Human-Centered Tools for Coping with Imperfect Algorithms during Medical Decision-Making

8 February 2019

Papers citing "Human-Centered Tools for Coping with Imperfect Algorithms during Medical Decision-Making"

44 / 44 papers shown

Title
Exploring the Impact of Explainable AI and Cognitive Capabilities on Users' Decisions Federico Maria Cau Lucio Davide Spano 31 0 0 02 May 2025
Interactive Example-based Explanations to Improve Health Professionals' Onboarding with AI for Human-AI Collaborative Decision Making Min Hun Lee Renee Bao Xuan Ng Silvana Xin Yi Choo S. Thilarajah 26 0 0 24 Sep 2024
Misfitting With AI: How Blind People Verify and Contest AI Errors Rahaf Alharbi P. Lor Jaylin Herskovitz S. Schoenebeck Robin Brewer 33 10 0 13 Aug 2024
Rideshare Transparency: Translating Gig Worker Insights on AI Platform Design to Policy Varun Nagaraj Rao Samantha Dalal Eesha Agarwal D. Calacci Andrés Monroy-Hernández 24 2 0 16 Jun 2024
Designing a Dashboard for Transparency and Control of Conversational AI Yida Chen Aoyu Wu Trevor DePodesta Catherine Yeh Kenneth Li ... Jan Riecke Shivam Raval Olivia Seow Martin Wattenberg Fernanda Viégas 44 16 0 12 Jun 2024
Towards Human-AI Deliberation: Design and Evaluation of LLM-Empowered Deliberative AI for AI-Assisted Decision-Making Shuai Ma Qiaoyi Chen Xinru Wang Chengbo Zheng Zhenhui Peng Ming Yin Xiaojuan Ma ELM 26 20 0 25 Mar 2024
Improving the Efficiency of Human-in-the-Loop Systems: Adding Artificial to Human Experts Johannes Jakubik Daniel Weber Patrick Hemmer Michael Vossing G. Satzger 23 2 0 06 Jul 2023
Impact Of Explainable AI On Cognitive Load: Insights From An Empirical Study L. Herm 18 22 0 18 Apr 2023
Angler: Helping Machine Translation Practitioners Prioritize Model Improvements Samantha Robertson Zijie J. Wang Dominik Moritz Mary Beth Kery Fred Hohman 32 15 0 12 Apr 2023
"If I Had All the Time in the World": Ophthalmologists' Perceptions of Anchoring Bias Mitigation in Clinical AI Support A. Bach Trine Munch Norgaard Jens Christian Brok N. V. Berkel 31 32 0 07 Mar 2023
AutoML in The Wild: Obstacles, Workarounds, and Expectations Yuan Sun Qiurong Song Xinning Gui Fenglong Ma Ting Wang 21 13 0 21 Feb 2023
Augmenting Pathologists with NaviPath: Design and Evaluation of a Human-AI Collaborative Navigation System H. Gu Chun-Hung Yang Mohammad Haeri Junchang Wang Shirley Tang Wenzhong Yan Shujin He Christopher Kazu Williams S. Magaki Xiang Ánthony' Chen 25 27 0 14 Feb 2023
Ignore, Trust, or Negotiate: Understanding Clinician Acceptance of AI-Based Treatment Recommendations in Health Care Venkatesh Sivaraman L. Bukowski J. Levin J. Kahn Adam Perer 32 83 0 31 Jan 2023
Understanding the Role of Human Intuition on Reliance in Human-AI Decision-Making with Explanations Valerie Chen Q. V. Liao Jennifer Wortman Vaughan Gagan Bansal 41 104 0 18 Jan 2023
Holding AI to Account: Challenges for the Delivery of Trustworthy AI in Healthcare Rob Procter P. Tolmie M. Rouncefield 11 31 0 29 Nov 2022
Trust Calibration as a Function of the Evolution of Uncertainty in Knowledge Generation: A Survey J. Boley Maoyuan Sun 22 0 0 09 Sep 2022
The Human in the Infinite Loop: A Case Study on Revealing and Explaining Human-AI Interaction Loop Failures Changkun Ou Daniel Buschek Sven Mayer A. Butz 12 5 0 26 Jul 2022
Producing Histopathology Phantom Images using Generative Adversarial Networks to improve Tumor Detection Vidit Gautam GAN MedIm 15 1 0 21 May 2022
User-Interactive Offline Reinforcement Learning Phillip Swazinna Steffen Udluft Thomas Runkler OffRL 25 11 0 21 May 2022
Perspectives on Incorporating Expert Feedback into Model Updates Valerie Chen Umang Bhatt Hoda Heidari Adrian Weller Ameet Talwalkar 30 11 0 13 May 2022
Human-AI Collaboration via Conditional Delegation: A Case Study of Content Moderation Vivian Lai Samuel Carton Rajat Bhatnagar Vera Liao Yunfeng Zhang Chenhao Tan 20 130 0 25 Apr 2022
Towards Involving End-users in Interactive Human-in-the-loop AI Fairness Yuri Nakao Simone Stumpf Subeida Ahmed A. Naseer Lorenzo Strappelli 21 34 0 22 Apr 2022
ClioQuery: Interactive Query-Oriented Text Analytics for Comprehensive Investigation of Historical News Archives Abram Handler Narges Mahyar Brendan O'Connor 11 6 0 10 Apr 2022
Telling Stories from Computational Notebooks: AI-Assisted Presentation Slides Creation for Presenting Data Science Work Chengbo Zheng Dakuo Wang A. Wang Xiaojuan Ma 19 52 0 21 Mar 2022
Human-Centered Concept Explanations for Neural Networks Chih-Kuan Yeh Been Kim Pradeep Ravikumar FAtt 34 25 0 25 Feb 2022
Towards Relatable Explainable AI with the Perceptual Process Wencan Zhang Brian Y. Lim AAML XAI 25 61 0 28 Dec 2021
Explain, Edit, and Understand: Rethinking User Study Design for Evaluating Model Explanations Siddhant Arora Danish Pruthi Norman M. Sadeh William W. Cohen Zachary Chase Lipton Graham Neubig FAtt 35 38 0 17 Dec 2021
AI Chains: Transparent and Controllable Human-AI Interaction by Chaining Large Language Model Prompts Tongshuang Wu Michael Terry Carrie J. Cai LLMAG AI4CE LRM 31 446 0 04 Oct 2021
Deploying clinical machine learning? Consider the following... Charles Lu Kenglun Chang Praveer Singh S. Pomerantz S. Doyle Sujay S Kakarmath Christopher P. Bridge Jayashree Kalpathy-Cramer 49 4 0 14 Sep 2021
Towards Visual Explainable Active Learning for Zero-Shot Classification Shichao Jia Zeyu Li Nuo Chen Jiawan Zhang VLM 20 22 0 15 Aug 2021
Increasing the Speed and Accuracy of Data LabelingThrough an AI Assisted Interface Michael Desmond Zahra Ashktorab Michelle Brachman Kristina Brimijoin E. Duesterwald ... Catherine Finegan-Dollak Michael J. Muller N. Joshi Qian Pan Aabhas Sharma 21 50 0 09 Apr 2021
Intuitively Assessing ML Model Reliability through Example-Based Explanations and Editing Model Inputs Harini Suresh Kathleen M. Lewis John Guttag Arvind Satyanarayan FAtt 37 25 0 17 Feb 2021
Facilitating Knowledge Sharing from Domain Experts to Data Scientists for Building NLP Models Soya Park A. Wang B. Kawas Q. V. Liao David Piorkowski Marina Danilevsky 62 55 0 29 Jan 2021
"Brilliant AI Doctor" in Rural China: Tensions and Challenges in AI-Powered CDSS Deployment Dakuo Wang Liuping Wang Zhan Zhang Ding Wang Haiyi Zhu Yvonne Gao Xiangmin Fan Feng Tian 37 143 0 04 Jan 2021
Exemplary Natural Images Explain CNN Activations Better than State-of-the-Art Feature Visualization Judy Borowski Roland S. Zimmermann Judith Schepers Robert Geirhos Thomas S. A. Wallis Matthias Bethge Wieland Brendel FAtt 36 7 0 23 Oct 2020
Survey of XAI in digital pathology Milda Pocevičiūtė Gabriel Eilertsen Claes Lundström 8 56 0 14 Aug 2020
Debiasing Concept-based Explanations with Causal Analysis M. T. Bahadori David Heckerman FAtt CML 13 38 0 22 Jul 2020
Bridging the Gap: Providing Post-Hoc Symbolic Explanations for Sequential Decision-Making Problems with Inscrutable Representations S. Sreedharan Utkarsh Soni Mudit Verma Siddharth Srivastava S. Kambhampati 73 30 0 04 Feb 2020
CheXplain: Enabling Physicians to Explore and UnderstandData-Driven, AI-Enabled Medical Imaging Analysis Yao Xie Melody Chen David Kao Ge Gao Xiang Ánthony' Chen 31 125 0 15 Jan 2020
"Why is 'Chicago' deceptive?" Towards Building Model-Driven Tutorials for Humans Vivian Lai Han Liu Chenhao Tan 24 138 0 14 Jan 2020
The TA Framework: Designing Real-time Teaching Augmentation for K-12 Classrooms Pengcheng An Kenneth Holstein Bernice dÁnjou Berry Eggen Saskia Bakker 3DV 19 53 0 09 Jan 2020
PathologyGAN: Learning deep representations of cancer tissue A. Quiros R. Murray-Smith Ke-Fei Yuan MedIm GAN 9 85 0 04 Jul 2019
The Algorithmic Automation Problem: Prediction, Triage, and Human Effort M. Raghu Katy Blumer G. Corrado Jon M. Kleinberg Ziad Obermeyer S. Mullainathan 11 137 0 28 Mar 2019
Similar Image Search for Histopathology: SMILY Narayan Hegde J. Hipp Yun-hui Liu M. Emmert-Buck Emily Reif ... C. Mermel Phil Q. Nelson L. Peng G. Corrado Martin C. Stumpe 22 138 0 30 Jan 2019