When Smart Groups Fail
Abstract
In this study I investigated how collaborative interactions influence problem-solving outcomes. Conversations of twelve 6th-grade triads were analyzed utilizing quantitative and qualitative methods. Neither prior achievement of group members nor the generation of correct ideas for solution could account for between-triad differences in problem-solving outcomes. Instead, both characteristics of proposals and partner responsiveness were important correlates of the uptake and documentation of correct ideas by the group. Less successful groups ignored or rejected correct proposals, whereas more successful groups discussed or accepted them. Conversations in less successful groups were relatively incoherent as measured by the extent that proposals for solutions in these groups were connected with preceding discussions. Performance differences observed in triads extended to subsequent problem-solving sessions during which all students solved the same kinds of problems independently. These findings suggest that the quality of interaction had implications for learning. Case study descriptions illustrate the interweaving of social and cognitive factors involved in establishing a joint problem-solving space. A dual-space model of what collaboration requires of participants is described to clarify how the content of the problem and the relational context are interdependent aspects of the collaborative situation. How participants manage these interacting spaces is critical to the outcome of their work and helps account for variability in collaborative outcomes. Directions for future research that may help teachers, students, and designers of educational environments learn to see and foster productive interactional practices are proposed.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Group members of successful groups outperformed members of less successful groups on individual mastery and transfer tests.
“Barron also showed that the group members of successful groups outperformed members of less successful groups on individual mastery and transfer tests.”
From Making the Black Box of Collaborative Learning Transparent: Combining Process-Oriented and Cognitive Load Approaches (2010) · cites this paper as Barron 2003
Successful groups display higher levels of engaged responses compared with unsuccessful groups.
“Successful groups display higher levels of these engaged responses compared with unsuccessful groups.”
From Making the Black Box of Collaborative Learning Transparent: Combining Process-Oriented and Cognitive Load Approaches (2010) · cites this paper as Barron 2003
Successful groups differ from less successful groups in how group members responded to proposals and maintained joint attention.
“She found marked differences between these groups with respect to how group members responded to proposals by group members and how well they were able to maintain joint attention.”
From Making the Black Box of Collaborative Learning Transparent: Combining Process-Oriented and Cognitive Load Approaches (2010) · cites this paper as Barron 2003
Cites
(1978) · Medical Entomology and Zoology · Cited by 53,488 · see citing works
Situated Cognition and the Culture of Learning
Brown, J. S., Collins, A., & Duguid, P. (1989) · Educational Researcher · doi:10.3102/0013189x018001032 · Cited by 13,645 · cited 1× · see citing works
“Constructing a joint problem-solving space require that one makes his or her own thinking visible to the group (e.g., Brown, Collins, & Duguid, 1989 ) and bringing out or recognizing others’ thinking.”
BackgroundHutchins, E. (1995) · doi:10.7551/mitpress/1881.001.0001 · Cited by 10,801 · see citing works
Bruner, J. (1986) · doi:10.4159/9780674029019 · Cited by 8,657 · see citing works
Foxman, D., & Bateson, G. (1973) · The Western Political Quarterly · doi:10.2307/446833 · Cited by 7,253 · see citing works
Actual Minds, Possible Worlds.
Mergler, N. L., Schleifer, R., & Bruner, J. S. (1986) · MLN · doi:10.2307/2905728 · Cited by 6,626 · see citing works
Gumperz, J. J. (1982) · doi:10.1017/cbo9780511611834 · Cited by 5,861 · see citing works
(1988) · doi:10.1017/cbo9780511609268 · Cited by 5,148 · see citing works
Levinson, S. C. (1983) · doi:10.1017/cbo9780511813313 · Cited by 5,137 · see citing works
Clark, H. H. (1996) · doi:10.1017/cbo9780511620539 · Cited by 5,123 · see citing works
(1981) · Medical Entomology and Zoology · Cited by 4,644 · see citing works
Thick Description: Towards an Interpretive Theory of Culture
Geertz, C. (1973) · PhilPapers (PhilPapers Foundation) · doi:10.4324/9780203931950-11 · Cited by 4,181 · see citing works
Talking science: language, learning, and values
Lemke, J. L. (1991) · Choice Reviews Online · doi:10.5860/choice.28-5211 · Cited by 4,000 · see citing works
Perspectives on socially shared cognition.
Resnick, L. B., Levine, J. M., & Teasley, S. D. (1991) · American Psychological Association eBooks · doi:10.1037/10096-000 · Cited by 3,468 · see citing works
Using language: Communicative acts
Clark, H. H. (1996) · Cited by 2,709 · see citing works
Using language: Index of names
Clark, H. H. (1996) · Cited by 2,708 · see citing works
Restructuring the Classroom: Conditions for Productive Small Groups
Cohen, E. G. (1994) · Review of Educational Research · doi:10.3102/00346543064001001 · Cited by 2,120 · see citing works
Scientific Research in Education
National Research Council (2002) · National Academies Press eBooks · doi:10.17226/10236 · Cited by 1,750 · see citing works
Conducting Interaction: Patterns of Behavior in Focused Encounters.
Burgoon, J. K., & Kendon, A. (1992) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2075490 · Cited by 1,640 · see citing works
Infant Intersubjectivity: Research, Theory, and Clinical Applications
Trevarthen, C., & Aitken, K. J. (2001) · Journal of Child Psychology and Psychiatry · doi:10.1111/1469-7610.00701 · Cited by 1,606 · see citing works
Johnson, D. W., Maruyama, G., Johnson, R., Nelson, D., & Skon, L. (1981) · Psychological Bulletin · doi:10.1037/0033-2909.89.1.47 · Cited by 1,588 · see citing works
Coordinating Attention to People and Objects in Mother-Infant and Peer-Infant Interaction
Bakeman, R. A., & Adamson, L. B. (1984) · Child Development · doi:10.2307/1129997 · Cited by 1,446 · see citing works
Mind in society: The development of higher psychological processes. L. S. Vygotsky.
Cole, M., John-Steiner, V. P., Scribner, S., & Souberman, E. (1978) · Cited by 1,309 · see citing works
Vaughn, M. G., DeLisi, M., & Matto, H. C. (2013) · Human behavior · doi:10.1002/9781394260546.ch8 · Cited by 1,218 · see citing works
Engle, R. A., & Conant, F. R. (2002) · Cognition and Instruction · doi:10.1207/s1532690xci2004_1 · Cited by 1,165 · see citing works
Supporting and Promoting Argumentation Discourse in Science Education
Duschl, R. A., & Osborne, J. F. (2002) · Studies in Science Education · doi:10.1080/03057260208560187 · Cited by 1,164 · see citing works
Peer interaction and learning in small groups
Webb, N. M. (1989) · International Journal of Educational Research · doi:10.1016/0883-0355(89)90014-1 · Cited by 1,050 · see citing works
Learning by Collaborating: Convergent Conceptual Change
Roschelle, J. (1992) · Journal of the Learning Sciences · doi:10.1207/s15327809jls0203_1 · Cited by 1,015 · see citing works
An Introduction to Discourse Analysis
Coulthard, M. (2014) · Routledge eBooks · doi:10.4324/9781315835884 · Cited by 909 · see citing works
(1998) · Cited by 847 · see citing works
Group Processes in the Classroom
Berliner, D. C., & Calfee, R. C. (2013) · Routledge eBooks · doi:10.4324/9780203053874-35 · Cited by 842 · see citing works
Brown, A. L., & Campione, J. C. (1996) · Cited by 719 · see citing works
Practical Intelligence in Everyday Life
Sternberg, R. J., Forsythe, G. B., Hedlund, J., Horvath, J. A., Wagner, R. K., Williams, W. M., Snook, S. A., & Grigorenko, E. L. (2000) · Medical Entomology and Zoology · Cited by 692 · see citing works
Computers and the Collaborative Experience of Learning (1994)
Crook, C. K. (2018) · Routledge eBooks · doi:10.4324/9781315122519 · Cited by 634 · see citing works
Achieving Coordination in Collaborative Problem-Solving Groups
Barron, B. (2000) · Journal of the Learning Sciences · doi:10.1207/s15327809jls0904_2 · Cited by 599 · see citing works
Self-citationDeveloping through relationships: origins of communication, self, and culture
(1993) · Choice Reviews Online · doi:10.5860/choice.31-2374 · Cited by 589 · see citing works
When teams do not function the way they ought to
Salomon, G., & Globerson, T. (1989) · International Journal of Educational Research · doi:10.1016/0883-0355(89)90018-9 · Cited by 551 · see citing works
Producing Equal-Status Interaction in the Heterogeneous Classroom
Cohen, É. G., & Lotan, R. A. (1995) · American Educational Research Journal · doi:10.2307/1163215 · Cited by 496 · see citing works
How scientists think: On-line creativity and conceptual change in science.
Dunbar, K. N. (2004) · American Psychological Association eBooks · doi:10.1037/10227-017 · Cited by 482 · see citing works
Shifting participant frameworks: orchestrating thinking practices in group discussion
O’Connor, M. C., & Michaels, S. (1996) · Cambridge University Press eBooks · doi:10.1017/cbo9780511720390.003 · Cited by 480 · see citing works
Participating in Classroom Mathematical Practices
Cobb, P., Stephan, M. L., McClain, K., & Gravemeijer, K. P. E. (2010) · Springer eBooks · doi:10.1007/978-90-481-9729-3_9 · Cited by 476 · see citing works
Constructive activity and learning in collaborative small groups.
Webb, N. M., Troper, J. D., & Fall, R. (1995) · Journal of Educational Psychology · doi:10.1037/0022-0663.87.3.406 · Cited by 474 · see citing works
Discourse Patterns and Collaborative Scientific Reasoning in Peer and Teacher-Guided Discussions
Hogan, K., Nastasi, B. K., & Pressley, M. (1999) · Cognition and Instruction · doi:10.1207/s1532690xci1704_2 · Cited by 460 · see citing works
The Emergence of Abstract Representations in Dyad Problem Solving
Schwartz, D. L. (1995) · Journal of the Learning Sciences · doi:10.1207/s15327809jls0403_3 · Cited by 410 · see citing works
The Jasper Project: Lessons in Curriculum, instruction, Assessment, and Professional Development
Bransford, J. D. (1997) · Cited by 406 · see citing works
Stern, D. N. (2004) · Harvard University Press eBooks · doi:10.2307/j.ctv1m0kjw6 · Cited by 378 · see citing works
Enhancing Peer Interaction and Learning in the Classroom Through Reciprocal Questioning
King, A. (1990) · American Educational Research Journal · doi:10.3102/00028312027004664 · Cited by 376 · see citing works
Peer Interaction and Problem Solving: When Are Two Heads Better Than One?
Azmitia, M. (1988) · Child Development · doi:10.2307/1130391 · Cited by 376 · see citing works
The Cooperative Elementary School: Effects on Students’ Achievement, Attitudes, and Social Relations
Stevens, R. J., & Slavin, R. E. (1995) · American Educational Research Journal · doi:10.3102/00028312032002321 · Cited by 367 · see citing works
Resnick, L. Β., Salmon, M. H., Zeitz, C. M., Wathen, S. H., & Holowchak, M. A. (1993) · Cognition and Instruction · doi:10.1080/07370008.1993.9649029 · Cited by 354 · see citing works
Collaborative Discovery in a Scientific Domain
Okada, T., & Simon, H. (1997) · Cognitive Sciences · doi:10.1207/s15516709cog2102_1 · Cited by 350 · see citing works
Producing Equal-Status Interaction in the Heterogeneous Classroom
Cohen, É. G., & Lotan, R. A. (1995) · American Educational Research Journal · doi:10.3102/00028312032001099 · Cited by 346 · see citing works
Participating in Classroom Mathematical Practices
Cobb, P., Stephan, M. L., McClain, K., & Gravemeijer, K. P. E. (2001) · Journal of the Learning Sciences · doi:10.1207/s15327809jls10-1-2_6 · Cited by 337 · see citing works
Knowing, Doing, and Teaching Multiplication
Lampert, M. (1986) · Cognition and Instruction · doi:10.1207/s1532690xci0304_1 · Cited by 329 · see citing works
Constructing a Joint Problem Space: The Computer as a Tool for Sharing Knowledge
Teasley, S. D. (1993) · Cited by 307 · see citing works
Group versus individual performance: Are N?+?1 heads better than one?
Hill, G. W. (1982) · Psychological Bulletin · doi:10.1037//0033-2909.91.3.517 · Cited by 303 · see citing works
Sfard, A., & Kieran, C. (2001) · Mind Culture and Activity · doi:10.1207/s15327884mca0801_04 · Cited by 299 · see citing works
Centers of Coordination: A Case and Some Themes
Suchman, L. A. (1997) · Springer eBooks · doi:10.1007/978-3-662-03362-3_3 · Cited by 296 · see citing works
Friendship, transactive dialogues, and the development of scientific reasoning
Azmitia, M., & Montgomery, R. (1993) · Social Development · doi:10.1111/j.1467-9507.1993.tb00014.x · Cited by 290 · see citing works
Hutchins, E. L. (1993) · Cambridge University Press eBooks · doi:10.1017/cbo9780511625510.003 · Cited by 289 · see citing works
Sharing cognition through collective comprehension activity.
Hatano, G., & Inagaki, K. (1991) · American Psychological Association eBooks · doi:10.1037/10096-014 · Cited by 263 · see citing works
Measuring the developmental features of moral discussion.
Berkowitz, M. W., & Gibbs, J. C. (1983) · Merrill-palmer Quarterly · Cited by 259 · see citing works
Assessing Students' Theories of Success in Mathematics: Individual and Classroom Differences
Nicholls, J. G., Cobb, P., Wood, T. L., Yackel, E., & Patashnick, M. (1990) · Journal for Research in Mathematics Education · doi:10.2307/749138 · Cited by 242 · see citing works
Cognition and Technology Group at Vanderbilt (1992) · Educational Psychologist · doi:10.1207/s15326985ep2703_3 · Cited by 241 · see citing works
Creative Insight: The Social Dimension of a Solitary Moment
Csíkszentmihályi, M., & Sawyer, R. K. (2014) · Springer eBooks · doi:10.1007/978-94-017-9085-7_7 · Cited by 219 · see citing works
Using Explanatory Knowledge During Collaborative Problem Solving in Science
Coleman, E. B. (1998) · Journal of the Learning Sciences · doi:10.1080/10508406.1998.9672059 · Cited by 210 · see citing works
SOME APPROACHES TO INQUIRY IN SCHOOL‐COMMUNITY ETHNOGRAPHY
Erickson, F. (1977) · Anthropology & Education Quarterly · doi:10.1525/aeq.1977.8.2.05x1396r · Cited by 193 · see citing works
Phelps, E., & Damon, W. (1989) · Journal of Educational Psychology · doi:10.1037/0022-0663.81.4.639 · Cited by 190 · see citing works
Exploring Vygotskian perspectives in education: the cognitive value of peer interaction
Faulkner, D., Littleton, K., & Woodhead, M. (2013) · Routledge eBooks · doi:10.4324/9781315006321-20 · Cited by 190 · see citing works
Erickson, F. (1996) · Cambridge University Press eBooks · doi:10.1017/cbo9780511720390.002 · Cited by 177 · see citing works
Sex differences in interaction and achievement in cooperative small groups.
Webb, N. M. (1984) · Journal of Educational Psychology · doi:10.1037/0022-0663.76.1.33 · Cited by 168 · see citing works
Conducting interaction patterns of behavior in focused encounters
Kendon, A. 1.-2. (1990) · Cited by 167 · see citing works
Cognitively active externalization for situated reflection
Shirouzu, H., Miyake, N., & Masukawa, H. (2002) · Cognitive Science · doi:10.1207/s15516709cog2604_3 · Cited by 154 · see citing works
Miell, D., & MacDonald, R. (2000) · Social Development · doi:10.1111/1467-9507.00130 · Cited by 140 · see citing works
The quantitative study of communicative success: Politeness and accidents in aviation discourse
Linde, C. (1988) · Language in Society · doi:10.1017/s0047404500012951 · Cited by 138 · see citing works
Ames, C. (1981) · American Educational Research Journal · doi:10.3102/00028312018003273 · Cited by 129 · see citing works
How Scientists Think: Online Creativity and Conceptual Change in Science
Nbar, K. D. (1997) · Medical Entomology and Zoology · Cited by 122 · see citing works
Fuchs, L. S., Fuchs, D., Hamlett, C. L., & Karns, K. (1998) · American Educational Research Journal · doi:10.3102/00028312035002227 · Cited by 115 · see citing works
The development of shared attention during infancy.
Adamson, L. B., & Bakeman, R. A. (1991) · Cited by 115 · see citing works
Exploring Situated Insights into Research and Learning
Boaler, J. (2000) · Journal for Research in Mathematics Education · doi:10.2307/749822 · Cited by 113 · see citing works
Meegan, S. P., & Berg, C. A. (2002) · International Journal of Behavioral Development · doi:10.1080/01650250143000283 · Cited by 109 · see citing works
Reasoning With Tools and Inscriptions
Cobb, P. (2002) · Journal of the Learning Sciences · doi:10.1207/s15327809jls11,2-3n_3 · Cited by 98 · see citing works
Stevens, R. (2000) · Journal of the Learning Sciences · doi:10.1207/s15327809jls0904_1 · Cited by 69 · see citing works
Barron, B. (2000) · Journal of Educational Psychology · doi:10.1037//0022-0663.92.2.391 · Cited by 66 · see citing works
Self-citationVerbal interaction and learning in peer‐directed groups
Webb, N. M. (1985) · Theory Into Practice · doi:10.1080/00405848509543143 · Cited by 57 · see citing works
The Microgenesis of Competence: Methodology in Language Socialization
Schieffelin, B. B., & Ochs, E. (1996) · American Ethnologist · Cited by 54 · see citing works
Peer interaction in solving physics problems: Sociocognitive confrontation and metacognitive aspects
Amigues, R. (1988) · Journal of Experimental Child Psychology · doi:10.1016/0022-0965(88)90054-9 · Cited by 50 · see citing works
Experimental study of productive collaboration
Bos, M. C. (1937) · Acta Psychologica · doi:10.1016/s0001-6918(01)90007-1 · Cited by 49 · see citing works
From Co-Construction to Takeovers: Science Talk in a Group of Four Girls
Rafal, C. T. (1996) · Journal of the Learning Sciences · doi:10.1207/s15327809jls0503_5 · Cited by 39 · see citing works
Matusov, E., BELL, N. D., & Rogoff, B. (2002) · Advances in child development and behavior · doi:10.1016/s0065-2407(02)80053-2 · Cited by 26 · see citing works
Assisting and assessing the development of technological fluencies
Barron, B., Martin, C. K., Roberts, E. S., et al. (2002) · doi:10.3115/1658616.1658777 · Cited by 18 · see citing works
Self-citationPhelps, E., & Damon, W. (1989) · Journal of Educational Psychology · doi:10.1037//0022-0663.81.4.639 · Cited by 17 · see citing works
A reform in undergraduate mathematics curriculum : more emphasis on social and pedagogical skills
Pesonen, M. E., & Malvela, T. (2000) · International Journal of Mathematical Education in Science and Technology · doi:10.1080/002073900287435 · Cited by 14 · see citing works
Sex differences in interaction and achievement in cooperative small groups.
Webb, N. M. (1984) · Journal of Educational Psychology · doi:10.1037//0022-0663.76.1.33 · Cited by 9 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
The ICAP framework: Linking cognitive engagement to active learning outcomes
Chi, M. T. H., & Wylie, R. (2014) · Educational Psychologist · doi:10.1080/00461520.2014.965823 · Cited by 2,911 · see citing works
Scaffolding Complex Learning: The Mechanisms of Structuring and Problematizing Student Work
Reiser, B. J. (2004) · Journal of the Learning Sciences · doi:10.1207/s15327809jls1303_2 · Cited by 1,054 · see citing works
Van den Bossche, P., Gijselaers, W. H., Segers, M., & Kirschner, P. A. (2006) · Small Group Research · doi:10.1177/1046496406292938 · Cited by 792 · see citing works
Designing for Productive Failure
Kapur, M., & Bielaczyc, K. (2012) · Journal of the Learning Sciences · doi:10.1080/10508406.2011.591717 · Cited by 674 · see citing works
The neural bases of cooperation and competition: an fMRI investigation
Decety, J., Jackson, P. L., Sommerville, J. A., Chaminade, T., & Meltzoff, A. N. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.05.025 · Cited by 578 · see citing works
High-level co-regulation in collaborative learning: How does it emerge and how is it sustained?
Volet, S., Summers, M., & Thurman, J. (2009) · Learning and Instruction · doi:10.1016/j.learninstruc.2008.03.001 · Cited by 466 · see citing works
Järvelä, S., Kirschner, P. A., Panadero, E., Malmberg, J., Phielix, C., Jaspers, J., Koivuniemi, M., & Järvenoja, H. (2015) · Educational Technology Research and Development · doi:10.1007/s11423-014-9358-1 · Cited by 373 · see citing works
van Leeuwen, A., & Janssen, J. (2019) · Educational Research Review · doi:10.1016/j.edurev.2019.02.001 · Cited by 355 · see citing works
“Studies by Chinn, O'Donnell, and Jinks (2000) and Barron (2003) highlight the importance of on-task interaction among students.”
BackgroundNoroozi, O., Weinberger, A., Biemans, H. J. A., Mulder, M., & Chizari, M. (2012) · Educational Research Review · doi:10.1016/j.edurev.2011.11.006 · Cited by 310 · see citing works
Al-Rahmi, W. M., Alias, N., Othman, M. S., Marin, V. I., & Tur, G. (2018) · Computers & Education · doi:10.1016/j.compedu.2018.02.010 · Cited by 225 · see citing works
van Gennip, N. A. E., Segers, M. S. R., & Tillema, H. H. (2009) · Educational Research Review · doi:10.1016/j.edurev.2008.11.002 · Cited by 218 · see citing works
Using chatbots to scaffold EFL students’ argumentative writing
Guo, K., Wang, J., & Chu, S. K. W. (2022) · Assessing Writing · doi:10.1016/j.asw.2022.100666 · Cited by 201 · see citing works
Panadero, E., Romero, M., & Strijbos, J.-W. (2013) · Studies in Educational Evaluation · doi:10.1016/j.stueduc.2013.10.005 · Cited by 195 · see citing works
Janssen, J., Kirschner, F., Erkens, G., Kirschner, P. A., & Paas, F. (2010) · Educational Psychology Review · doi:10.1007/s10648-010-9131-x · Cited by 180 · see citing works
van de Pol, J., Mercer, N., & Volman, M. (2019) · Journal of the Learning Sciences · doi:10.1080/10508406.2018.1522258 · Cited by 168 · see citing works
“We used the following categories of uptake: (a) ignore, (b) copy/repeat, and (c) apply (cf. Barron, 2003).”
BackgroundMethodVan Steendam, E., Rijlaarsdam, G., Sercu, L., & Van den Bergh, H. (2010) · Learning and Instruction · doi:10.1016/j.learninstruc.2009.08.009 · Cited by 124 · see citing works
What if pupils can assess their peers anonymously? A quasi-experimental study
Vanderhoven, E., Raes, A., Montrieux, H., Rotsaert, T., & Schellens, T. (2015) · Computers & Education · doi:10.1016/j.compedu.2014.10.001 · Cited by 96 · see citing works
The Role of Robotics Teams’ Collaboration Quality on Team Performance in a Robotics Tournament
Menekse, M., Higashi, R., Schunn, C. D., & Baehr, E. (2017) · Journal of Engineering Education · doi:10.1002/jee.20178 · Cited by 80 · see citing works
Howard, C., Jordan, P., Di Eugenio, B., & Katz, S. (2017) · International Journal of Artificial Intelligence in Education · doi:10.1007/s40593-015-0071-y · Cited by 51 · see citing works
Teaching to write collaborative argumentative syntheses in higher education
Granado-Peinado, M., Mateos, M., Martín, E., & Cuevas, I. (2019) · Reading and Writing · doi:10.1007/s11145-019-09939-6 · Cited by 46 · see citing works
The mediating effect of instruction on pair composition in L2 revision and writing
Van Steendam, E., Rijlaarsdam, G. C. W., Van den Bergh, H. H., & Sercu, L. (2014) · Instructional Science · doi:10.1007/s11251-014-9318-5 · Cited by 32 · see citing works
Granado-Peinado, M., Cuevas, I., Olmos, R., Martín, E., Casado-Ledesma, L., & Mateos, M. (2023) · Reading and Writing · doi:10.1007/s11145-022-10318-x · Cited by 14 · see citing works
Bringas, S., Duque, R., Nieto-Reyes, A., Tîrnăucă, C., & Montaña, J. L. (2021) · Electronics · doi:10.3390/electronics10040388 · Cited by 3 · see citing works
- Authors
- Barron, B.
- Affiliations
- Stanford University (US)
- Corresponding author
- Barron, Brigid
- ORCID
- Barron, Brigid
- Venue
- Journal of the Learning Sciences
- Publisher
- Informa UK Limited
- Published
- 2003-07
- Volume
- 12
- Issue
- 3
- Pages
- 307-359
- ISSN
- 1050-8406 (ISSN-L)
- 1532-7809
- OpenAlex
- W2046179518
- Semantic Scholar
- 9024f59c490e7b2334f1646094aa5c5559f84e6a
- Cited by
- 1,446
- References
- 94
- Citations by year
- 2026: 63 · 2025: 78 · 2024: 76 · 2023: 76 · 2022: 102 · 2021: 106 · 2020: 72 · 2019: 75 · 2018: 70 · 2017: 72 · 2016: 78 · 2015: 68 · 2014: 82 · 2013: 76 · 2012: 60
- FWCI
- 33.49
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of the Learning Sciences (publishedVersion)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Innovative Teaching and Learning Methods
- Social Sciences › Education › Science Education and Pedagogy
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Visual and Cognitive Learning Processes
- Keywords
- collaborative problem solving, group interaction, partner responsiveness, junior high school students, interactional practices
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.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review