Improving the frame design of computer simulations for learning: Determining the primacy of the isolated elements or the transient information effects

Computer simulations were used to teach students basic concepts associated with correlation. Half of the students were presented information in a sequential series of single frames in which each frame replaced the preceding frame while the other half were presented the information in simultaneous mu...

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Published inComputers and education Vol. 88; pp. 280 - 291
Main Authors Lin, Yi-Chun, Liu, Tzu-Chien, Sweller, John
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.10.2015
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Abstract Computer simulations were used to teach students basic concepts associated with correlation. Half of the students were presented information in a sequential series of single frames in which each frame replaced the preceding frame while the other half were presented the information in simultaneous multiple frames in which each frame was added to the previous frames without replacement. It was hypothesized that if the isolated elements effect occurs, the single-frame condition should be superior. Alternatively, if the transient information effect dominates, the multiple-frame condition should be superior. Results confirmed the superiority of the single-frame presentation. Eye-tracking indicated that participants who learned with single frames paid more attention to the important representations than participants who learned with multiple frames. •We compared two frame designs using computer simulations.•A single-frame presentation was superior to a multiple-frame presentation.•The single-frame group looked at critical representations.•The isolated elements effect occurred using computer simulations.
AbstractList Computer simulations were used to teach students basic concepts associated with correlation. Half of the students were presented information in a sequential series of single frames in which each frame replaced the preceding frame while the other half were presented the information in simultaneous multiple frames in which each frame was added to the previous frames without replacement. It was hypothesized that if the isolated elements effect occurs, the single-frame condition should be superior. Alternatively, if the transient information effect dominates, the multiple-frame condition should be superior. Results confirmed the superiority of the single-frame presentation. Eye-tracking indicated that participants who learned with single frames paid more attention to the important representations than participants who learned with multiple frames.
Computer simulations were used to teach students basic concepts associated with correlation. Half of the students were presented information in a sequential series of single frames in which each frame replaced the preceding frame while the other half were presented the information in simultaneous multiple frames in which each frame was added to the previous frames without replacement. It was hypothesized that if the isolated elements effect occurs, the single-frame condition should be superior. Alternatively, if the transient information effect dominates, the multiple-frame condition should be superior. Results confirmed the superiority of the single-frame presentation. Eye-tracking indicated that participants who learned with single frames paid more attention to the important representations than participants who learned with multiple frames. •We compared two frame designs using computer simulations.•A single-frame presentation was superior to a multiple-frame presentation.•The single-frame group looked at critical representations.•The isolated elements effect occurred using computer simulations.
Author Sweller, John
Lin, Yi-Chun
Liu, Tzu-Chien
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Cites_doi 10.1111/j.1365-2729.2009.00330.x
10.1080/00461520701756248
10.1016/j.learninstruc.2012.08.002
10.1007/s10648-010-9128-5
10.1037/0022-0663.98.4.902
10.1016/j.learninstruc.2013.12.001
10.1016/j.learninstruc.2009.02.009
10.1007/s11251-009-9105-x
10.1007/s12528-009-9011-x
10.1016/j.chb.2013.11.013
10.1037/0022-0663.86.1.122
10.1006/ijhc.2002.1017
10.1016/j.learninstruc.2012.05.004
10.1002/acp.1245
10.1111/j.1365-2729.2007.00239.x
10.1207/S15326985EP3801_4
10.1016/S0959-4752(01)00016-0
10.1016/j.learninstruc.2009.02.011
10.1111/1467-8535.00175
10.1002/acp.1787
10.1016/j.learninstruc.2008.09.001
10.1016/j.compedu.2013.08.001
10.1002/acp.1525
10.1177/001872089303500412
10.3102/0034654308320320
10.1002/acp.1633
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References Kalyuga (bib11) 2009
Sweller, Ayres, Kalyuga (bib31) 2011
Jamet (bib10) 2014; 32
Holsanova, Holmberg, Holmqvist (bib8) 2009; 23
Van Gog, Scheiter (bib34) 2010; 20
Tversky, Morrison, Betrancourt (bib32) 2002; 57
Liu (bib17) 2010; 13
Morris (bib21) 2001; 32
Sweller (bib29) 2011; Vol. 55
Paas, van Merriënboer (bib23) 1994; 86
Pollock, Chandler, Sweller (bib25) 2002; 12
Lee, Plass, Homer (bib15) 2006; 98
Leppink, Paas, Van Gog, van Der Vleuten, Van Merrienboer (bib16) 2014; 30
Rey (bib26) 2011; 25
Eyelink User Manual (bib7) 2009
Wouters, Paas, van Merriënboer (bib36) 2008; 78
Leahy, Sweller (bib14) 2011; 25
Wong, Leahy, Marcus, Sweller (bib35) 2012; 22
Blayney, Kalyuga, Sweller (bib5) 2010; 38
Schmidt-Weigand, Kohnert, Glowalla (bib27) 2010; 20
Liu, Fan, Paas (bib18) 2014; 70
Sweller (bib28) 2010; 22
Kalyuga, Ayres, Chandler, Sweller (bib12) 2003; 38
Huk, Ludwigs (bib9) 2009; 19
Paas, van Merriënboer (bib22) 1993; 35
Plass, Homer, Hayward (bib24) 2009; 21
Kalyuga, Plass, Homer, Milne, Jordan (bib13) 2007, March 24–26
Ayres (bib1) 2006; 20
Betrancourt (bib3) 2005
Chen, Hong, Sung, Chang (bib6) 2011; 14
Van Gog, Paas (bib33) 2008; 43
Ayres (bib2) 2012; 23
Liu, Lin, Kinshuk (bib20) 2010; 26
Blake, Scanlon (bib4) 2007; 23
Jamet (10.1016/j.compedu.2015.06.001_bib10) 2014; 32
Morris (10.1016/j.compedu.2015.06.001_bib21) 2001; 32
Wong (10.1016/j.compedu.2015.06.001_bib35) 2012; 22
Blake (10.1016/j.compedu.2015.06.001_bib4) 2007; 23
Plass (10.1016/j.compedu.2015.06.001_bib24) 2009; 21
Schmidt-Weigand (10.1016/j.compedu.2015.06.001_bib27) 2010; 20
Tversky (10.1016/j.compedu.2015.06.001_bib32) 2002; 57
Blayney (10.1016/j.compedu.2015.06.001_bib5) 2010; 38
Paas (10.1016/j.compedu.2015.06.001_bib23) 1994; 86
Liu (10.1016/j.compedu.2015.06.001_bib17) 2010; 13
Kalyuga (10.1016/j.compedu.2015.06.001_bib13) 2007
Pollock (10.1016/j.compedu.2015.06.001_bib25) 2002; 12
Van Gog (10.1016/j.compedu.2015.06.001_bib33) 2008; 43
Leahy (10.1016/j.compedu.2015.06.001_bib14) 2011; 25
Kalyuga (10.1016/j.compedu.2015.06.001_bib12) 2003; 38
Kalyuga (10.1016/j.compedu.2015.06.001_bib11) 2009
Liu (10.1016/j.compedu.2015.06.001_bib18) 2014; 70
Paas (10.1016/j.compedu.2015.06.001_bib22) 1993; 35
Ayres (10.1016/j.compedu.2015.06.001_bib1) 2006; 20
Ayres (10.1016/j.compedu.2015.06.001_bib2) 2012; 23
Sweller (10.1016/j.compedu.2015.06.001_bib29) 2011; Vol. 55
Van Gog (10.1016/j.compedu.2015.06.001_bib34) 2010; 20
Rey (10.1016/j.compedu.2015.06.001_bib26) 2011; 25
Betrancourt (10.1016/j.compedu.2015.06.001_bib3) 2005
Sweller (10.1016/j.compedu.2015.06.001_bib31) 2011
Sweller (10.1016/j.compedu.2015.06.001_bib28) 2010; 22
Chen (10.1016/j.compedu.2015.06.001_bib6) 2011; 14
Leppink (10.1016/j.compedu.2015.06.001_bib16) 2014; 30
Eyelink User Manual (10.1016/j.compedu.2015.06.001_bib7) 2009
Liu (10.1016/j.compedu.2015.06.001_bib20) 2010; 26
Wouters (10.1016/j.compedu.2015.06.001_bib36) 2008; 78
Holsanova (10.1016/j.compedu.2015.06.001_bib8) 2009; 23
Huk (10.1016/j.compedu.2015.06.001_bib9) 2009; 19
Lee (10.1016/j.compedu.2015.06.001_bib15) 2006; 98
References_xml – year: 2009
  ident: bib7
  article-title: Version 1.5.0
– volume: 26
  start-page: 143
  year: 2010
  end-page: 158
  ident: bib20
  article-title: The application of simulation assisted learning statistics (SALS) for correcting misconceptions and improving understanding of correlation
  publication-title: Journal of Computer Assisted Learning
– volume: 32
  start-page: 39
  year: 2001
  end-page: 52
  ident: bib21
  article-title: The design and evaluation of link: a computer based learning system for correlation
  publication-title: British Journal of Educational Technology
– volume: 86
  start-page: 122
  year: 1994
  end-page: 133
  ident: bib23
  article-title: Variability of worked examples and transfer of geometrical problem-solving skills: a cognitive-load approach
  publication-title: Journal of Educational Psychology
– volume: 14
  start-page: 269
  year: 2011
  end-page: 277
  ident: bib6
  article-title: Efficacy of simulation-based learning of electronics using visualization and manipulation
  publication-title: Educational Technology & Society
– volume: 20
  start-page: 287
  year: 2006
  end-page: 298
  ident: bib1
  article-title: Impact of reducing intrinsic cognitive load on learning in a mathematical domain
  publication-title: Applied Cognitive Psychology
– volume: 30
  start-page: 32
  year: 2014
  end-page: 42
  ident: bib16
  article-title: Effects of pairs of problems and examples on task performance and different types of cognitive load
  publication-title: Learning and Instruction
– volume: 43
  start-page: 16
  year: 2008
  end-page: 26
  ident: bib33
  article-title: Instructional efficiency: revisiting the original construct in educational research
  publication-title: Educational Psychologist
– volume: 25
  start-page: 12
  year: 2011
  end-page: 19
  ident: bib26
  article-title: Interactive elements for dynamically linked multiple representations in computer simulations
  publication-title: Applied Cognitive Psychology
– volume: 57
  start-page: 247
  year: 2002
  end-page: 262
  ident: bib32
  article-title: Animation: can it facilitate?
  publication-title: International Journal of Human-Computer Studies
– volume: 23
  start-page: 115
  year: 2012
  end-page: 124
  ident: bib2
  article-title: Can the isolated-elements strategy be improved by targeting points of high cognitive load for additional practice?
  publication-title: Learning and Instruction
– volume: 22
  start-page: 449
  year: 2012
  end-page: 457
  ident: bib35
  article-title: Cognitive load theory, the transient information effect and e-learning
  publication-title: Learning & Instruction
– volume: 22
  start-page: 123
  year: 2010
  end-page: 138
  ident: bib28
  article-title: Element interactivity and intrinsic, extraneous and germane cognitive load
  publication-title: Educational Psychology Review
– volume: 20
  start-page: 100
  year: 2010
  end-page: 110
  ident: bib27
  article-title: A closer look at split visual attention in system-and self-paced instruction in multimedia learning
  publication-title: Learning and Instruction
– volume: 20
  start-page: 95
  year: 2010
  end-page: 99
  ident: bib34
  article-title: Eye tracking as a tool to study and enhance multimedia learning
  publication-title: Learning and Instruction
– volume: 12
  start-page: 61
  year: 2002
  end-page: 86
  ident: bib25
  article-title: Assimilating complex information
  publication-title: Learning and Instruction
– year: 2009
  ident: bib11
  article-title: Managing cognitive load in adaptive multimedia learning
– volume: 98
  start-page: 902
  year: 2006
  end-page: 913
  ident: bib15
  article-title: Optimizing cognitive load for learning from computer-based science simulations
  publication-title: Journal of Educational Psychology
– volume: Vol. 55
  start-page: 37
  year: 2011
  end-page: 76
  ident: bib29
  article-title: Cognitive load theory
  publication-title: The psychology of learning and motivation: Cognition in education
– year: 2011
  ident: bib31
  article-title: Cognitive load theory
– volume: 21
  start-page: 31
  year: 2009
  end-page: 61
  ident: bib24
  article-title: Design factors for educationally effective animations and simulations
  publication-title: Journal of Computing in Higher Education
– start-page: 287
  year: 2005
  end-page: 296
  ident: bib3
  article-title: The animation and interactivity principles in multimedia learning
  publication-title: The Cambridge handbook of multimedia learning
– year: 2007, March 24–26
  ident: bib13
  article-title: Managing cognitive load in computer-based simulations for science education
  publication-title: Proceedings of the international conference on cognitive load, Sydney, Australia
– volume: 25
  start-page: 943
  year: 2011
  end-page: 951
  ident: bib14
  article-title: Cognitive load theory, modality of presentation and the transient information effect
  publication-title: Applied Cognitive Psychology
– volume: 78
  start-page: 645
  year: 2008
  end-page: 675
  ident: bib36
  article-title: How to optimize learning from animated models: a review of guidelines based on cognitive load
  publication-title: Review of Educational Research
– volume: 19
  start-page: 495
  year: 2009
  end-page: 505
  ident: bib9
  article-title: Combining cognitive and affective support in order to promote learning
  publication-title: Learning and Instruction
– volume: 35
  start-page: 737
  year: 1993
  end-page: 743
  ident: bib22
  article-title: The efficiency of instructional conditions: an approach to combine mental-effort and performance measures
  publication-title: Human Factors
– volume: 13
  start-page: 180
  year: 2010
  end-page: 192
  ident: bib17
  article-title: Developing simulation-based computer assisted learning to correct students' statistical misconceptions based on cognitive conflict theory, using “correlation” as an example
  publication-title: Educational Technology & Society
– volume: 70
  start-page: 9
  year: 2014
  end-page: 20
  ident: bib18
  article-title: Effects of digital dictionary format on incidental acquisition of spelling knowledge and cognitive load during second language learning: click-on vs. key-in dictionaries
  publication-title: Computers & Education
– volume: 38
  start-page: 277
  year: 2010
  end-page: 287
  ident: bib5
  article-title: Interactions between the isolated–interactive elements effect and levels of learner expertise: experimental evidence from an accountancy class
  publication-title: Instructional Science
– volume: 23
  start-page: 1215
  year: 2009
  end-page: 1226
  ident: bib8
  article-title: Reading information graphics: the role of spatial contiguity and dual attentional guidance
  publication-title: Applied Cognitive Psychology
– volume: 23
  start-page: 491
  year: 2007
  end-page: 502
  ident: bib4
  article-title: Reconsidering simulations in science education at a distance: features of effective use
  publication-title: Journal of Computer Assisted Learning
– volume: 32
  start-page: 47
  year: 2014
  end-page: 53
  ident: bib10
  article-title: An eye-tracking study of cueing effects in multimedia learning
  publication-title: Computers in Human Behavior
– volume: 38
  start-page: 23
  year: 2003
  end-page: 31
  ident: bib12
  article-title: The expertise reversal effect
  publication-title: Educational Psychologist
– volume: 26
  start-page: 143
  year: 2010
  ident: 10.1016/j.compedu.2015.06.001_bib20
  article-title: The application of simulation assisted learning statistics (SALS) for correcting misconceptions and improving understanding of correlation
  publication-title: Journal of Computer Assisted Learning
  doi: 10.1111/j.1365-2729.2009.00330.x
– volume: 43
  start-page: 16
  year: 2008
  ident: 10.1016/j.compedu.2015.06.001_bib33
  article-title: Instructional efficiency: revisiting the original construct in educational research
  publication-title: Educational Psychologist
  doi: 10.1080/00461520701756248
– volume: 23
  start-page: 115
  year: 2012
  ident: 10.1016/j.compedu.2015.06.001_bib2
  article-title: Can the isolated-elements strategy be improved by targeting points of high cognitive load for additional practice?
  publication-title: Learning and Instruction
  doi: 10.1016/j.learninstruc.2012.08.002
– volume: 22
  start-page: 123
  year: 2010
  ident: 10.1016/j.compedu.2015.06.001_bib28
  article-title: Element interactivity and intrinsic, extraneous and germane cognitive load
  publication-title: Educational Psychology Review
  doi: 10.1007/s10648-010-9128-5
– volume: 98
  start-page: 902
  year: 2006
  ident: 10.1016/j.compedu.2015.06.001_bib15
  article-title: Optimizing cognitive load for learning from computer-based science simulations
  publication-title: Journal of Educational Psychology
  doi: 10.1037/0022-0663.98.4.902
– volume: 30
  start-page: 32
  year: 2014
  ident: 10.1016/j.compedu.2015.06.001_bib16
  article-title: Effects of pairs of problems and examples on task performance and different types of cognitive load
  publication-title: Learning and Instruction
  doi: 10.1016/j.learninstruc.2013.12.001
– year: 2011
  ident: 10.1016/j.compedu.2015.06.001_bib31
– volume: 20
  start-page: 95
  year: 2010
  ident: 10.1016/j.compedu.2015.06.001_bib34
  article-title: Eye tracking as a tool to study and enhance multimedia learning
  publication-title: Learning and Instruction
  doi: 10.1016/j.learninstruc.2009.02.009
– volume: 38
  start-page: 277
  year: 2010
  ident: 10.1016/j.compedu.2015.06.001_bib5
  article-title: Interactions between the isolated–interactive elements effect and levels of learner expertise: experimental evidence from an accountancy class
  publication-title: Instructional Science
  doi: 10.1007/s11251-009-9105-x
– volume: 14
  start-page: 269
  year: 2011
  ident: 10.1016/j.compedu.2015.06.001_bib6
  article-title: Efficacy of simulation-based learning of electronics using visualization and manipulation
  publication-title: Educational Technology & Society
– volume: 21
  start-page: 31
  year: 2009
  ident: 10.1016/j.compedu.2015.06.001_bib24
  article-title: Design factors for educationally effective animations and simulations
  publication-title: Journal of Computing in Higher Education
  doi: 10.1007/s12528-009-9011-x
– volume: 32
  start-page: 47
  year: 2014
  ident: 10.1016/j.compedu.2015.06.001_bib10
  article-title: An eye-tracking study of cueing effects in multimedia learning
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2013.11.013
– year: 2009
  ident: 10.1016/j.compedu.2015.06.001_bib11
– volume: 86
  start-page: 122
  year: 1994
  ident: 10.1016/j.compedu.2015.06.001_bib23
  article-title: Variability of worked examples and transfer of geometrical problem-solving skills: a cognitive-load approach
  publication-title: Journal of Educational Psychology
  doi: 10.1037/0022-0663.86.1.122
– volume: 57
  start-page: 247
  year: 2002
  ident: 10.1016/j.compedu.2015.06.001_bib32
  article-title: Animation: can it facilitate?
  publication-title: International Journal of Human-Computer Studies
  doi: 10.1006/ijhc.2002.1017
– volume: 13
  start-page: 180
  year: 2010
  ident: 10.1016/j.compedu.2015.06.001_bib17
  article-title: Developing simulation-based computer assisted learning to correct students' statistical misconceptions based on cognitive conflict theory, using “correlation” as an example
  publication-title: Educational Technology & Society
– volume: 22
  start-page: 449
  year: 2012
  ident: 10.1016/j.compedu.2015.06.001_bib35
  article-title: Cognitive load theory, the transient information effect and e-learning
  publication-title: Learning & Instruction
  doi: 10.1016/j.learninstruc.2012.05.004
– volume: 20
  start-page: 287
  year: 2006
  ident: 10.1016/j.compedu.2015.06.001_bib1
  article-title: Impact of reducing intrinsic cognitive load on learning in a mathematical domain
  publication-title: Applied Cognitive Psychology
  doi: 10.1002/acp.1245
– volume: 23
  start-page: 491
  year: 2007
  ident: 10.1016/j.compedu.2015.06.001_bib4
  article-title: Reconsidering simulations in science education at a distance: features of effective use
  publication-title: Journal of Computer Assisted Learning
  doi: 10.1111/j.1365-2729.2007.00239.x
– volume: 38
  start-page: 23
  issue: 1
  year: 2003
  ident: 10.1016/j.compedu.2015.06.001_bib12
  article-title: The expertise reversal effect
  publication-title: Educational Psychologist
  doi: 10.1207/S15326985EP3801_4
– volume: 12
  start-page: 61
  year: 2002
  ident: 10.1016/j.compedu.2015.06.001_bib25
  article-title: Assimilating complex information
  publication-title: Learning and Instruction
  doi: 10.1016/S0959-4752(01)00016-0
– volume: 20
  start-page: 100
  year: 2010
  ident: 10.1016/j.compedu.2015.06.001_bib27
  article-title: A closer look at split visual attention in system-and self-paced instruction in multimedia learning
  publication-title: Learning and Instruction
  doi: 10.1016/j.learninstruc.2009.02.011
– year: 2009
  ident: 10.1016/j.compedu.2015.06.001_bib7
– volume: 32
  start-page: 39
  year: 2001
  ident: 10.1016/j.compedu.2015.06.001_bib21
  article-title: The design and evaluation of link: a computer based learning system for correlation
  publication-title: British Journal of Educational Technology
  doi: 10.1111/1467-8535.00175
– volume: 25
  start-page: 943
  year: 2011
  ident: 10.1016/j.compedu.2015.06.001_bib14
  article-title: Cognitive load theory, modality of presentation and the transient information effect
  publication-title: Applied Cognitive Psychology
  doi: 10.1002/acp.1787
– volume: 19
  start-page: 495
  year: 2009
  ident: 10.1016/j.compedu.2015.06.001_bib9
  article-title: Combining cognitive and affective support in order to promote learning
  publication-title: Learning and Instruction
  doi: 10.1016/j.learninstruc.2008.09.001
– volume: Vol. 55
  start-page: 37
  year: 2011
  ident: 10.1016/j.compedu.2015.06.001_bib29
  article-title: Cognitive load theory
– volume: 70
  start-page: 9
  year: 2014
  ident: 10.1016/j.compedu.2015.06.001_bib18
  article-title: Effects of digital dictionary format on incidental acquisition of spelling knowledge and cognitive load during second language learning: click-on vs. key-in dictionaries
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2013.08.001
– year: 2007
  ident: 10.1016/j.compedu.2015.06.001_bib13
  article-title: Managing cognitive load in computer-based simulations for science education
– volume: 23
  start-page: 1215
  year: 2009
  ident: 10.1016/j.compedu.2015.06.001_bib8
  article-title: Reading information graphics: the role of spatial contiguity and dual attentional guidance
  publication-title: Applied Cognitive Psychology
  doi: 10.1002/acp.1525
– volume: 35
  start-page: 737
  year: 1993
  ident: 10.1016/j.compedu.2015.06.001_bib22
  article-title: The efficiency of instructional conditions: an approach to combine mental-effort and performance measures
  publication-title: Human Factors
  doi: 10.1177/001872089303500412
– volume: 78
  start-page: 645
  year: 2008
  ident: 10.1016/j.compedu.2015.06.001_bib36
  article-title: How to optimize learning from animated models: a review of guidelines based on cognitive load
  publication-title: Review of Educational Research
  doi: 10.3102/0034654308320320
– start-page: 287
  year: 2005
  ident: 10.1016/j.compedu.2015.06.001_bib3
  article-title: The animation and interactivity principles in multimedia learning
– volume: 25
  start-page: 12
  year: 2011
  ident: 10.1016/j.compedu.2015.06.001_bib26
  article-title: Interactive elements for dynamically linked multiple representations in computer simulations
  publication-title: Applied Cognitive Psychology
  doi: 10.1002/acp.1633
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Snippet Computer simulations were used to teach students basic concepts associated with correlation. Half of the students were presented information in a sequential...
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SubjectTerms Applications in subject areas
Computer simulation
Correlation analysis
Education
Frames
Learning
Mathematical models
Pedagogical issues
Representations
Simulation
Students
Title Improving the frame design of computer simulations for learning: Determining the primacy of the isolated elements or the transient information effects
URI https://dx.doi.org/10.1016/j.compedu.2015.06.001
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