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"

39 / 139 papers shown

Title
Increasing the Speed and Accuracy of Data LabelingThrough an AI Assisted Interface Michael Desmond Zahra Ashktorab Michelle Brachman Kristina Brimijoin Evelyn Duesterwald ... Catherine Finegan-Dollak Michael J. Muller N. Joshi Qian Pan Aabhas Sharma 29 50 0 09 Apr 2021
To design interfaces for exploratory data analysis, we need theories of graphical inference Jessica Hullman Andrew Gelman 23 42 0 05 Apr 2021
Understanding Mental Models of AI through Player-AI Interaction Jennifer Villareale Jichen Zhu 14 18 0 30 Mar 2021
Learning to Predict with Supporting Evidence: Applications to Clinical Risk Prediction Aniruddh Raghu John Guttag K. Young E. Pomerantsev Adrian Dalca Collin M. Stultz 18 9 0 04 Mar 2021
Documentation Matters: Human-Centered AI System to Assist Data Science Code Documentation in Computational Notebooks A. Wang Dakuo Wang Jaimie Drozdal Michael J. Muller Soya Park Justin D. Weisz Xuye Liu Lingfei Wu Casey Dugan 55 64 0 24 Feb 2021
Intuitively Assessing ML Model Reliability through Example-Based Explanations and Editing Model Inputs Harini Suresh Kathleen M. Lewis John Guttag Arvind Satyanarayan FAtt 45 25 0 17 Feb 2021
The human-AI relationship in decision-making: AI explanation to support people on justifying their decisions J. Ferreira Mateus de Souza Monteiro 23 23 0 10 Feb 2021
Evaluating the Interpretability of Generative Models by Interactive Reconstruction A. Ross Nina Chen Elisa Zhao Hang Elena L. Glassman Finale Doshi-Velez 110 49 0 02 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 76 55 0 29 Jan 2021
Show or Suppress? Managing Input Uncertainty in Machine Learning Model Explanations Danding Wang Wencan Zhang Brian Y. Lim FAtt 27 22 0 23 Jan 2021
Understanding the Effect of Out-of-distribution Examples and Interactive Explanations on Human-AI Decision Making Han Liu Vivian Lai Chenhao Tan 38 117 0 13 Jan 2021
How Much Automation Does a Data Scientist Want? Dakuo Wang Q. V. Liao Yunfeng Zhang Udayan Khurana Horst Samulowitz Soya Park Michael J. Muller Lisa Amini AI4CE 42 55 0 07 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 56 144 0 04 Jan 2021
Challenging common interpretability assumptions in feature attribution explanations Jonathan Dinu Jeffrey P. Bigham J. Z. K. Unaffiliated 16 14 0 04 Dec 2020
Achievements and Challenges in Explaining Deep Learning based Computer-Aided Diagnosis Systems Adriano Lucieri Muhammad Naseer Bajwa Andreas Dengel Sheraz Ahmed 50 10 0 26 Nov 2020
Debugging Tests for Model Explanations Julius Adebayo M. Muelly Ilaria Liccardi Been Kim FAtt 30 179 0 10 Nov 2020
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 47 7 0 23 Oct 2020
Addressing Cognitive Biases in Augmented Business Decision Systems Thomas Baudel Manon Verbockhaven Guillaume Roy Victoire Cousergue Rida Laarach 30 3 0 17 Sep 2020
Survey of XAI in digital pathology Milda Pocevičiūtė Gabriel Eilertsen Claes Lundström 42 56 0 14 Aug 2020
Are Visual Explanations Useful? A Case Study in Model-in-the-Loop Prediction Eric Chu D. Roy Jacob Andreas FAtt LRM 16 71 0 23 Jul 2020
Debiasing Concept-based Explanations with Causal Analysis M. T. Bahadori David Heckerman FAtt CML 24 39 0 22 Jul 2020
Lessons Learned from Designing an AI-Enabled Diagnosis Tool for Pathologists H. Gu Jingbin Huang Lauren Hung Xiang Ánthony' Chen 26 50 0 23 Jun 2020
Improving Workflow Integration with xPath: Design and Evaluation of a Human-AI Diagnosis System in Pathology H. Gu Yuan Liang Yifan Xu Christopher Kazu Williams S. Magaki ... Wenzhong Yan X. R. Zhang Yang Li Mohammad Haeri Xiang Ánthony' Chen 40 29 0 23 Jun 2020
Learning a low dimensional manifold of real cancer tissue with PathologyGAN A. Quiros R. Murray-Smith Ke-Fei Yuan GAN MedIm 28 9 0 13 Apr 2020
Prediction Confidence from Neighbors M. P. Philipsen T. Moeslund OODD 16 2 0 31 Mar 2020
Opportunities of a Machine Learning-based Decision Support System for Stroke Rehabilitation Assessment Min Hun Lee D. Siewiorek A. Smailagic Alexandre Bernardino S. Bermúdez i Badia 4 12 0 27 Feb 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 83 30 0 04 Feb 2020
Proxy Tasks and Subjective Measures Can Be Misleading in Evaluating Explainable AI Systems Zana Buçinca Phoebe Lin Krzysztof Z. Gajos Elena L. Glassman ELM 36 281 0 22 Jan 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 36 128 0 15 Jan 2020
"Why is 'Chicago' deceptive?" Towards Building Model-Driven Tutorials for Humans Vivian Lai Han Liu Chenhao Tan 35 141 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 38 54 0 09 Jan 2020
Artificial Intelligence in Glioma Imaging: Challenges and Advances Weina Jin M. Fatehi Kumar Abhishek Mayur Mallya B. Toyota Ghassan Hamarneh 36 42 0 28 Nov 2019
Human-AI Co-Learning for Data-Driven AI Yi-Ching Huang Yu-Ting Cheng Lin-Lin Chen Jane Yung-jen Hsu HAI 14 7 0 28 Oct 2019
explAIner: A Visual Analytics Framework for Interactive and Explainable Machine Learning Thilo Spinner U. Schlegel H. Schäfer Mennatallah El-Assady HAI 27 235 0 29 Jul 2019
PathologyGAN: Learning deep representations of cancer tissue A. Quiros R. Murray-Smith Ke-Fei Yuan MedIm GAN 14 85 0 04 Jul 2019
Human-Machine Collaboration for Fast Land Cover Mapping Caleb Robinson Anthony Ortiz Kolya Malkin Blake Elias Andi Peng Dan Morris B. Dilkina Nebojsa Jojic 35 20 0 10 Jun 2019
What Clinicians Want: Contextualizing Explainable Machine Learning for Clinical End Use S. Tonekaboni Shalmali Joshi M. Mccradden Anna Goldenberg 43 385 0 13 May 2019
The Algorithmic Automation Problem: Prediction, Triage, and Human Effort M. Raghu Katy Blumer G. Corrado Jon M. Kleinberg Ziad Obermeyer S. Mullainathan 21 140 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 61 138 0 30 Jan 2019