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Huang F, Fu X, Song J, Ren J, Li F, Zhao Q. Divergent thinking benefits from functional antagonism of the left IFG and right TPJ: a transcranial direct current stimulation study. Cereb Cortex 2024; 34:bhad531. [PMID: 38204300 DOI: 10.1093/cercor/bhad531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 12/17/2023] [Accepted: 12/18/2023] [Indexed: 01/12/2024] Open
Abstract
Divergent thinking is assumed to benefit from releasing the constraint of existing knowledge (i.e. top-down control) and enriching free association (i.e. bottom-up processing). However, whether functional antagonism between top-down control-related and bottom-up processing-related brain structures is conducive to generating original ideas is largely unknown. This study was designed to investigate the effect of functional antagonism between the left inferior frontal gyrus and the right temporoparietal junction on divergent thinking performance. A within-subjects design was adopted for three experiments. A total of 114 participants performed divergent thinking tasks after receiving transcranial direct current stimulation over target regions. In particular, cathodal stimulation over the left inferior frontal gyrus and anodal stimulation over the right inferior frontal gyrus (Experiment 1), anodal stimulation over the right temporoparietal junction (Experiment 2), and both cathodal stimulation over the left inferior frontal gyrus and anodal stimulation over the right temporoparietal junction (Experiment 3) were manipulated. Compared with sham stimulation, the combination of hyperpolarization of the left inferior frontal gyrus and depolarization of the right temporoparietal junction comprehensively promoted the fluency, flexibility, and originality of divergent thinking without decreasing the rationality of generated ideas. Functional antagonism between the left inferior frontal gyrus (hyperpolarization) and right temporoparietal junction (depolarization) has a "1 + 1 > 2" superposition effect on divergent thinking.
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Affiliation(s)
- Furong Huang
- School of Psychology, Jiangxi Normal University, Nanchang 330022, China
| | - Xiaqing Fu
- School of Psychology, Jiangxi Normal University, Nanchang 330022, China
| | - Jiajun Song
- School of Psychology, Jiangxi Normal University, Nanchang 330022, China
| | - Jingyuan Ren
- Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen 6525EN, The Netherlands
| | - Fuhong Li
- School of Psychology, Jiangxi Normal University, Nanchang 330022, China
| | - Qingbai Zhao
- School of Psychology, Central China Normal University, Wuhan 430079, China
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2
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Tokuhama-Espinosa T, Simmers K, Batchelor D, Nelson AD, Borja C. A Theory of Mental Frameworks. Front Psychol 2023; 14:1220664. [PMID: 37546472 PMCID: PMC10400359 DOI: 10.3389/fpsyg.2023.1220664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Accepted: 06/21/2023] [Indexed: 08/08/2023] Open
Abstract
Problem-solving skills are highly valued in modern society and are often touted as core elements of school mission statements, desirable traits for job applicants, and as some of the most complex thinking that the brain is capable of executing. While learning to problem-solve is a goal of education, and many strategies, methodologies, and activities exist to help teachers guide the development of these skills, there are few formal curriculum structures or broader frameworks that guide teachers toward the achievement of this educational objective. Problem-solving skills have been called "higher order cognitive functions" in cognitive neuroscience as they involve multiple complex networks in the brain, rely on constant rehearsal, and often take years to form. Children of all ages employ problem solving, from a newborn seeking out food to children learning in school settings, or adults tackling real-world conflicts. These skills are usually considered the end product of a good education when in fact, in order to be developed they comprise an ongoing process of learning. "Ways of thinking" have been studied by philosophers and neuroscientists alike, to pinpoint cognitive preferences for problem solving approaches that develop from exposure to distinct models, derived from and resulting in certain heuristics used by learners. This new theory paper suggests a novel understanding of the brain's approach to problem solving that structures existing problem-solving frameworks into an organized design. The authors surveyed problem-solving frameworks from business administration, design, engineering, philosophy, psychology, education, neuroscience and other learning sciences to assess their differences and similarities. This review lead to an appreciation that different problem-solving frameworks from different fields respond more or less accurately and efficiently depending on the kinds of problems being tackled, leading to our conclusion that a wider range of frameworks may help individuals approach more varied problems across fields, and that such frameworks can be organized in school curriculum. This paper proposes that explicit instruction of "mental frameworks" may help organize and formalize the instruction of thinking skills that underpin problem-solving-and by extension-that the more such models a person learns, the more tools they will have for future complex problem-solving. To begin, this paper explains the theoretical underpinnings of the mental frameworks concept, then explores some existing mental frameworks which are applicable to all age groups and subject areas. The paper concludes with a list of five limitations to this proposal and pairs them with counter-balancing benefits.
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Affiliation(s)
- Tracey Tokuhama-Espinosa
- Harvard University Extension School, Faculty of Arts and Sciences, Cambridge, MA, United States
- Connections: The Learning Sciences Platform, Quito, Ecuador
| | - Kristin Simmers
- Neag School of Education, CT Institute for Brain and Cognitive Science University of Connecticut, Storrs, CT, United States
| | - Danielle Batchelor
- Harvard University Extension School, Faculty of Arts and Sciences, Cambridge, MA, United States
| | - Allen Drew Nelson
- Harvard University Extension School, Faculty of Arts and Sciences, Cambridge, MA, United States
| | - Cynthia Borja
- Connections: The Learning Sciences Platform, Quito, Ecuador
- The Decision Lab, Independent Behavioral Science Research, Montreal, QC, Canada
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Ramon C, Graichen U, Gargiulo P, Zanow F, Knösche TR, Haueisen J. Spatiotemporal phase slip patterns for visual evoked potentials, covert object naming tasks, and insight moments extracted from 256 channel EEG recordings. Front Integr Neurosci 2023; 17:1087976. [PMID: 37384237 PMCID: PMC10293627 DOI: 10.3389/fnint.2023.1087976] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 05/19/2023] [Indexed: 06/30/2023] Open
Abstract
Phase slips arise from state transitions of the coordinated activity of cortical neurons which can be extracted from the EEG data. The phase slip rates (PSRs) were studied from the high-density (256 channel) EEG data, sampled at 16.384 kHz, of five adult subjects during covert visual object naming tasks. Artifact-free data from 29 trials were averaged for each subject. The analysis was performed to look for phase slips in the theta (4-7 Hz), alpha (7-12 Hz), beta (12-30 Hz), and low gamma (30-49 Hz) bands. The phase was calculated with the Hilbert transform, then unwrapped and detrended to look for phase slip rates in a 1.0 ms wide stepping window with a step size of 0.06 ms. The spatiotemporal plots of the PSRs were made by using a montage layout of 256 equidistant electrode positions. The spatiotemporal profiles of EEG and PSRs during the stimulus and the first second of the post-stimulus period were examined in detail to study the visual evoked potentials and different stages of visual object recognition in the visual, language, and memory areas. It was found that the activity areas of PSRs were different as compared with EEG activity areas during the stimulus and post-stimulus periods. Different stages of the insight moments during the covert object naming tasks were examined from PSRs and it was found to be about 512 ± 21 ms for the 'Eureka' moment. Overall, these results indicate that information about the cortical phase transitions can be derived from the measured EEG data and can be used in a complementary fashion to study the cognitive behavior of the brain.
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Affiliation(s)
- Ceon Ramon
- Department of Electrical and Computer Engineering, University of Washington, Seattle, WA, United States
- Regional Epilepsy Center, Harborview Medical Center, University of Washington, Seattle, WA, United States
| | - Uwe Graichen
- Department of Biostatistics and Data Science, Karl Landsteiner University of Health Sciences, Krems an der Donau, Austria
| | - Paolo Gargiulo
- Institute of Biomedical and Neural Engineering, Reykjavik University, Reykjavik, Iceland
- Department of Science, Landspitali University Hospital, Reykjavik, Iceland
| | | | - Thomas R. Knösche
- Max Planck Institute for Human Cognitive and Neurosciences, Leipzig, Germany
| | - Jens Haueisen
- Institute of Biomedical Engineering and Informatics, Technische Universität Ilmenau, Ilmenau, Germany
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Guo J, Luo J, An Y, Xia T. tDCS Anodal Stimulation of the Right Dorsolateral Prefrontal Cortex Improves Creative Performance in Real-World Problem Solving. Brain Sci 2023; 13:brainsci13030449. [PMID: 36979259 PMCID: PMC10046742 DOI: 10.3390/brainsci13030449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 03/01/2023] [Accepted: 03/03/2023] [Indexed: 03/08/2023] Open
Abstract
Brain regions associated with creativity is a focal point in research related to the field of cognitive neuroscience. Previous studies have paid more attention to the role of activation of the left dorsolateral prefrontal cortex in creativity tasks, which are mostly abstract conceptual tasks, and less attention to real-world creativity tasks. The right dorsolateral prefrontal cortex is involved in functions such as visuospatial processing, which may have a positive impact on innovative solutions to real-world problems. In this study, tDCS technology was used to explore the effect of anodal stimulation of the right dorsolateral prefrontal cortex on design creativity performance in a real-word problem-solving task related to product design. The experimental task comprised three stages, of which the first two were idea generation stages based on divergent thinking using text and graphics, respectively, whereas the third was the creative evaluation stage based on convergent thinking. Thirty-six design students were recruited to partake in the experiment. They were randomly assigned into anodal stimulation and sham stimulation groups. The results showed that anodal stimulation of the right dorsolateral prefrontal cortex produced a significant positive effect during the creative evaluation stage, promoting the usefulness of ideas (p = 0.009); thus, improving product creativity scores. However, there was no significant impact on the idea generation stage (p > 0.05), which is dominated by divergent thinking. The results suggest that activating the right dorsolateral prefrontal cortex with tDCS can improve people’s performance in creative activities by promoting convergent thinking rather than divergent thinking. It also provides further evidence that the right hemisphere of the brain has an advantage in solving complex problems that require the participation of visuospatial information.
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Yang W, Green AE, Chen Q, Kenett YN, Sun J, Wei D, Qiu J. Creative problem solving in knowledge-rich contexts. Trends Cogn Sci 2022; 26:849-859. [PMID: 35868956 DOI: 10.1016/j.tics.2022.06.012] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 06/13/2022] [Accepted: 06/25/2022] [Indexed: 11/27/2022]
Abstract
Creative problem solving (CPS) in real-world contexts often relies on reorganization of existing knowledge to serve new, problem-relevant functions. However, classic creativity paradigms that minimize knowledge content are generally used to investigate creativity, including CPS. We argue that CPS research should expand consideration of knowledge-rich problem contexts, both in novices and experts within specific domains. In particular, paradigms focusing on creative analogical transfer of knowledge may reflect CPS skills that are applicable to real-world problem solving. Such paradigms have begun to provide process-level insights into cognitive and neural characteristics of knowledge-rich CPS and point to multiple avenues for fruitfully expanding inquiry into the role of crystalized knowledge in creativity.
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Affiliation(s)
- Wenjing Yang
- Key Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing 400715, China; Faculty of Psychology, Southwest University (SWU), Chongqing, 400715, China
| | - Adam E Green
- Department of Psychology and Interdisciplinary Program in Neuroscience, Georgetown University, Washington, DC, USA
| | - Qunlin Chen
- Key Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing 400715, China; Faculty of Psychology, Southwest University (SWU), Chongqing, 400715, China
| | - Yoed N Kenett
- Faculty of Industrial Engineering and Management, Technion-Israel Institute of Technology, Haifa, Israel
| | - Jiangzhou Sun
- Key Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing 400715, China; Faculty of Psychology, Southwest University (SWU), Chongqing, 400715, China
| | - Dongtao Wei
- Key Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing 400715, China; Faculty of Psychology, Southwest University (SWU), Chongqing, 400715, China
| | - Jiang Qiu
- Key Laboratory of Cognition and Personality (SWU), Ministry of Education, Chongqing 400715, China; Faculty of Psychology, Southwest University (SWU), Chongqing, 400715, China.
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Veltro F, Latte G, Pontarelli I, Pontarelli C, Nicchiniello I, Zappone L. Long term outcome study of a salutogenic psychoeducational recovery oriented intervention (Inte.G.R.O.) in severe mental illness patients. BMC Psychiatry 2022; 22:240. [PMID: 35382789 PMCID: PMC8981821 DOI: 10.1186/s12888-022-03887-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Accepted: 03/23/2022] [Indexed: 11/17/2022] Open
Abstract
AIM Inte.G.R.O. is a standardized Salutogenic-Psychoeducational intervention designed to help people with severe mental illness manage their life-stress and achieve personal recovery goals through the improvement of social functioning. The aim of this study is to evaluate the long-term outcome of this approach, characterized by health promotion rather than correction of dysfunctional strategies. METHODS 41 people underwent an observational study with a three time-point evaluation (t0, pre- treatment; t1, 12 months; t2, 36 months). At each time point, social functioning was assessed as primary outcome by the Personal and Social Functioning scale (PSP); furthermore, psychopathological status was assessed by Brief Psychiatric Rating Scale (BPRS), stress management was measured by means of Stress-Scale and cognitive flexibility variables were assessed by Modified Five-Point Test (M-FPT). RESULTS Personal and Social Functioning increased at t1 and t2 vs t0; psychopathological status improved at t2 vs t0; stress management improved at t2 vs t1; cognitive flexibility improved at t2 vs t0. CONCLUSIONS these results substantially confirm after a three-year follow-up the improvements in functioning, psychopathology, stress management and cognitive flexibility seen in previous studies. Furthermore, they show a complex time-dependent fashion. Overall, they confirm a remarkable and long-term impact of Inte.G.R.O. on key Recovery variables. Further studies are needed to address extent and duration of these improvements.
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Affiliation(s)
- Franco Veltro
- Department of Mental Health - ASReM, Campobasso, Italy.
| | | | | | | | | | - Lilia Zappone
- Department of Mental Health – ASReM, Campobasso, Italy
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Wagemann J, Raggatz J. First-person dimensions of mental agency in visual counting of moving objects. Cogn Process 2021; 22:453-473. [PMID: 33818664 PMCID: PMC8324628 DOI: 10.1007/s10339-021-01020-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Accepted: 02/16/2021] [Indexed: 11/29/2022]
Abstract
Counting objects, especially moving ones, is an important capacity that has been intensively explored in experimental psychology and related disciplines. The common approach is to trace the three counting principles (estimating, subitizing, serial counting) back to functional constructs like the Approximate Number System and the Object Tracking System. While usually attempts are made to explain these competing models by computational processes at the neural level, their first-person dimensions have been hardly investigated so far. However, explanatory gaps in both psychological and philosophical terms may suggest a methodologically complementary approach that systematically incorporates introspective data. For example, the mental-action debate raises the question of whether mental activity plays only a marginal role in otherwise automatic cognitive processes or if it can be developed in such a way that it can count as genuine mental action. To address this question not only theoretically, we conducted an exploratory study with a moving-dots task and analyze the self-report data qualitatively and quantitatively on different levels. Building on this, a multi-layered, consciousness-immanent model of counting is presented, which integrates the various counting principles and concretizes mental agency as developing from pre-reflective to increasingly conscious mental activity.
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Affiliation(s)
- Johannes Wagemann
- Institute for Waldorf Education, Inclusion and Interculturalism, Alanus University, Campus Mannheim, Am Exerzierplatz 21, 68167 Mannheim, Germany
| | - Jonas Raggatz
- Institute for Waldorf Education, Inclusion and Interculturalism, Alanus University, Campus Mannheim, Am Exerzierplatz 21, 68167 Mannheim, Germany
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Gubenko A, Kirsch C, Smilek JN, Lubart T, Houssemand C. Educational Robotics and Robot Creativity: An Interdisciplinary Dialogue. Front Robot AI 2021; 8:662030. [PMID: 34222352 PMCID: PMC8241918 DOI: 10.3389/frobt.2021.662030] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Accepted: 05/31/2021] [Indexed: 11/16/2022] Open
Abstract
There is a growing literature concerning robotics and creativity. Although some authors claim that robotics in classrooms may be a promising new tool to address the creativity crisis in school, we often face a lack of theoretical development of the concept of creativity and the mechanisms involved. In this article, we will first provide an overview of existing research using educational robotics to foster creativity. We show that in this line of work the exact mechanisms promoted by robotics activities are rarely discussed. We use a confluence model of creativity to account for the positive effect of designing and coding robots on students' creative output. We focus on the cognitive components of the process of constructing and programming robots within the context of existing models of creative cognition. We address as well the question of the role of meta-reasoning and emergent strategies in the creative process. Then, in the second part of the article, we discuss how the notion of creativity applies to robots themselves in terms of the creative processes that can be embodied in these artificial agents. Ultimately, we argue that considering how robots and humans deal with novelty and solve open-ended tasks could help us to understand better some aspects of the essence of creativity.
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Affiliation(s)
- Alla Gubenko
- Departement of Education and Social Work, Institute for Lifelong Learning and Guidance, Luxembourg, Luxembourg
| | - Christiane Kirsch
- Departement of Education and Social Work, Institute for Lifelong Learning and Guidance, Luxembourg, Luxembourg
| | - Jan Nicola Smilek
- Departement of Education and Social Work, Institute for Lifelong Learning and Guidance, Luxembourg, Luxembourg
| | - Todd Lubart
- Université de Paris et Université Gustave Eiffel, LaPEA, Boulogne-Billancourt, France
| | - Claude Houssemand
- Departement of Education and Social Work, Institute for Lifelong Learning and Guidance, Luxembourg, Luxembourg
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Nicolay B, Krieger F, Stadler M, Gobert J, Greiff S. Lost in transition – Learning analytics on the transfer from knowledge acquisition to knowledge application in complex problem solving. COMPUTERS IN HUMAN BEHAVIOR 2021. [DOI: 10.1016/j.chb.2020.106594] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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10
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Nair L, Chernova S. Feature Guided Search for Creative Problem Solving Through Tool Construction. Front Robot AI 2020; 7:592382. [PMID: 33501352 PMCID: PMC7806064 DOI: 10.3389/frobt.2020.592382] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Accepted: 12/01/2020] [Indexed: 11/13/2022] Open
Abstract
Robots in the real world should be able to adapt to unforeseen circumstances. Particularly in the context of tool use, robots may not have access to the tools they need for completing a task. In this paper, we focus on the problem of tool construction in the context of task planning. We seek to enable robots to construct replacements for missing tools using available objects, in order to complete the given task. We introduce the Feature Guided Search (FGS) algorithm that enables the application of existing heuristic search approaches in the context of task planning, to perform tool construction efficiently. FGS accounts for physical attributes of objects (e.g., shape, material) during the search for a valid task plan. Our results demonstrate that FGS significantly reduces the search effort over standard heuristic search approaches by ≈93% for tool construction.
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Affiliation(s)
- Lakshmi Nair
- Georgia Institute of Technology, Atlanta, GA, United States
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Bartley JE, Riedel MC, Salo T, Boeving ER, Bottenhorn KL, Bravo EI, Odean R, Nazareth A, Laird RW, Sutherland MT, Pruden SM, Brewe E, Laird AR. Brain activity links performance in science reasoning with conceptual approach. NPJ SCIENCE OF LEARNING 2019; 4:20. [PMID: 31814997 PMCID: PMC6889284 DOI: 10.1038/s41539-019-0059-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/15/2018] [Accepted: 10/21/2019] [Indexed: 06/08/2023]
Abstract
Understanding how students learn is crucial for helping them succeed. We examined brain function in 107 undergraduate students during a task known to be challenging for many students-physics problem solving-to characterize the underlying neural mechanisms and determine how these support comprehension and proficiency. Further, we applied module analysis to response distributions, defining groups of students who answered by using similar physics conceptions, and probed for brain differences linked with different conceptual approaches. We found that integrated executive, attentional, visual motion, and default mode brain systems cooperate to achieve sequential and sustained physics-related cognition. While accuracy alone did not predict brain function, dissociable brain patterns were observed when students solved problems by using different physics conceptions, and increased success was linked to conceptual coherence. Our analyses demonstrate that episodic associations and control processes operate in tandem to support physics reasoning, offering potential insight to support student learning.
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Affiliation(s)
| | - Michael C. Riedel
- Department of Physics, Florida International University, Miami, FL USA
| | - Taylor Salo
- Department of Psychology, Florida International University, Miami, FL USA
| | - Emily R. Boeving
- Department of Psychology, Florida International University, Miami, FL USA
| | | | - Elsa I. Bravo
- Department of Psychology, Florida International University, Miami, FL USA
| | - Rosalie Odean
- Department of Psychology, Florida International University, Miami, FL USA
| | - Alina Nazareth
- Department of Psychology, Temple University, Philadelphia, PA USA
| | - Robert W. Laird
- Department of Physics, Florida International University, Miami, FL USA
| | | | - Shannon M. Pruden
- Department of Psychology, Florida International University, Miami, FL USA
| | - Eric Brewe
- Department of Physics, Drexel University, Philadelphia, PA USA
- Department of Education, Drexel University, Philadelphia, PA USA
- Department of Teaching and Learning, Florida International University, Miami, FL USA
| | - Angela R. Laird
- Department of Physics, Florida International University, Miami, FL USA
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Moradi M, Moradi M, Bayat F, Nadjaran Toosi A. Collective hybrid intelligence: towards a conceptual framework. INTERNATIONAL JOURNAL OF CROWD SCIENCE 2019; 3:198-220. [DOI: 10.1108/ijcs-03-2019-0012] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
Abstract
Purpose Human or machine, which one is more intelligent and powerful for performing computing and processing tasks? Over the years, researchers and scientists have spent significant amounts of money and effort to answer this question. Nonetheless, despite some outstanding achievements, replacing humans in the intellectual tasks is not yet a reality. Instead, to compensate for the weakness of machines in some (mostly cognitive) tasks, the idea of putting human in the loop has been introduced and widely accepted. In this paper, the notion of collective hybrid intelligence as a new computing framework and comprehensive.
Design/methodology/approach According to the extensive acceptance and efficiency of crowdsourcing, hybrid intelligence and distributed computing concepts, the authors have come up with the (complementary) idea of collective hybrid intelligence. In this regard, besides providing a brief review of the efforts made in the related contexts, conceptual foundations and building blocks of the proposed framework are delineated. Moreover, some discussion on architectural and realization issues are presented.
Findings The paper describes the conceptual architecture, workflow and schematic representation of a new hybrid computing concept. Moreover, by introducing three sample scenarios, its benefits, requirements, practical roadmap and architectural notes are explained.
Originality/value The major contribution of this work is introducing the conceptual foundations to combine and integrate collective intelligence of humans and machines to achieve higher efficiency and (computing) performance. To the best of the authors’ knowledge, this the first study in which such a blessing integration is considered. Therefore, it is believed that the proposed computing concept could inspire researchers toward realizing such unprecedented possibilities in practical and theoretical contexts.
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