| (3,386) = 2.38 > .05 | Intercept | 73.93 | 14.34 | | 5.15 | 0.000 | 45.74 | 102.13 |
Gender | − 0.25 | 4.24 | − 0.00 | − 0.05 | 0.953 | -8.60 | 8.09 |
Age | − 0.20 | 0.16 | − 0.07 | -1.21 | 0.225 | − 0.53 | 0.12 |
Years of Education | -5.57 | 2.07 | − 0.14 | -2.68 | 0.007 | -9.65 | -1.49 |
(7,382) = 61.63 < .001 | Intercept | 81.34 | 16.95 | | 4.79 | 0.000 | 48.01 | 114.68 |
Gender | 2.50 | 2.96 | 0.03 | 0.84 | 0.399 | -3.31 | 8.33 |
Age | − 0.04 | 0.11 | − 0.01 | − 0.33 | 0.73 | − 0.27 | 0.19 |
Years of Education | -3.68 | 1.50 | − 0.09 | -2.45 | 0.015 | -6.64 | − 0.73 |
Intolerance of Uncertainty | -1.52 | 0.08 | − 0.69 | -18.22 | 0.000 | -1.68 | -1.35 |
Conspiracy Mentality | 3.01 | 1.47 | 0.08 | 2.07 | 0.038 | 0.17 | 5.96 |
Expectancy CTMS | 4.41 | 1.69 | 0.11 | 2.60 | 0.010 | 1.08 | 7.75 |
Value CTMS | -4.99 | 2.48 | − 0.08 | -2.00 | 0.045 | -9.88 | − 0.10 |
Note . SE = Standard Error. 95% CI = Confidence Interval at 95% for the estimated coefficient, LL = lower level, and UP = upper level. N = 390.
The described analysis did not include political orientation as a predictor because about half of the participants answered “Prefer not to answer” on this question. Therefore, we replicated the same regression analysis described above by admitting only those participants who had reported their political orientation, adding political orientation into the first step. No significant association between vaccine hesitancy and political orientation was detected. For model 2 an R 2 = 0.62, F (4, 186) = 74.13, p < .001 was obtained. Detailed results are reported in Table 4 .
Results for the hierarchical regression predicting vaccine hesitancy (including political orientation)
| | | | | | | | |
---|
(4,190) = 1.55 > .05 | Intercept | 83.86 | 22.70 | | 3.69 | 0.000 | 39.07 | 128.65 |
Gender | 0.42 | 6.45 | 0.00 | 0.06 | 0.947 | -12.29 | 13.15 |
Age | − 0.19 | 0.24 | − 0.06 | − 0.78 | 0.433 | − 0.68 | 0.29 |
Years of Education | -7.23 | 3.09 | − 0.18 | -2.33 | 0.020 | -13.33 | -1.13 |
Political Orientation | -1.37 | 2.01 | − 0.05 | − 0.68 | 0.494 | -5.34 | 2.58 |
(8,186) = 39.04 < .001 | Intercept | 101.96 | 24.94 | | 4.08 | 0.000 | 52.75 | 151.16 |
Gender | 2.91 | 4.09 | 0.03 | 0.71 | 0.478 | -5.16 | 10.98 |
Age | − 0.09 | 0.15 | − 0.03 | − 0.59 | 0.556 | − 0.404 | 0.21 |
Years of Education | -3.67 | 2.01 | − 0.09 | -1.82 | 0.070 | -7.66 | 0.30 |
Political Orientation | − 0.77 | 1.27 | − 0.02 | − 0.60 | 0.544 | -3.30 | 1.74 |
Intolerance of Uncertainty | -1.69 | 0.11 | − 0.73 | -14.87 | 0.000 | -1.91 | -1.46 |
Conspiracy Mentality | 4.68 | 1.97 | 0.11 | 2.37 | 0.019 | 0.79 | 8.58 |
Expectancy CTMS | 5.54 | 2.32 | 0.13 | 2.38 | 0.018 | 0.96 | 10.12 |
Value CTMS | -9.57 | 3.78 | − 0.13 | -2.52 | 0.012 | -17.04 | -2.10 |
Note . SE = Standard Error. 95% CI = Confidence Interval at 95% for the estimated coefficient, LL = lower level, and UP = upper level. N = 195.
Going forward with vaccinations, nations are increasingly clashing with that portion of the population that has avoided vaccinating up to now. As current predictions suggest that we will need to continue vaccinating, it is helpful to understand which individual factors influence vaccine hesitancy we may have to continue to struggle with during the vaccination campaigns.
Our results highlighted a significant negative influence of education on vaccine hesitancy, similarly to what was reported by other studies (Bertoncello et al., 2020 ; Reno et al., 2021 ). On the other side, we found no relationship between political orientation and vaccine hesitancy, contrary to what was described in previous contributions (Fridman et al., 2021 ), possibly due to differences in the nationality of the involved participants. Regarding gender, we found no statistical differences contrary to some previous evidence which suggested more vaccine hesitancy in the female sample (Liu, 2021 ). Similarly, not significant role of age was detected in the present sample, while, for example, other evidence supported a higher hesitancy in the 35–54 years sample (Reno et al., 2021 ).
Results contribute to the investigation of this topic in two ways. First, from a theoretical point of view, present findings help clarify the association between intolerance of uncertainty and conspiracy beliefs. While a positive correlation between the two was detected, they intriguingly exerted an opposite influence of vaccine hesitancy. Indeed, while conspiracy mentality was found to positively predict hesitancy, as expected based on the literature, intolerance of uncertainty was a negative predictor of hesitancy. Overall, these findings supported the hypothesis of an association between intolerance towards uncertainty and a conspiratorial mentality and the influence of both factors on the propensity to receive the vaccination. Importantly, our results align with a recent study in the context of COVID-19 (Maftei & Holman, 2022 ), reporting a similar pattern of findings. Other authors investigated the predictors of compliance with the lockdown rules and found a small positive correlation between intolerance of uncertainty and conspiracy mentality and an opposite influence exerted by the two on the dependent variable (Maftei & Holman, 2022 ). A possible interpretation for our results stems from the hypothetical comparison of potential consequences to get (or not) vaccinated made by the individuals. Indeed, participants with high intolerance of uncertainty may have evaluated the effects of being vaccinated as less uncertain (more tolerable) than the consequences of not being vaccinated.
Second, our results suggest a dual role of critical thinking motivation in influencing hesitation about the vaccine. While, on the one hand, beliefs about oneself as a good critical thinker seem to promote hesitation, beliefs about the positive intrinsic value of critical thinking itself seem to work as a protective factor against hesitation. In other words, people who believe to be very able to reason systematically and rationally (i.e., expectancy) were also less prone to get vaccinated. On the contrary, people who believe that thinking in a critical and analytical way is a relevant skill and an important personal goal were less hesitant toward the vaccination. From a more practical point of view, this result is particularly interesting for what concerns policy-making efforts to promote vaccination among the hesitant population. In this regard, our results confirm the relevant role played by critical thinking as they suggest that attributing a high value to critical thinking is associated with less vaccine hesitancy, thus supporting those accounts that sustain the need for specific health and media literacy training (Dib et al., 2021 ; Pisl et al., 2021 ). It is important to acknowledge that the supplementary analysis on the construct validity of the CTMS questionnaire suggested substantial room for improvement. However, to date, this is the only instrument available in the literature to measure critical thinking motivation. Future studies are needed to confirm present findings and to delve into the topic, examining additional aspects and operationalizations of critical thinking attitude.
Following the line of reasoning delineated so far, promoting a culture of critical thinking and attention toward accuracy (Pennycook et el., 2021 ) would help the population navigate a world full of information that every day requires the ability to distinguish the truth from fake information (Arede et al., 2019 ; Mammarella et al., 2012 ). On the other side, our findings indicate that perceiving oneself as a good critical thinker increases the hesitation towards the vaccine, suggests being cautious of those training programs, social initiatives, or intervention protocols that aim to increase (or that cause an increase as an indirect consequence of other programs) critical thinking, without taking into account the possible negative consequences or without equipping individuals of any instrument to manage this effect.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Author contribution
LC conceived the experiment. AB, ADC, and PLM prepared tasks and conducted the experiment. LC and IC performed the statistical analyses. LC, IC, ROP, ADD, and RIP prepared the draft manuscript. All authors discussed, reviewed, and approved the final manuscript.
The authors received no specific funding for this work.
Data Availability
Declarations.
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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Critical Thinking for Professional and Language Education
A Machine-Generated Literature Overview
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This book is the result of a collaboration between a human editor and an artificial intelligence algorithm to create a machine-generated literature overview of research articles analyzing importance of critical thinking in Educational Settings. It’s a new publication format in which state-of-the-art computer algorithms are applied to select the most relevant articles published in Springer Nature journals and create machine-generated literature reviews by arranging the selected articles in a topical order and creating short summaries of these articles.
This book is a comprehensive guide to critical thinking research in education. It explores different definitions of critical thinking and its importance in specialized fields like business, engineering, and science. Presenting research on assessment, this resource delves into the integration of ICT tools for teaching critical thinking.
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Dr. K. Venkat Reddy is a professor with almost three decades of experience in teaching English (ELT). His research focuses on critical discourse analysis and critical pedagogy.
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Book Title : Critical Thinking for Professional and Language Education
Book Subtitle : A Machine-Generated Literature Overview
Editors : K. Venkat Reddy, G. Suvarna Lakshmi
DOI : https://doi.org/10.1007/978-3-031-37951-2
Publisher : Springer Cham
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Hardcover ISBN : 978-3-031-37950-5 Published: 04 September 2024
Softcover ISBN : 978-3-031-37953-6 Due: 18 September 2025
eBook ISBN : 978-3-031-37951-2 Published: 03 September 2024
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Number of Pages : VII, 168
Topics : Critical Thinking , Professional & Vocational Education
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MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning
- Somnath Kumar ,
- Yash Gadhia ,
- Tanuja Ganu ,
- Akshay Nambi
Recent advancements in Multi-modal Large Language Models (MLLMs) have significantly improved their performance in tasks combining vision and language. However, challenges persist in detailed multi-modal understanding, comprehension of complex tasks, and reasoning over multi-modal information. This paper introduces MMCTAgent, a novel multi-modal critical thinking agent framework designed to address the inherent limitations of current MLLMs in complex visual reasoning tasks. Inspired by human cognitive processes and critical thinking, MMCTAgent iteratively analyzes multi-modal information, decomposes queries, plans strategies, and dynamically evolves its reasoning. Additionally, MMCTAgent incorporates critical thinking elements such as verification of final answers and self-reflection through a novel approach that defines a vision-based critic and identifies task-specific evaluation criteria, thereby enhancing its decision-making abilities. Through rigorous evaluations across various image and video understanding benchmarks, we demonstrate that MMCTAgent (with and without the critic) outperforms both foundational MLLMs and other tool-augmented pipelines.
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IMAGES
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When critical thinking is literally a matter of life or death, we can no longer afford to keep treating it like a luxury good. ... The COVID-19 Pandemic and the Case for Critical Thinking.
Crises such as the COVID-19 pandemic require us to lead by example through critical thinking. Critical thinking is a research-validated tool in crisis management because it helps us sort through information, gain an accurate view of the situation, and make decisions. Tapping Into Critical Thinking Critical thinking requires us to dig deep and ...
The case of the COVID-19 pandemic shows the crucial importance of socio-scientific instruction toward students' development of critical thinking (CT) for citizenship. Critical thinking is embedded within the framework of "21st century skills" and is considered one of the goals of education (van Gelder, 2005).
Poor memory and difficulty thinking or concentrating (commonly referred to as "brain fog") have been implicated in syndromes occurring after coronavirus disease 2019 (Covid-19) — a situation ...
COVID-19 is an emergent disease, and as such, it can be characterized as an SSI that demands critical thinking, social responsibility, and responsible citizenship skills. It is an example of the multifaceted and complex nature of SSI with ties to science and social implications, which demands a shift in science education towards these goals.
In such cases, the relationship between peer communication and fear of COVID-19 is strengthened by critical thinking. 1.3.2. The moderating role of critical thinking in O-R. Critical thinking is associated with reasonable and reflective behavior, leading to more rational decision-making (Fisher, 2001).
Exploring How COVID-19 Affects Learning and Critical Thinking. Our nation continues to navigate a unique and challenging year due to the COVID-19 pandemic. In our first blog post in this series, we highlighted how educators, students, families, and researchers are adapting while trying to engage in opportunities to support learning.
In such cases, the relationship between peer communication and fear of COVID-19 is strengthened by critical thinking. Critical thinking is associated with reasonable and reflective behavior, leading to more rational decision-making (Fisher, 2001).
Active learning tools improve the learning outcomes, scientific attitude, and critical thinking in higher education: ... The COVID‐19 pandemic has produced a situation of health emergency, economic, and social instability that challenged the entire educational system. The intense contact and exchange of information that took place during face ...
Individuals have to weigh the pros and cons of following the proscribed COVID-19 behaviours in the face of uncertainty of scientific knowledge, often-inconsistent information and political failure. These conditions create considerable difficulties for individuals to engage in critical thinking and reflection.
Critical Thinking: A Model of Intelligence for Solving Real- ...
This paper aims to contribute to the present state of the art by its critical analysis of the COVID‐19 crisis with the use of systems thinking, a well‐established approach, already applied for the complex problems (more details are presented in the next section). ... Lessons from critical systems thinking and the Covid‐19 pandemic in the ...
I Think, Therefore I Act: The Influence of Critical Reasoning Ability on Trust and Behavior During the COVID-19 Pandemic. Alex Segrè Cohen, Alex Segrè Cohen. ... Actively open-minded thinking (AOT) ... Because these experts have been consistently messaging that COVID-19 is a real and serious threat to public health, ...
As part of its Covid-19 advice for the public, the W.H.O. has a "Myth busters" page. The News Literacy Project also has a "Rumor Review" that helps students look critically at how ...
So much has been said and written about the COVID-19 pandemic. We've been flooded with metaphors, idioms, symbols, neologisms, memes and tweets. ... They can foster critical thinking.
Let us apply critical thinking to the COVID-19 vaccines. If we do, here is what we know for certain: vaccines are effective and safe; upward of 90% of Americans must be vaccinated or have had the coronavirus for the pandemic to be soundly defeated; our national history of vaccinations has been extremely impressive; and decisions about vaccines ...
This Viewpoint is based on collective reflections from research done by the authors on COVID-19 responses by international and regional organisations, and national governments, in Latin America and sub-Saharan Africa between June, 2020, and June, 2021. ... lessons from critical systems thinking and the COVID-19 pandemic in the UK. Systems. 2020 ...
Problems in thinking and attention linked to COVID-19 infection. ScienceDaily . Retrieved September 1, 2024 from www.sciencedaily.com / releases / 2021 / 08 / 210811131508.htm
The outbreak of COVID-19 pandemic has significant social, educational and psychological impacts. While teachers are key agents to promote CT at the curriculum level, little is known about how English language teachers engage with CT in the wake of COVID-19.
The COVID‐19 pandemic has prompted changes in many fields, including education. ... Critical thinking is defined as a set of thinking skills that include the ability to analyze, think reflectively and reasonably, analyze arguments and evaluate an argument well in order to hold a position in the face of existing opinions. 19, ...
It is critical that the U.S. response to Covid-19 going forward be not only national, but also rational. Notes This article was published on April 2, 2020, at NEJM.org.
Normalised constraints are perhaps most acutely observable for postgraduate researchers. The typical doctoral programme, for example, is structured around constraints that focus the framing and conduct of the research.
This paper provides a critical examination of the response of a health sciences university to the Covid-19 pandemic through the lens of disaster scholarship. Employing a qualitative case study methodology, it explores the factors that enabled the university to adapt and maintain operations, focusing on the roles of leadership, culture, and IT ...
Responding to COVID-19. The advent of COVID-19 forced peer group clinical supervisors to find alternative means of providing peer group clinical supervision sessions which saw the move from face-to-face to online sessions. The online transition was seen as seamless for many established groups while others struggled to deliver sessions.
At the University of Notre Dame Australia, every first-year medical student learns how to edit Wikipedia during their orientation week. Some of these isolated initiatives belong to a larger affinity group called WikiProject Medicine, which played an important role in curbing misinformation on Wikipedia during the early days of the COVID-19 ...
This study investigated the association between critical thinking motivation factors (i.e., intrinsic value of critical thinking and expectancy of one's critical thinking ability), conspiracy mentality, intolerance of uncertainty and hesitancy toward vaccination. ... From the first clinical trial for a COVID-19 vaccine in March 2020, we have ...
The coronavirus (COVID-19) pandemic has brought about employment uncertainty and various unique stressors for workers, underlining the critical need to understand the implications of the pandemic on workers. Prior research documented the adverse effects of job insecurity and job demands on the well-being, work attitudes, and behavioral outcomes of workers; however, less is known about the ...
Exploration of critical thinking and self-regulated learning in online learning during the COVID-19 pandemic. Yunita Arian Sani Anwar, Corresponding Author. Yunita Arian Sani Anwar ... The data on critical thinking and SRL were gathered using tests and questionnaires. Supporting data were collected from observations on the Moodle platform ...
This book is a comprehensive guide to critical thinking research in education. It explores different definitions of critical thinking and its importance in specialized fields like business, engineering, and science. Presenting research on assessment, this resource delves into the integration of ICT tools for teaching critical thinking.
Recent advancements in Multi-modal Large Language Models (MLLMs) have significantly improved their performance in tasks combining vision and language. However, challenges persist in detailed multi-modal understanding, comprehension of complex tasks, and reasoning over multi-modal information. This paper introduces MMCTAgent, a novel multi-modal critical thinking agent framework designed to ...