Report
Computational Notebooks as Co-Design Tools: Engaging Young Adults Living with Diabetes, Family Carers, and Clinicians with Machine Learning Models
| العنوان: | Computational Notebooks as Co-Design Tools: Engaging Young Adults Living with Diabetes, Family Carers, and Clinicians with Machine Learning Models |
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| المؤلفون: | Ayobi, Amid, Hughes, Jacob, Duckworth, Christopher, Dylag, Jakub, James, Sam, Marshall, Paul, Guy, Matthew, Kumaran, Anitha, Chapman, Adriane, Boniface, Michael, O’Kane, Aisling Ann |
| المصدر: | In: Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems (CHI ’23). Association for Computing Machinery (ACM): Hamburg, Germany. (2023) (In press). |
| بيانات النشر: | Association for Computing Machinery (ACM) |
| سنة النشر: | 2023 |
| المجموعة: | University College London: UCL Discovery |
| مصطلحات موضوعية: | Co-Design, Machine Learning, Human-AI Interaction, Diabetes |
| الوصف: | Engaging end user groups with machine learning (ML) models can help align the design of predictive systems with people’s needs and expectations. We present a co-design study investigating the benefits and challenges of using computational notebooks to inform ML models with end user groups. We used a computational notebook to engage young adults, carers, and clinicians with an example ML model that predicted health risk in diabetes care. Through codesign workshops and retrospective interviews, we found that participants particularly valued using the interactive data visualisations of the computational notebook to scaffold multidisciplinary learning, anticipate benefits and harms of the example ML model, and create fictional feature importance plots to highlight care needs. Participants also reported challenges, from running code cells to managing information asymmetries and power imbalances. We discuss the potential of leveraging computational notebooks as interactive co-design tools to meet end user needs early in ML model lifecycles. |
| نوع الوثيقة: | report |
| وصف الملف: | text |
| اللغة: | English |
| Relation: | https://discovery.ucl.ac.uk/id/eprint/10166134/1/Computational%20Notebooks%20as%20Co-Design%20Tools%20Engaging%20Young%20Adults%20Living%20with%20Diabetes,%20Family%20Carers,%20and%20Clinicians%20with%20Machine%20Learning%20Models.pdf; https://discovery.ucl.ac.uk/id/eprint/10166134/ |
| الاتاحة: | https://discovery.ucl.ac.uk/id/eprint/10166134/1/Computational%20Notebooks%20as%20Co-Design%20Tools%20Engaging%20Young%20Adults%20Living%20with%20Diabetes,%20Family%20Carers,%20and%20Clinicians%20with%20Machine%20Learning%20Models.pdf https://discovery.ucl.ac.uk/id/eprint/10166134/ |
| Rights: | open |
| رقم الانضمام: | edsbas.1228339F |
| قاعدة البيانات: | BASE |
| الوصف غير متاح. |