{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T16:44:08Z","timestamp":1776098648820,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":84,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,6,20]],"date-time":"2022-06-20T00:00:00Z","timestamp":1655683200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"VILLUM FONDEN","award":["28831"],"award-info":[{"award-number":["28831"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,6,21]]},"DOI":"10.1145\/3531146.3534634","type":"proceedings-article","created":{"date-parts":[[2022,6,20]],"date-time":"2022-06-20T14:27:10Z","timestamp":1655735230000},"page":"2168-2178","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":14,"title":["From Demo to Design in Teaching Machine Learning"],"prefix":"10.1145","author":[{"given":"Karl-Emi Kj\u00e6r","family":"Bilstrup","sequence":"first","affiliation":[{"name":"Department of Computer Science, Aarhus University, Denmark"}]},{"given":"Magnus H\u00f8holt","family":"Kaspersen","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Aarhus University, Denmark"}]},{"given":"Ira","family":"Assent","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Aarhus University, Denmark"}]},{"given":"Simon","family":"Enni","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Aarhus University, Denmark"}]},{"given":"Marianne Graves","family":"Petersen","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Aarhus University, Denmark"}]}],"member":"320","published-online":{"date-parts":[[2022,6,20]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3174156"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351095.3372871"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/3290607.3312894"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.2991\/ijcis.d.200715.003"},{"key":"e_1_3_2_1_5_1","volume-title":"Big data\u2019s disparate impact. California Law Review 104","author":"Barocas Solon","year":"2016","unstructured":"Solon Barocas and Andrew\u00a0D Selbst. 2016. Big data\u2019s disparate impact. California Law Review 104 (2016)."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351095.3372832"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/3357236.3395558"},{"key":"e_1_3_2_1_8_1","volume-title":"Symbolic interactionism. Vol.\u00a050","author":"Blumer Herbert","unstructured":"Herbert Blumer. 1969. Symbolic interactionism. Vol.\u00a050. Englewood Cliffs, NJ: Prentice-Hall."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/1182475.1182476"},{"key":"e_1_3_2_1_10_1","volume-title":"Preceedings of the 2012 annual meeting of the American Educational Research Association.","author":"Brennan Karen","unstructured":"Karen Brennan and Mitchel Resnick. 2012. New frameworks for studying and assessing the development of computational thinking. In Preceedings of the 2012 annual meeting of the American Educational Research Association. Vancouver, Canada, 1\u201325. https:\/\/doi.org\/10.1.1.296.6602"},{"key":"e_1_3_2_1_11_1","volume-title":"ICSIT 2018 - 9th International Conference on Society and Information Technologies, Proceedings. 122\u2013125","author":"Bressler Janine","year":"2015","unstructured":"Janine Bressler and Janett Mohnke. 2015. School laboratories to teach robotics, smart home and artificial intelligence: From theory to practice. In ICSIT 2018 - 9th International Conference on Society and Information Technologies, Proceedings. 122\u2013125."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1177\/2053951715622512"},{"key":"e_1_3_2_1_13_1","volume-title":"Sketching User Experiences: Getting the Design Right and the Right Design","author":"Buxton Bill","unstructured":"Bill Buxton. 2007. Sketching User Experiences: Getting the Design Right and the Right Design. Morgan Kaufmann Publishers Inc., San Francisco, CA, USA."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.17351\/ests2020.277"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3334480.3382839"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1365-2729.1987.tb00304.x"},{"key":"e_1_3_2_1_17_1","volume-title":"Enhancing transparency and control when drawing data-driven inferences about individuals. Big data 5, 3","author":"Chen Daizhuo","year":"2017","unstructured":"Daizhuo Chen, Samuel\u00a0P Fraiberger, Robert Moakler, and Foster Provost. 2017. Enhancing transparency and control when drawing data-driven inferences about individuals. Big data 5, 3 (2017), 197\u2013212."},{"key":"e_1_3_2_1_18_1","volume-title":"How to develop machine learning models for healthcare. Nature materials 18, 5","author":"Chen Hsuan\u00a0Cameron","year":"2019","unstructured":"Po-Hsuan\u00a0Cameron Chen, Yun Liu, and Lily Peng. 2019. How to develop machine learning models for healthcare. Nature materials 18, 5 (2019), 410."},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1080\/15710882.2020.1722173"},{"key":"e_1_3_2_1_20_1","volume-title":"A few useful things to know about machine learning. Commun. acm 55, 10","author":"Domingos M","year":"2012","unstructured":"Pedro\u00a0M Domingos. 2012. A few useful things to know about machine learning. Commun. acm 55, 10 (2012), 78\u201387."},{"key":"e_1_3_2_1_21_1","volume-title":"Explainable and Interpretable Models in Computer Vision and Machine Learning","author":"Doshi-Velez Finale","unstructured":"Finale Doshi-Velez and Been Kim. 2018. Considerations for evaluation and generalization in interpretable machine learning. In Explainable and Interpretable Models in Computer Vision and Machine Learning. Springer, 3\u201317."},{"key":"e_1_3_2_1_22_1","volume-title":"Accountability of AI Under the Law: The Role of Explanation. Privacy Law Scholars Conference(2018)","author":"Doshi-Velez Finale","year":"2018","unstructured":"Finale Doshi-Velez, Mason Kortz, Ryan Budish, Chris Bavitz, Sam Gershman, David O\u2019Brien, Stuart Shieber, James Waldo, David Weinberger, and Alexandra Wood. 2018. Accountability of AI Under the Law: The Role of Explanation. Privacy Law Scholars Conference(2018)."},{"key":"e_1_3_2_1_23_1","volume-title":"Speculative everything: design, fiction, and social dreaming","author":"Dunne Anthony","unstructured":"Anthony Dunne and Fiona Raby. 2013. Speculative everything: design, fiction, and social dreaming. MIT press."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/2090236.2090255"},{"key":"e_1_3_2_1_25_1","unstructured":"Pelle Ehn. 1988. Work-oriented design of computer artifacts. Ph.\u00a0D. Dissertation. Arbetslivscentrum."},{"key":"e_1_3_2_1_26_1","unstructured":"Simon Enni and Ira Assent. 2021. Learning by Design: Structuring and Documenting the Human Choices in Machine Learning Development. arxiv:2105.00687\u00a0[cs.LG]"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/DSP-SPE.2011.5739219"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-94120-2_51"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2956136"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/WEEF-GEDC.2018.8629750"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/SIIE48397.2019.8970124"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.matdes.2015.03.038"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1109\/IVS.2018.8500457"},{"key":"e_1_3_2_1_34_1","volume-title":"AI education system for primary and secondary schools","author":"Gong Xiaoyan","unstructured":"Xiaoyan Gong, Liang Zhao, Renhao Tang, YaNa Guo, Xiwei Liu, Jian He, Fei-Yue Wang, Ying Tang, Wanruo Shi, Xiaojie Niu, and Xinzhu Wang. 2019. AI education system for primary and secondary schools. In American Society for Engineering Education (ASEE) Annual Conference and Exposition, Conference Proceedings. American Society for Engineering Education. https:\/\/www.scopus.com\/inward\/record.uri?eid=2-s2.0-85078800693&partnerID=40&md5=6ab98a8b313d50d7a8e2a637bf8a5c20"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2788627"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.3102\/0013189X12463051"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/3202185.3210776"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300645"},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/3210586.3210592"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1145\/3442188.3445905"},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1145\/3291279.3339400"},{"key":"e_1_3_2_1_42_1","volume-title":"CEUR Workshop Proceedings, Drachsler H Drachsler H Dimitrova V Drachsler\u00a0H Fominykh M. Praharaj\u00a0S. (Ed.). Vol.\u00a02193","author":"Kahn K.","unstructured":"K. Kahn, R. Megasari, E. Piantari, and E. Junaeti. 2018. AI programming by children using snap! Block programming in a developing country. In CEUR Workshop Proceedings, Drachsler H Drachsler H Dimitrova V Drachsler\u00a0H Fominykh M. Praharaj\u00a0S. (Ed.). Vol.\u00a02193. CEUR-WS. https:\/\/www.scopus.com\/inward\/record.uri?eid=2-s2.0-85053707384&partnerID=40&md5=f572adf493a473f9dbe766b2fa5945d9"},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-66610-5_64"},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351095.3372874"},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1098\/rsta.2018.0084"},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-33759-9_10"},{"key":"e_1_3_2_1_47_1","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376727"},{"key":"e_1_3_2_1_48_1","volume-title":"International Conference on Applied Human Factors and Ergonomics. Springer, 241\u2013250","author":"L\u00f3pez Gustavo","year":"2017","unstructured":"Gustavo L\u00f3pez, Luis Quesada, and Luis\u00a0A Guerrero. 2017. Alexa vs. Siri vs. Cortana vs. Google Assistant: a comparison of speech-based natural user interfaces. In International Conference on Applied Human Factors and Ergonomics. Springer, 241\u2013250."},{"key":"e_1_3_2_1_49_1","doi-asserted-by":"publisher","DOI":"10.1145\/3364510.3364520"},{"key":"e_1_3_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.15388\/infedu.2020.14"},{"key":"e_1_3_2_1_51_1","unstructured":"Ninareh Mehrabi Fred Morstatter Nripsuta Saxena Kristina Lerman and Aram Galstyan. 2019. A survey on bias and fairness in machine learning. arXiv preprint arXiv:1908.09635(2019)."},{"key":"e_1_3_2_1_52_1","doi-asserted-by":"publisher","DOI":"10.1145\/3442188.3445880"},{"key":"e_1_3_2_1_53_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.artint.2018.07.007"},{"key":"e_1_3_2_1_54_1","doi-asserted-by":"publisher","DOI":"10.1145\/3442188.3445933"},{"key":"e_1_3_2_1_55_1","doi-asserted-by":"publisher","DOI":"10.1145\/3287560.3287596"},{"key":"e_1_3_2_1_56_1","doi-asserted-by":"publisher","DOI":"10.1145\/3283254.3283270"},{"key":"e_1_3_2_1_57_1","volume-title":"The design way: Intentional change in an unpredictable world","author":"Nelson G","unstructured":"Harold\u00a0G Nelson and Erik Stolterman. 2014. The design way: Intentional change in an unpredictable world. MIT press."},{"key":"e_1_3_2_1_58_1","doi-asserted-by":"publisher","unstructured":"E. Ossovski and M. Brinkmeier. 2019. Machine Learning Unplugged - Development and Evaluation of a Workshop About Machine Learning. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 11913 LNCS (2019) 136\u2013146. https:\/\/doi.org\/10.1007\/978-3-030-33759-9_11","DOI":"10.1007\/978-3-030-33759-9_11"},{"key":"e_1_3_2_1_59_1","doi-asserted-by":"publisher","DOI":"10.1177\/2053951720939605"},{"key":"e_1_3_2_1_60_1","doi-asserted-by":"publisher","DOI":"10.1145\/3442188.3445914"},{"key":"e_1_3_2_1_61_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351095.3372873"},{"key":"e_1_3_2_1_62_1","doi-asserted-by":"publisher","DOI":"10.4018\/978-1-5225-5969-6.ch003"},{"key":"e_1_3_2_1_63_1","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2017\/371"},{"key":"e_1_3_2_1_64_1","doi-asserted-by":"publisher","DOI":"10.1145\/3340764.3345375"},{"key":"e_1_3_2_1_65_1","doi-asserted-by":"publisher","DOI":"10.1145\/3340764.3345375"},{"key":"e_1_3_2_1_66_1","volume-title":"The reflective practitioner. How professionals think in action. Temple Smith","author":"Schon D","unstructured":"D Schon. 1983. The reflective practitioner. How professionals think in action. Temple Smith, London."},{"key":"e_1_3_2_1_67_1","doi-asserted-by":"publisher","DOI":"10.1145\/3287560.3287598"},{"key":"e_1_3_2_1_68_1","doi-asserted-by":"publisher","DOI":"10.1145\/3442188.3445971"},{"key":"e_1_3_2_1_69_1","volume-title":"30th AAAI Conference on Artificial Intelligence, AAAI 2016","author":"Sintov N.","year":"1807","unstructured":"N. Sintov, D. Kar, T. Nguyen, F. Fang, K. Hoffman, A. Lyet, and M. Tambe. 2016. From the lab to the classroom and beyond: Extending a game-based research platform for teaching ai to diverse audiences. In 30th AAAI Conference on Artificial Intelligence, AAAI 2016. AAAI press, 4107\u20134112. https:\/\/www.scopus.com\/inward\/record.uri?eid=2-s2.0-85007226830&partnerID=40&md5=29344871cc4b5cf956d762cd4a4a1807"},{"key":"e_1_3_2_1_70_1","doi-asserted-by":"publisher","DOI":"10.1145\/3334480.3382901"},{"key":"e_1_3_2_1_71_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P19-1355"},{"key":"e_1_3_2_1_72_1","doi-asserted-by":"publisher","DOI":"10.1145\/2460276.2460278"},{"key":"e_1_3_2_1_73_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351095.3373152"},{"key":"e_1_3_2_1_74_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33019795"},{"key":"e_1_3_2_1_75_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijcci.2020.100182"},{"key":"e_1_3_2_1_76_1","doi-asserted-by":"publisher","DOI":"10.1177\/0162243905285847"},{"key":"e_1_3_2_1_77_1","doi-asserted-by":"publisher","DOI":"10.1145\/3392063.3394440"},{"key":"e_1_3_2_1_78_1","volume-title":"Transparency: Motivations and challenges. In Explainable AI: Interpreting, Explaining and Visualizing Deep Learning","author":"Weller Adrian","year":"2019","unstructured":"Adrian Weller. 2019. Transparency: Motivations and challenges. In Explainable AI: Interpreting, Explaining and Visualizing Deep Learning. Springer, 23\u201340."},{"key":"e_1_3_2_1_79_1","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300677"},{"key":"e_1_3_2_1_80_1","doi-asserted-by":"publisher","DOI":"10.1145\/1118178.1118215"},{"key":"e_1_3_2_1_81_1","doi-asserted-by":"crossref","unstructured":"Terry Winograd (Ed.). 1996. Bringing Design to Software. Association for Computing Machinery New York NY USA.","DOI":"10.1145\/229868"},{"key":"e_1_3_2_1_82_1","doi-asserted-by":"publisher","DOI":"10.1145\/2330667.2330678"},{"key":"e_1_3_2_1_83_1","doi-asserted-by":"publisher","DOI":"10.1145\/3392063.3394438"},{"key":"e_1_3_2_1_84_1","doi-asserted-by":"publisher","DOI":"10.1145\/3311927.3323139"}],"event":{"name":"FAccT '22: 2022 ACM Conference on Fairness, Accountability, and Transparency","location":"Seoul Republic of Korea","acronym":"FAccT '22","sponsor":["ACM Association for Computing Machinery"]},"container-title":["2022 ACM Conference on Fairness Accountability and Transparency"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3531146.3534634","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3531146.3534634","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:31:31Z","timestamp":1750188691000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3531146.3534634"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,20]]},"references-count":84,"alternative-id":["10.1145\/3531146.3534634","10.1145\/3531146"],"URL":"https:\/\/doi.org\/10.1145\/3531146.3534634","relation":{},"subject":[],"published":{"date-parts":[[2022,6,20]]},"assertion":[{"value":"2022-06-20","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}