| Q1 | 4.72 | 0.65 | 3 | 5 |”
“The control group (n = 16) engaged with a gameplayonly condition, navigating through similar computational principles with no challenge design element.”
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Madhankumar, S., Prawin Sankar, T. A., Shibin Thomas, S., Brundhavani, G., Paul, P., & Girishkumar, V. (2021) · IOP Conference Series: Materials Science and Engineering · doi:10.1088/1757-899x/1059/1/012016 · Cited by 7 · see citing works
Towards a Metaphor-Based Tangible Toolkit for Learning Programming Concepts
Karlsen, A.-C. B. A., Akerbæk, T. M., & Stigberg, S. K. (2022) · Lecture notes in computer science · doi:10.1007/978-3-031-05657-4_6 · Cited by 5 · see citing works
Gardeli, A., & Vosinakis, S. (2023) · International Conference of the ACM Greek SIGCHI Chapter (CHIGreece) · doi:10.1145/3609987.3610004 · Cited by 3 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 6
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- Fotaris P, Pellas N, Kazanidis I, Smith P. (2017, October). A systematic review of Augmented Reality game-based applications in primary education. In Memorias del XI Congreso Europeo en Aprendizaje Basado en el Juego Graz (pp. 181–191).
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Cited by
Sorted by citations
Zheng, Z.-Z., Kong, S.-C., Yang, Y.-Q., Liao, Y., & Sun, D.-E. (2026) · Education and Information Technologies : Official Journal of the IFIP technical committee on Education · doi:10.1007/s10639-026-14025-w · Cited by 1 · see citing works
Ali, S., Ahmad, S., Khan, M., Bibi, H., Rehman, W. U., Rahman, H., Khan, M. A., Sun, Y., & Saad, Z. A. A. A. (2026) · International Journal of Theoretical Physics · doi:10.1007/s10773-026-06436-9
Palennari, M., Jamaluddin, A. B., Muis, A., & Upu, H. (2026) · Journal of Applied Research in Higher Education · doi:10.1108/jarhe-05-2026-0805
- Authors
- Gardeli, A., & Vosinakis, S.
- Affiliations
- University of the Aegean (GR)
- Corresponding author
- Gardeli, Anna
- Venue
- Discover Education
- Published
- 2025-11-28
- Volume
- 4
- Issue
- 1
- ISSN
- 2731-5525 (ISSN-L)
- OpenAlex
- W4416789398
- Cited by
- 3
- References
- 45
- Citations by year
- 2026: 3
- FWCI
- 2.71
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Discover Education (publishedVersion, cc-by-nc-nd)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Physical Sciences › Computer Science › Computer Science Applications › Teaching and Learning Programming
- Social Sciences › Psychology › Developmental and Educational Psychology › Educational Games and Gamification
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Augmented Reality Applications
- Keywords
- computational thinking, game-based learning, elementary school students, design challenges, learner agency, game design, algorithmic reasoning, student attitudes toward learning
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 2026-11-02.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-11-02.
Cited sources are checked by gpt-6-sol.
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 ›
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