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Gut Instinct: Creating Scientific Theories with Online Learners

Published: 02 May 2017 Publication History

Abstract

Learners worldwide collectively spend millions of hours per week testing their skills on assignments with known answers. Might some of this time fruitfully be spent posing and exploring novel questions? This paper investigates an approach for learners to contribute scientific ideas. The Gut Instinct system embodies this approach, hosting online learning materials and invites learners to collaboratively brainstorm potential influences on people's microbiome. A between-subjects experiment compared the performance of participants who engaged in just learning, just contributing, or a combination. Participants in the learning condition scored highest on a summative test. Participants in both the contribution and combined conditions generated novel, useful questions; there was not a significant difference between the two. Though participants in the combined condition both learned and contributed, this setting did not exhibit an additive benefit, such as better learning in the combined condition. These results highlight the promise and difficulty of double-bottom-line learning experiences.

References

[1]
23andMe. 2015. Something to Chew On. Retrieved December 31, 2016 from https://blog.23andme.com/23andmeresearch/somethingto-chew-on
[2]
Luis von Ahn, Ruoran Liu, and Manuel Blum. 2006. Peekaboom. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '06), 55--64.
[3]
Luis Von Ahn, Benjamin Maurer, Colin Mcmillen, David Abraham, and Manuel Blum. 2008. reCAPTCHA: Human-Based Character Recognition via Web Security Measures. Science 321, 12 September 2008: 1465--1468.
[4]
Vincent Aleven, Bruce Mclaren, Ido Roll, and Kenneth Koedinger. 2006. Toward meta-cognitive tutoring: A model of help seeking with a cognitive tutor. International Journal of Artificial Intelligence in Education 16, 2: 101--128.
[5]
Amazon. 2016. Mechanical Turk. Retrieved December 31, 2016 from https://www.mturk.com
[6]
Erik Andersen, Eleanor O Rourke, Yun-en Liu, Richard Snider, Jeff Lowdermilk, David Truong, Seth Cooper, and Zoran Popovi. 2012. The Impact of Tutorials on Games of Varying Complexity. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '12), 59--68.
[7]
Audubon. 2016. Audubon Science. Using data to realize the best conservation outcomes. Retrieved December 31, 2016 from http://www.audubon.org/conservation/science/christmas -bird-count
[8]
Michael S. Bernstein. 2012. Crowd-powered Systems. Retrieved December 31, 2016 from http://hci.stanford.edu/msb/files/job_search/researchstatement.pdf
[9]
Michael S. Bernstein, Greg Little, Robert C. Miller, Björn Hartmann, Mark S. Ackerman, David R. Karger, David Crowell, and Katrina Panovich. 2010. Soylent: a word processor with a crowd inside. In Proceedings of the 23nd Annual ACM Symposium on User Interface Software and Technology (UIST '10), 313--322.
[10]
Margaret A. Boden. 2004. "The Story so far". The Creative Mind: Myths and Mechanisms. Routledge.
[11]
Michele K. Bolton. 1999. The Role Of Coaching in Student Teams: A "Just-in-Time" Approach To Learning. Journal of Management Education 23: 233-- 250.
[12]
David Boud. 1995. Enhancing learning through selfassessment. Kogan Page, London.
[13]
Project BudBurst Boulder Colorado. 2016. Project BudBurst: An online database of plant phenological observations. Retrieved December 31, 2016 from http://budburst.org/
[14]
Dana Chandler and Adam Kapelner. 2013. Breaking monotony with meaning: Motivation in crowdsourcing markets. Journal of Economic Behavior and Organization 90: 123--133.
[15]
Guanliang Chen, Dan Davis, Markus Krause, Efthimia Aivaloglou, Claudia Hauff, and Geert-Jan Houben. 2016. Can Learners be Earners' Investigating a Design to Enable MOOC Learners to Apply their Skills and Earn Money in an Online Market Place. IEEE Transactions on Learning Technologies PP, 99: 1.
[16]
I. Cho and M.J. Blaser. 2012. The human microbiome: at the interface of health and disease. Nature Reviews Genetics 13, 4: 260--270.
[17]
The Human Microbiome Project Consortium. 2012. A framework for human microbiome research. Nature 486, 7402: 215--221.
[18]
The Human Microbiome Project Consortium. 2013. Structure, Function and Diversity of the Healthy Human Microbiome. Nature 486, 7402: 207--214.
[19]
Seth Cooper, Firas Khatib, Adrien Treuille, Janos Barbero, Jeehyung Lee, Michael Beenen, Andrew Leaver-Fay, David Baker, Zoran Popović, and Foldit Players. 2010. Predicting protein structures with a multiplayer online game. Nature 466, 7307: 756--760.
[20]
Michael J. Coren and Fast Company. 2011. Foldit Gamers Solve Riddle of HIV Enzyme within 3 Weeks. Retrieved December 31, 2016 from https://www.scientificamerican.com/article/folditgamers-solve-riddle/
[21]
Catherine H. Crouch and Eric Mazur. 2001. Peer Instruction: Ten years of experience and results. American Journal of Physics 69, 9: 970.
[22]
Justine W Debelius, Yoshiki Vázquez-Baeza, Daniel McDonald, Zhenjiang Xu, Elaine Wolfe, and Rob Knight. 2016. Turning Participatory Microbiome Research into Usable Data: Lessons from the American Gut Project. Journal of Microbiology & Biology Education 17, 1: 46--50.
[23]
Steven P. Dow, Anand Kulkarni, Scott R. Klemmer, and Bjorn Hartmann. 2012. Shepherding the crowd yields better work. In Proceedings of the ACM 2012 Conference on Computer Supported Cooperative Work (CSCW '12), 1013--1022.
[24]
Siamak Faridani, Bryce Lee, Selma Glasscock, John Rappole, Dezhen Song, and Ken Goldberg. 2009. A networked telerobotic observatory for collaborative remote observation of avian activity and range change. IFAC Proceedings Volumes (IFAC-PapersOnline): 56-- 61.
[25]
Rosta Farzan and Robert E Kraut. 2013. Wikipedia classroom experiment: bidirectional benefits of students' engagement in online production communities. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '13), 783--792.
[26]
Susan A. Gelman and Cristine H Legare. 2011. Concepts and folk theories. Annu Rev Anthropol: 379-- 398.
[27]
SR Gill, Mihai Pop, RT DeBoy, and PB Eckburg. 2006. Metagenomic analysis of the human distal gut microbiome. Science 312, 5778: 1355--1359.
[28]
Severin Benedict Hans Hacker. 2014. Duolingo: Learning a Language while Translating the Web. Ph.D Dissertation.
[29]
Joseph Henrich, Steven J Heine, and Ara Norenzayan. 2010. Most People are not WEIRD. Nature 466, July 2010.
[30]
Pamela J. Hinds. 1999. The curse of expertise: The effects of expertise and debiasing methods on prediction of novice performance. Journal of Experimental Psychology: Applied 5, 2: 205--221.
[31]
Eric von Hippel. 2005. Democratizing innovation: The evolving phenomenon of user innovation. MIT Press.
[32]
Charlene Jennett and Anna L. Cox. 2014. Eight Guidelines for Designing Virtual Citizen Science Projects. Second AAAI Conference on Human Computation and Crowdsourcing (HCOMP '14): 16-- 17.
[33]
Alexander Kawrykow, Gary Roumanis, Alfred Kam, Daniel Kwak, Clarence Leung, Chu Wu, Eleyine Zarour, Luis Sarmenta, Mathieu Blanchette, and Jérôme Waldispühl. 2012. Phylo: A citizen science approach for improving multiple sequence alignment. PLoS ONE 7, 3.
[34]
Willett Kempton. 1986. Two theories of home heat control. Cognitive Science 10, 1: 75--90.
[35]
Juho Kim. 2015. Learnersourcing?: Improving video learning with collective learner activity. Ph.D Dissertation. Retrieved from https://juhokim.com/files/JuhoKim-Thesis.pdf
[36]
R. Knight, J. Metcalf, and K. Amato. 2016. Gut Check: Exploring Your Microbiome. Coursera. Retrieved December 31, 2016 from https://www.coursera.org/learn/microbiome
[37]
KnightLab. 2016. American Gut Project. Login. Retrieved December 31, 2016 from http://microbio.me/americangut/
[38]
KnightLab. 2016. American Gut - What's in your gut? Retrieved December 31, 2016 from http://americangut.org/
[39]
Yasmine Kotturi, Chinmay E. Kulkarni, Michael S Bernstein, and Scott Klemmer. 2015. Structure and messaging techniques for online peer learning systems that increase stickiness. In Proceedings of the Second (2015) ACM Conference on Learning @ Scale (L@S '15), 31--38.
[40]
Michel Krieger, Emily Margarete Stark, and Scott R Klemmer. 2009. Coordinating tasks on the commons: designing for personal goals, expertise and serendipity. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '09), 1485--1494.
[41]
Chinmay Kulkarni, Koh Pang Wei, Huy Le, Daniel Chia, Kathryn Papadopoulos, Justin Cheng, Daphne Koller, and Scott R. Klemmer. 2013. Peer and self assessment in massive online classes. ACM Transactions on Computer-Human Interaction 20, 6: 1-- 31.
[42]
Edith Law, Ming Yin, Joslin Goh, Kevin Chen, Michael Terry, and Krzysztof Z Gajos. 2016. Curiosity Killed the Cat, but Makes Crowdwork Better. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '16).
[43]
Doris Lee, Joanne Lo, Moonhyok Kim, and Eric Paulos. 2016. Crowdclass: Designing classification-based citizen science learning modules. In Proceedings of the Fourth AAAI Conference on Human Computation and Crowdsourcing (HCOMP '16).
[44]
Jeehyung Lee, Wipapat Kladwang, Minjae Lee, Daniel Cantu, Martin Azizyan, Hanjoo Kim, Alex Limpaecher, Snehal Gaikwad, Sungroh Yoon, Adrien Treuille, and Rhiju Das. 2014. RNA design rules from a massive open laboratory. Proceedings of the National Academy of Sciences 111, 6: 2122--2127.
[45]
Yi-Chieh Lee, Wen-Chieh Lin, Fu-Yin Cherng, HaoChuan Wang, Ching-Ying Sung, and Jung-Tai King. 2015. Using Time-Anchored Peer Comments to Enhance Social Interaction in Online Educational Videos. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '15), 689-- 698.
[46]
Lena Mamykina, Bella Manoim, Manas Mittal, George Hripcsak, and Björn Hartmann. 2011. Design Lessons from the Fastest Q&A Site in the West. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '11), 2857--2866.
[47]
Richard E Mayer. 2004. Should There Be a ThreeStrikes Rule Against Pure Discovery Learning? The case for guided methods of instruction. American Psychologist 59, 1: 14--19.
[48]
Katharina Reinecke, Ann Arbor, and Krzysztof Z Gajos. 2015. LabintheWild?: Conducting Large-Scale Online Experiments With Uncompensated Samples. In Proceedings of the 18th ACM Conference on Computer Supported Cooperative Work & Social Computing (CSCW '15), 1364--1378.
[49]
R. Resnick, P. and Kraut. 2011. Building Successful Online Communities: Evidence-based social design. MIT Press, Cambridge, MA.
[50]
John R Savery and Thomas M Duffy. 1995. Problem based learning: An instructional model and its constructivist framework. Educational Technology 35, 5: 31--38. https://doi.org/47405--1006
[51]
Dhawal Shah. 2015. By The Numbers: MOOCS in 2015. Class Central. Retrieved from https://www.classcentral.com/report/moocs-2015-stats/
[52]
Rion Snow, Brendan O Connor, Daniel Jurafsky, Andrew Y Ng, Dolores Labs, and Capp St. 2008. Cheap and fast - but is it good? Evaluation non-expert annotiations for natural language tasks. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP '08), 254--263.
[53]
James Surowiecki. 2005. The Wisdom of Crowds. Anchor.
[54]
Ramine Tinati, Max Van Kleek, Elena Simperl, Markus Luczak-Roesch, Robert Simpson, and Nigel Shadbolt. 2015. Designing for Citizen Data Analysis: A CrossSectional Case Study of a Multi-Domain Citizen Science Platform. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '15), April: 4069--4078.
[55]
T Yatsunenko, F E Rey, M J Manary, I Trehan, M G Dominguez-Bello, M Contreras, M Magris, G Hidalgo, R N Baldassano, A P Anokhin, A C Heath, B Warner, J Reeder, J Kuczynski, J G Caporaso, C A Lozupone, C Lauber, J C Clemente, D Knights, R Knight, and J I Gordon. 2012. Human gut microbiome viewed across age and geography. Nature 486, 7402: 222--227.
[56]
Lixiu Yu, Jeffrey V Nickerson, and Yasuaki Sakamoto. 2012. Collective creativity: Where we are and where we might go. Collective Intelligence Conference: 1--8.
[57]
YuanYuan Yu, J.A. Stamberger, A. Manoharan, and A. Paepcke. 2006. EcoPod: a mobile tool for community based biodiversity collection building. In Proceedings of the 6th ACM/IEEE-CS Joint Conference on Digital Libraries (JCDL '06), 244--253.
[58]
Xuan Zhang, Dongya Zhang, and Huijue et al. Jia. 2015. The oral and gut microbiomes are perturbed in rheumatoid arthritis and partly normalized after treatment. Nat Med 21, 8: 895--905.
[59]
Zooniverse. 2007. Galaxy Zoo. Retrieved December 31, 2016 from www.galaxyzoo.org

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    cover image ACM Conferences
    CHI '17: Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems
    May 2017
    7138 pages
    ISBN:9781450346559
    DOI:10.1145/3025453
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    Published: 02 May 2017

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    Author Tags

    1. citizen science
    2. crowdsourcing
    3. online learning
    4. social computing systems

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