Designing with Machine Learning in Digital Pathology : : Augmenting Medical Specialists Through Interaction Design.
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Superior document: | Linköping Studies in Science and Technology. Dissertations Series ; v.2157 |
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Place / Publishing House: | Linköping : : Linkopings Universitet,, 2021. {copy}2021. |
Year of Publication: | 2021 |
Edition: | 1st ed. |
Language: | English |
Series: | Linköping Studies in Science and Technology. Dissertations Series
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Online Access: | |
Physical Description: | 1 online resource (130 pages) |
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100 | 1 | |a Lindvall, Martin. | |
245 | 1 | 0 | |a Designing with Machine Learning in Digital Pathology : |b Augmenting Medical Specialists Through Interaction Design. |
250 | |a 1st ed. | ||
264 | 1 | |a Linköping : |b Linkopings Universitet, |c 2021. | |
264 | 4 | |c {copy}2021. | |
300 | |a 1 online resource (130 pages) | ||
336 | |a text |b txt |2 rdacontent | ||
337 | |a computer |b c |2 rdamedia | ||
338 | |a online resource |b cr |2 rdacarrier | ||
490 | 1 | |a Linköping Studies in Science and Technology. Dissertations Series ; |v v.2157 | |
505 | 0 | |a Intro -- Abstract -- Acknowledgments -- List of Publications -- Contents -- I Comprehensive Summary -- 1 Introduction -- 1.1 Research Scope and Delimitations -- 1.2 Thesis Overview -- 2 Background -- 2.1 Machine Learning Basics -- 2.2 Digital Pathology -- 2.3 Artificial Intelligence in Pathology -- 3 Theoretical Framework -- 3.1 Automation and Human Control -- 3.2 Challenges Designing with ML -- 3.3 AI-assisted Decision-making -- 4 Research Approach -- 4.1 Constructive Design Research -- 4.2 Motivations -- 4.3 From Design Experiments to Generative Knowledge -- 4.4 Designing for Efficiency -- 5 Paper summary -- 6 Design Experiments -- 6.1 Overview -- 6.2 Exploring Proactive Training Data Collection (DROID) -- 6.3 AI-assisted Annotation (TW) -- 6.4 AI-assisted Visual Search (LGL) -- 6.5 AI-assisted Quantification (PDL1) -- 7 A Framework for Designing Human-Centred Machine Learning -- 7.1 The Importance of Thoughtful Action -- 7.2 Three Interconnected Activities -- 7.3 The Impact of Gathering Training Data -- 7.4 The Impact of Interaction Design -- 7.5 The Impact of Model Development -- 8 Conclusion and Discussion -- 8.1 Summary of Contributions -- 8.2 Why is Designing with ML Difficult? -- 8.3 Power to the People? Reflections on Interactive Machine Learning -- 8.4 The Role of Constructive Design Research -- 8.5 In Conclusion -- Bibliography -- II Appended papers -- 1 TissueWand, a Rapid Histopathology Annotation Tool. -- 2 Rapid Assisted Visual Search: Supporting Digital Pathologists with Imperfect AI. -- 3 From Machine Learning to Machine Teaching: The Importance of UX. -- 4 Machine Learning as a Design Material: a Curated Collection of Exemplars for Visual Interaction. -- 5 Verification Staircase: a Design Strategy for Actionable Explanations. -- 6 Designing for the Long-Tail of Machine Learning. | |
505 | 8 | |a 7 Proactive Construction of an Annotated Imaging Database for Artificial Intelligence Training. | |
588 | |a Description based on publisher supplied metadata and other sources. | ||
590 | |a Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2024. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries. | ||
655 | 4 | |a Electronic books. | |
776 | 0 | 8 | |i Print version: |a Lindvall, Martin |t Designing with Machine Learning in Digital Pathology |d Linköping : Linkopings Universitet,c2021 |
797 | 2 | |a ProQuest (Firm) | |
830 | 0 | |a Linköping Studies in Science and Technology. Dissertations Series | |
856 | 4 | 0 | |u https://ebookcentral.proquest.com/lib/oeawat/detail.action?docID=6720003 |z Click to View |