{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,2]],"date-time":"2026-01-02T07:48:52Z","timestamp":1767340132243,"version":"3.40.3"},"publisher-location":"Cham","reference-count":24,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031562808"},{"type":"electronic","value":"9783031562815"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-3-031-56281-5_4","type":"book-chapter","created":{"date-parts":[[2024,4,11]],"date-time":"2024-04-11T23:02:46Z","timestamp":1712876566000},"page":"55-75","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["On the\u00a0Interaction Between Software Engineers and\u00a0Data Scientists When Building Machine Learning-Enabled Systems"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-9048-2097","authenticated-orcid":false,"given":"Gabriel","family":"Busquim","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4142-6967","authenticated-orcid":false,"given":"Hugo","family":"Villamizar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3843-021X","authenticated-orcid":false,"given":"Maria Julia","family":"Lima","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1445-3425","authenticated-orcid":false,"given":"Marcos","family":"Kalinowski","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,4,12]]},"reference":[{"key":"4_CR1","unstructured":"Sculley, D., et al.: Hidden technical debt in machine learning systems. In: Advances in Neural Information Processing Systems, vol. 28 (2015)"},{"key":"4_CR2","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"153","DOI":"10.1007\/978-3-030-64148-1_10","volume-title":"Product-Focused Software Process Improvement","author":"T Aho","year":"2020","unstructured":"Aho, T., Sievi-Korte, O., Kilamo, T., Yaman, S., Mikkonen, T.: Demystifying data science projects: a look on the people and process of data science today. In: Morisio, M., Torchiano, M., Jedlitschka, A. (eds.) PROFES 2020. LNCS, vol. 12562, pp. 153\u2013167. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-64148-1_10"},{"key":"4_CR3","doi-asserted-by":"crossref","unstructured":"Lewis, G.A., Bellomo, S., Ozkaya, I.: Characterizing and detecting mismatch in machine-learning-enabled systems. In: IEEE\/ACM 1st Workshop on AI Engineering-Software Engineering for AI (WAIN). IEEE, pp. 133\u2013140 (2021)","DOI":"10.1109\/WAIN52551.2021.00028"},{"key":"4_CR4","doi-asserted-by":"publisher","DOI":"10.1002\/9781118181034","volume-title":"Case Study Research in Software Engineering: Guidelines and Examples","author":"P Runeson","year":"2012","unstructured":"Runeson, P., Host, M., Rainer, A., Regnell, B.: Case Study Research in Software Engineering: Guidelines and Examples. Wiley, Hoboken (2012)"},{"issue":"2","key":"4_CR5","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1191\/1478088706qp063oa","volume":"3","author":"V Braun","year":"2006","unstructured":"Braun, V., Clarke, V.: Using thematic analysis in psychology. Qual. Res. Psychol. 3(2), 77\u2013101 (2006)","journal-title":"Qual. Res. Psychol."},{"issue":"4","key":"4_CR6","doi-asserted-by":"publisher","first-page":"589","DOI":"10.1080\/2159676X.2019.1628806","volume":"11","author":"V Braun","year":"2019","unstructured":"Braun, V., Clarke, V.: Reflecting on reflexive thematic analysis. Qual. Res. Sport Exerc. Health 11(4), 589\u2013597 (2019)","journal-title":"Qual. Res. Sport Exerc. Health"},{"key":"4_CR7","doi-asserted-by":"crossref","unstructured":"Villamizar, H., Kalinowski, M., Lopes, H., Mendez, D.: Identifying concerns when specifying machine learning-enabled systems: a perspective-based approach. arXiv preprint arXiv:2309.07980 (2023)","DOI":"10.2139\/ssrn.4571159"},{"key":"4_CR8","unstructured":"Kalinowski, M., Escovedo, T., Villamizar, H., Lopes, H.: Engenharia de Software para Ci\u00eancia de Dados: Um guia de boas pr\u00e1ticas com \u00eanfase na constru\u00e7\u00e3o de sistemas de Machine Learning em Python. Casa do C\u00f3digo (2023)"},{"key":"4_CR9","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2023.111860","volume":"207","author":"R Nazir","year":"2023","unstructured":"Nazir, R., Bucaioni, A., Pelliccione, P.: Architecting ML-enabled systems: challenges, best practices, and design decisions. J. Syst. Softw. 207, 111860 (2023)","journal-title":"J. Syst. Softw."},{"key":"4_CR10","doi-asserted-by":"crossref","unstructured":"Ishikawa, F., Yoshioka, N.: How do engineers perceive difficulties in engineering of machine-learning systems? - questionnaire survey. In: IEEE\/ACM Joint 7th International Workshop on Conducting Empirical Studies in Industry (CESI) and 6th International Workshop on Software Engineering Research and Industrial Practice (SER &IP), pp. 2\u20139. IEEE (2019)","DOI":"10.1109\/CESSER-IP.2019.00009"},{"key":"4_CR11","doi-asserted-by":"crossref","unstructured":"Villamizar, H., Escovedo, T., Kalinowski, M.: Requirements engineering for machine learning: a systematic mapping study. In: 2021 47th Euromicro Conference on Software Engineering and Advanced Applications (SEAA), pp. 29\u201336. IEEE (2021)","DOI":"10.1109\/SEAA53835.2021.00013"},{"issue":"11","key":"4_CR12","doi-asserted-by":"publisher","first-page":"1024","DOI":"10.1109\/TSE.2017.2754374","volume":"44","author":"M Kim","year":"2017","unstructured":"Kim, M., Zimmermann, T., DeLine, R., Begel, A.: Data scientists in software teams: state of the art and challenges. IEEE Trans. Software Eng. 44(11), 1024\u20131038 (2017)","journal-title":"IEEE Trans. Software Eng."},{"key":"4_CR13","doi-asserted-by":"crossref","unstructured":"Amershi, S., et al.: Software engineering for machine learning: a case study. In: 2019 IEEE\/ACM 41st International Conference on Software Engineering: Software Engineering in Practice (ICSE-SEIP), pp. 291\u2013300. IEEE (2019)","DOI":"10.1109\/ICSE-SEIP.2019.00042"},{"key":"4_CR14","doi-asserted-by":"crossref","unstructured":"Zhang, A.X., Muller, M., Wang, D.: How do data science workers collaborate? Roles, workflows, and tools. Proc. ACM Hum.-Comput. Interact. 4(CSCW1), 22:1\u201322:23 (2020)","DOI":"10.1145\/3392826"},{"key":"4_CR15","doi-asserted-by":"crossref","unstructured":"Mailach, A., Siegmund, N.: Socio-technical anti-patterns in building ML-enabled software: insights from leaders on the forefront. In: 2023 IEEE\/ACM 45th International Conference on Software Engineering (ICSE), pp. 690\u2013702. IEEE (2023)","DOI":"10.1109\/ICSE48619.2023.00067"},{"key":"4_CR16","doi-asserted-by":"crossref","unstructured":"Nahar, N., Zhou, S., Lewis, G., K\u00e4stner, C.: Collaboration challenges in building ML-enabled systems: communication, documentation, engineering, and process. In: Proceedings of the 44th International Conference on Software Engineering, ICSE 2022, New York, NY, USA, Association for Computing Machinery, pp. 413\u2013425, July 2022","DOI":"10.1145\/3510003.3510209"},{"issue":"6","key":"4_CR17","doi-asserted-by":"publisher","first-page":"758","DOI":"10.1109\/32.6156","volume":"14","author":"VR Basili","year":"1988","unstructured":"Basili, V.R., Rombach, H.D.: The tame project: towards improvement-oriented software environments. IEEE Trans. Software Eng. 14(6), 758\u2013773 (1988)","journal-title":"IEEE Trans. Software Eng."},{"key":"4_CR18","unstructured":"Caroli, P.: Lean Inception. Caroli. org, S\u00e3o Paulo (2017)"},{"key":"4_CR19","doi-asserted-by":"crossref","unstructured":"Coelho, G.M., et al.: Text classification in the Brazilian legal domain. In: ICEIS (1), pp. 355\u2013363 (2022)","DOI":"10.5220\/0011062000003179"},{"key":"4_CR20","doi-asserted-by":"crossref","unstructured":"Cruzes, D.S., Dyba, T.: Recommended steps for thematic synthesis in software engineering. In: International Symposium on Empirical Software Engineering and Measurement, pp. 275\u2013284. IEEE (2011)","DOI":"10.1109\/ESEM.2011.36"},{"key":"4_CR21","doi-asserted-by":"crossref","unstructured":"Brown, N., Stockman, T.: Examining the use of thematic analysis as a tool for informing design of new family communication technologies. In: 27th International BCS Human Computer Interaction Conference (HCI 2013), vol. 27, pp. 1\u20136 (2013)","DOI":"10.14236\/ewic\/HCI2013.30"},{"key":"4_CR22","doi-asserted-by":"crossref","unstructured":"Braun, V., Clarke, V.: Can I use TA? Should I use TA? Should I not use TA? Comparing reflexive thematic analysis and other pattern-based qualitative analytic approaches. Couns. Psychother. Res. 21(1), 37\u201347 (2021)","DOI":"10.1002\/capr.12360"},{"issue":"9","key":"4_CR23","first-page":"1857","volume":"47","author":"Z Wan","year":"2019","unstructured":"Wan, Z., Xia, X., Lo, D., Murphy, G.C.: How does machine learning change software development practices? IEEE Trans. Software Eng. 47(9), 1857\u20131871 (2019)","journal-title":"IEEE Trans. Software Eng."},{"key":"4_CR24","doi-asserted-by":"crossref","unstructured":"Villamizar, H., Kalinowski, M., et al.: A catalogue of concerns for specifying machine learning-enabled systems. In: Workshop on Requirements Engineering (WER), pp. 1\u201314 (2022)","DOI":"10.29327\/1298262.25-12"}],"container-title":["Lecture Notes in Business Information Processing","Software Quality as a Foundation for Security"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-56281-5_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,16]],"date-time":"2024-11-16T03:08:25Z","timestamp":1731726505000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-56281-5_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9783031562808","9783031562815"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-56281-5_4","relation":{},"ISSN":["1865-1348","1865-1356"],"issn-type":[{"type":"print","value":"1865-1348"},{"type":"electronic","value":"1865-1356"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"12 April 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"SWQD","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Software Quality","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Vienna","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Austria","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 April 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 April 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"swqd2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.software-quality-days.com","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"16","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"7","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"2","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"44% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"2","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}