The Agony of Opacity: Foundations for Reflective Interpretability in AI-Mediated Mental Health Support
Sachin R. Pendse, Darren Gergle, Rachel Kornfield, K. Kruzan, David Mohr, Jessica Schleider, Jina Suh, Annie Wescott, J. Meyerhoff
December 2025
Jina Suh
Principal Researcher
出版物
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New Future of Work Report 2025
Jenna Butler, Sonia Jaffe, Rebecca Janssen, Nancy Baym, Jake Hofman, Brent Hecht, Sean Rintel, Bahar Sarrafzadeh, Abigail Sellen, Mihaela Vorvoreanu, Jaime Teevan, Mohammed Alsobay, Liz Ankrah, Stephanie Beers, Megan Benzing, Mia Bruch, Zana Buçinca, Mar Carpanelli, Amelia Cole, Scott Counts, Madeleine Daepp, Justin Edwards, Alex Farach, Daniel G. Goldstein, Mary L. Gray, Javier Hernandez, Eric Horvitz, Nicole Immorlica, Kori Inkpen, Shamsi Iqbal, Manasa Jagadeesh, Siân Lindley, Brendan Lucier, Mercy Muchai, Ambrita Nand, Alexandra Olteanu, Jacki O'Neill, Max Peterschmidt, Christian Poelitz, Rabeeza, Nathalie Henry Riche, Advait Sarkar, Sunayana Sitaram, Amanda Snellinger, Jina Suh, John Tang, Lev Tankelevitch, Kiran Tomlinson, Anne Trapasso, Adam D. Troy, Gaurav Verma, Jack Williams, Ben Zorn, Jordana Young
MSR-TR-2025-58 | December 2025
Microsoft による投稿
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From Measurement to Expertise: Empathetic Expert Adapters for Context-Based Empathy in Conversational AI Agents
Erfan Shayegani, Jina Suh, Andrew D. Wilson, Nagu Rangan, Javier Hernandez
November 2025
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From User Surveys to Telemetry-Driven Agents: Exploring the Potential of Personalized Productivity Solutions
Subigya Nepal, Javier Hernandez, Talie Massachi, Kael Rowan, Judith Amores, Jina Suh, Gonzalo Ramos, Brian Houck, Shamsi Iqbal, Mary Czerwinski
Conference on Computer-Supported Cooperative Work & Social Computing (CSCW) | October 2025
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SENSE-7: Taxonomy and Dataset for Measuring User Perceptions of Empathy in Sustained Human-AI Conversations
Jina Suh, Lindy Le, Erfan Shayegani, Gonzalo Ramos, Judith Amores, Desmond C. Ong, Mary Czerwinski, Javier Hernandez
September 2025
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Worker Discretion Advised: Co-designing Risk Disclosure in Crowdsourced Responsible AI (RAI) Content Work
Alice Qian, Ziqi Yang, Ryland Shaw, Jina Suh, Laura Dabbish, Hong Shen
September 2025
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Locating Risk: Task Designers and the Challenge of Risk Disclosure in RAI Content Work
Alice Qian, Ryland Shaw, Laura Dabbish, Jina Suh, Hong Shen
September 2025
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From Lived Experience to Insight: Unpacking the Psychological Risks of Using AI Conversational Agents
Mohit Chandra, Suchismita Naik, Denae Ford, Ebele Okoli, Munmun De Choudhury, Mahsa Ershadi, Gonzalo Ramos, Javier Hernandez, Ananya Bhattacharjee, Shahed Warreth, Jina Suh
Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency | June 2025
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When Testing AI Tests Us: Safeguarding Mental Health on the Digital Frontlines
Sachin R. Pendse, Darren Gergle, Rachel Kornfield, Jonah Meyerhoff, David Mohr, Jina Suh, Annie Wescott, Casey Williams, Jessica Schleider
June 2025
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AI on My Shoulder: Supporting Emotional Labor in Front-Office Roles with an LLM-based Empathetic Coworker
V. D. Swain, Qiuyue, Jash R. Parekh, Yechan Jeon, Roy Zimmerman, Mary Czerwinski, Jina Suh, Varun Mishra, Koustuv Saha, Javier Hernandez
CHI 2025 | April 2025
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SCOPE: Examining Technology-Enhanced Collaborative Care Management of Depression in the Cancer Setting
Anant Mittal, Ravi Karkar, Jina Suh, Spencer Williams, Lydia M. Andris, Nicole Bates, Amy M. Bauer, Ty W. Lostutter, Jesse R. Fann, James Fogarty, Gary Hsieh, Tae Jones, Yihao Zheng
Proceedings of the ACM on Human-Computer Interaction | April 2025, 巻9: pp. 1-33
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Longitudinal Study on Social and Emotional Use of AI Conversational Agent
Mohit Chandra, Javier Hernandez, Gonzalo Ramos, Mahsa Ershadi, Ananya Bhattacharjee, Judith Amores, Ebele Okoli, Ann Paradiso, Shahed Warreth, Jina Suh
April 2025
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Effective Automation to Support the Human Infrastructure in AI Red Teaming
Alice Qian Zhang, Jina Suh, Mary L. Gray, Hong Shen
Interactions | March 2025, 巻32: pp. 58-61
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Microsoft New Future of Work Report 2024
Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le
MSR-TR-2024-56 | December 2024
Microsoft による投稿
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Triple Peak Day: Work Rhythms of Software Developers in Hybrid Work
Javier Hernandez, Vedant Das Swain, Jina Suh, Daniel McDuff, Judith Amores, Gonzalo Ramos, Kael Rowan, Brian Houck, Shamsi Iqbal, Mary Czerwinski
IEEE Transactions on Software Engineering | November 2024, 巻51(2): pp. 344-354
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Understanding Communication Preferences of Information Workers in Engagement with Text-Based Conversational Agents
Ananya Bhattacharjee, Jina Suh, Mahsa Ershadi, Shamsi Iqbal, Andrew D. Wilson, Javier Hernandez
November 2024
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Toward Tailoring Just-in-Time Adaptive Intervention Systems for Workplace Stress Reduction: Exploratory Analysis of Intervention Implementation.
Jina Suh, Esther Howe, Robert Lewis, Javier Hernandez, Koustuv Saha, Tim Althoff, Mary Czerwinski
JMIR mental health | September 2024, 巻11: pp. e48974
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“I Want It That Way”: Enabling Interactive Decision Support Using Large Language Models and Constraint Programming
Connor Lawless, Jakob Schoeffer, Lindy Le, Kael Rowan, Shilad Sen, Cristina St. Hill, Jina Suh, Bahar Sarrafzadeh
ACM Transactions on Interactive Intelligent Systems | August 2024
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Opportunities and risks of large language models in psychiatry
Nick Obradovich, S. Khalsa, Waqas U. Khan, Jina Suh, Roy H. Perlis, Olusola A Ajilore, Martin P. Paulus
NPP—Digital Psychiatry and Neuroscience | May 2024
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Rethinking technology innovation for mental health: framework for multi-sectoral collaboration
Jina Suh, Sachin R. Pendse, Robert Lewis, Esther Howe, Koustuv Saha, Ebele Okoli, Judith Amores, Gonzalo Ramos, Jenny Shen, Judith Borghouts, Ashish Sharma, Paola Pedrelli, Liz Friedman, Charmain Jackman, Yusra Benhalim, Desmond C. Ong, Sameer Segal, Tim Althoff, Mary Czerwinski
Nature Mental Health | May 2024
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AURA: Amplifying Understanding, Resilience, and Awareness for Responsible AI Content Work
Alice Qian Zhang, Judith Amores, Hong Shen, Mary Czerwinski, Mary L. Gray, Jina Suh
Proceedings of the ACM on Human-Computer Interaction | May 2024, 巻9: pp. 1-45
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DISCERN: Designing Decision Support Interfaces to Investigate the Complexities of Workplace Social Decision-Making With Line Managers
Pranav Khadpe, Lindy Le, Kate Nowak, Shamsi Iqbal, Jina Suh
ACM CHI Conference on Human Factors in Computing Systems | May 2024
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Improving Work-Nonwork Balance with Data-Driven Implementation Intention and Mental Contrasting
Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski
Proceedings of the ACM on Human-Computer Interaction | April 2024
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Towards Inclusive Futures for Worker Wellbeing
Sachin R. Pendse, Talie Massachi, Jalehsadat Mahdavimoghaddam, Jenna Butler, Jina Suh, Mary Czerwinski
Proceedings of the ACM on Human-Computer Interaction | April 2024
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Large Language Models are Capable of Offering Cognitive Reappraisal, if Guided
Hongli Zhan, Allen Zheng, Yoon Kyung Lee, Jina Suh, Junyi Jessy Li, Desmond C. Ong
March 2024
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Large Language Models Produce Responses Perceived to be Empathic
Yoon Kyung Lee, Jina Suh, Hongli Zhan, Junyi Jessy Li, Desmond C. Ong
March 2024
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Youth WellTech: A Global Remote Co-Design Sprint for Youth Mental Health Technology
Kenji Phang, Siddharth Saarathi Pradhan, Chino Ikwuegbu, Gonzalo Ramos, Denae Ford, Ebele Okoli, Salman Muin Kayser Chishti, Jina Suh
January 2024
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Microsoft New Future of Work Report 2023
Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan
MSR-TR-2023-34 | December 2023
Microsoft による投稿
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Affective Conversational Agents: Understanding Expectations and Personal Influences
Javier Hernandez, Jina Suh, Judith Amores, Kael Rowan, Gonzalo Ramos, Mary Czerwinski
October 2023
ArXiv
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Do You Even Need Sensors?: Synthetic Biomusic as an Empathic Technology
Daway Chou-Ren, Mike Winters, Javier Hernandez, Daniel McDuff, Jina Suh, Vanessa Rodriguez, Gonzalo Ramos, Mary Czerwinski
International Conference on Affective Computing and Intelligent Interaction (ACII) | September 2023
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Investigating self-supervised learning for predicting stress and stressors from passive sensing
Harish Haresamudram, Jina Suh, Javier Hernandez, Jenna Butler, Ahad Chaudhry, Longqi Yang, Koustuv Saha, Mary Czerwinski
September 2023
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Towards Successful Deployment of Wellbeing Sensing Technologies: Identifying Misalignments across Contextual Boundaries
Jina Suh, Javier Hernandez, Koustuv Saha, Kathy Dixon, Mehrab Bin Morshed, Esther Howe, Anna Kawakami, Mary Czerwinski
ACII 2023 International Workshop on Affective Computing for Mental Wellbeing | September 2023
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Can Workers Meaningfully Consent To Workplace Wellbeing Technologies?
Shreya Chowdhary, Anna Kawakami, Mary L. Gray, Jina Suh, Alexandra Olteanu, Koustuv Saha
2023 ACM Conference on Fairness, Accountability, and Transparency | June 2023
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FoundWright: A System to Help People Re-find Pages from Their Web-history
Haekyu Park, Gonzalo Ramos, Jina Suh, Christopher Meek, Rachel Ng, Mary Czerwinski
May 2023
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Focused Time Saves Nine: Evaluating Computer-Assisted Protected Time for Hybrid Information Work
Vedant Das Swain, Javier Hernandez, Brian Houck, Koustuv Saha, Jina Suh, Ahad Chaudhry, Tenny Cho, Wendy Guo, Shamsi Iqbal, Mary Czerwinski
Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems | April 2023
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Lessons Learned for Data-Driven Implementation Intentions with Mental Contrasting
Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski
CHI | April 2023
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Pearl: A Technology Probe for Machine-Assisted Reflection on Personal Data
Matthew Jörke, Yasaman Sefidgar, Talie Massachi, Jina Suh, Gonzalo Ramos
IUI 2023 | March 2023
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Sensing Wellbeing in the Workplace, Why and For Whom? Envisioning Impacts with Organizational Stakeholders
Anna Kawakami, Shreya Chowdhary, Shamsi T. Iqbal, Q. Liao, Alexandra Olteanu, J. Suh, Koustuv Saha, Alexandra Olteanu, Jina Suh
Proceedings of the ACM on Human-Computer Interaction | March 2023, 巻7: pp. 1-33
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Disparate Impacts on Online Information Access during the COVID-19 Pandemic
Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff
Nature Communications | November 2022, 巻13
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Advancing the Understanding and Measurement of Workplace Stress in Remote Information Workers from Passive Sensors and Behavioral Data
Mehrab Bin Morshed, Javier Hernandez, Daniel McDuff, Jina Suh, Esther Howe, Kael Rowan, Marah I Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski
International Conference on Affective Computing & Intelligent Interaction (ACII 2022) | October 2022
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Design of Digital Workplace Stress-Reduction Intervention Systems: Effects of Intervention Type and Timing
Esther Howe, Jina Suh, Mehrab Bin Morshed, Daniel McDuff, Kael Rowan, Javier Hernandez, Marah Ihab Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski
CHI 2022 | April 2022
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Guidelines for Assessing and Minimizing Risks of Emotion Recognition Applications
Javier Hernandez, Josh Lovejoy, Daniel McDuff, Jina Suh, Tim O'Brien, Arathi Sethumadhavan, Gretchen Greene, Rosalind Picard, Mary Czerwinski
International Conference on Affective Computing & Intelligent Interaction (ACII 2021) | October 2021
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AffectiveSpotlight: Facilitating the Communication of Affective Responses from Audience Members during Online Presentations
Prasanth Murali, Javier Hernandez, Daniel McDuff, Kael Rowan, Jina Suh, Mary Czerwinski
CHI 2021 | May 2021
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MeetingCoach: An Intelligent Dashboard for Supporting Effective and Inclusive Meetings
Samiha Samrose, Daniel McDuff, Robert Sim, Jina Suh, Kael Rowan, Javier Hernandez, Sean Rintel, Kevin Moynihan, Mary Czerwinski
CHI 2021 | May 2021
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ForSense: Accelerating Online Research Through Sensemaking Integration and Machine Research Support
Napol Rachatasumrit, Gonzalo Ramos, Jina Suh, Rachel Ng, Chris Meek
IUI | April 2021
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Population-Scale Study of Human Needs During the COVID-19 Pandemic: Analysis and Implications
Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff
WSDM | March 2021
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Remote Work and Well-being
Shamsi Iqbal, Jina Suh, Mary Czerwinski, Gloria Mark, Jaime Teevan
August 2020
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Understanding and Supporting Knowledge Decomposition for Machine Teaching
Felicia Ng, Jina Suh, Gonzalo Ramos
ACM conference on Designing Interactive Systems (DIS) | July 2020
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Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer
May 2020
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Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions
Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff
EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020
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Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh
ACM Conference on Supported Cooperative Work and Social Computing | May 2020
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Interactive machine teaching: a human-centered approach to building machine-learned models
Gonzalo Ramos, Chris Meek, Patrice Simard, Jina Suh, Soroush Ghorashi
Human–Computer Interaction | April 2020
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A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer
Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams
April 2020
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Design and Evaluation of Intelligent Agent Prototypes for Assistance with Focus and Productivity at Work
Ted Grover, Kael Rowan, Jina Suh, Daniel McDuff, Mary Czerwinski
Intelligent User Interfaces (IUI) | March 2020
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Do Machine Teachers Dream of Algorithms?
Gonzalo Ramos, Felicia Ng, Nicole Sultanum, Chris Meek, Jina Suh, Soroush Ghorashi
December 2019
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AnchorViz: Facilitating Semantic Data Exploration and Concept Discovery for Interactive Machine Learning
Jina Suh, Soroush Ghorashi, Gonzalo Ramos, Nan-Chen Chen, Steven Drucker, Johan Verwey, Patrice Simard
ACM Transactions on Interactive Intelligent Systems (TiiS) | August 2019, 巻10(1)
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Guidelines for Human-AI Interaction
Saleema Amershi, Dan Weld, Mihaela Vorvoreanu, Adam Fourney, Besmira Nushi, Penny Collisson, Jina Suh, Shamsi Iqbal, Paul Bennett, Kori Inkpen, Jaime Teevan, Ruth Kikin-Gil, Eric Horvitz
CHI 2019 | May 2019
CHI 2019 Honorable Mention Award
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Grounding Interactive Machine Learning Tool Design in How Non-Experts Actually Build Models
Qian Yang, Jina Suh, Nan-Chen Chen, Gonzalo Ramos
Proceeding of the 2018 Designing of Interactive Systems Conference | June 2018
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AnchorViz: Facilitating Classifier Error Discovery through Interactive Semantic Data Exploration
Nan-Chen Chen, Jina Suh, Johan Verwey, Gonzalo Ramos, Steven Drucker, Patrice Simard
IUI '18 23rd International Conference on Intelligent User Interfaces | March 2018
ISBN: 978-1-4503-4945-1
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Machine Teaching: A New Paradigm for Building Machine Learning Systems
Patrice Simard, Saleema Amershi, Max Chickering, Alicia Edelman Pelton, Soroush Ghorashi, Chris Meek, Gonzalo Ramos, Jina Suh, Johan Verwey, Mo Wang, John Wernsing
MSR-TR-2017-26 | July 2017
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Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers
Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams
IEEE TVCG, VAST | August 2016
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The Value of Semantic Parse Labeling for Knowledge Base Question Answering
Scott Wen-tau Yih, Matthew Richardson, Chris Meek, Ming-Wei Chang, Jina Suh
Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics | August 2016
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Interactive Semantic Featuring for Text Classification
Patrice Simard, Max Chickering, Jina Suh
Proceedings of the 2016 ICML Workshop on Human Interpretability in Machine Learning (WHI 2016) | June 2016
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The Label Complexity of Mixed-Initiative Classiï¬er Training
Jina Suh, Xiaojin Zhu, Saleema Amershi
Proceedings of the 33rd International Conference on Machine Learning | June 2016
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ModelTracker: Redesigning Performance Analysis Tools for Machine Learning
Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh
Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015
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The Agony of Opacity: Foundations for Reflective Interpretability in AI-Mediated Mental Health Support
Sachin R. Pendse, Darren Gergle, Rachel Kornfield, K. Kruzan, David Mohr, Jessica Schleider, Jina Suh, Annie Wescott, J. Meyerhoff
December 2025
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New Future of Work Report 2025
Jenna Butler, Sonia Jaffe, Rebecca Janssen, Nancy Baym, Jake Hofman, Brent Hecht, Sean Rintel, Bahar Sarrafzadeh, Abigail Sellen, Mihaela Vorvoreanu, Jaime Teevan, Mohammed Alsobay, Liz Ankrah, Stephanie Beers, Megan Benzing, Mia Bruch, Zana Buçinca, Mar Carpanelli, Amelia Cole, Scott Counts, Madeleine Daepp, Justin Edwards, Alex Farach, Daniel G. Goldstein, Mary L. Gray, Javier Hernandez, Eric Horvitz, Nicole Immorlica, Kori Inkpen, Shamsi Iqbal, Manasa Jagadeesh, Siân Lindley, Brendan Lucier, Mercy Muchai, Ambrita Nand, Alexandra Olteanu, Jacki O'Neill, Max Peterschmidt, Christian Poelitz, Rabeeza, Nathalie Henry Riche, Advait Sarkar, Sunayana Sitaram, Amanda Snellinger, Jina Suh, John Tang, Lev Tankelevitch, Kiran Tomlinson, Anne Trapasso, Adam D. Troy, Gaurav Verma, Jack Williams, Ben Zorn, Jordana Young
MSR-TR-2025-58 | December 2025
Microsoft による投稿
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From Measurement to Expertise: Empathetic Expert Adapters for Context-Based Empathy in Conversational AI Agents
Erfan Shayegani, Jina Suh, Andrew D. Wilson, Nagu Rangan, Javier Hernandez
November 2025
-
From User Surveys to Telemetry-Driven Agents: Exploring the Potential of Personalized Productivity Solutions
Subigya Nepal, Javier Hernandez, Talie Massachi, Kael Rowan, Judith Amores, Jina Suh, Gonzalo Ramos, Brian Houck, Shamsi Iqbal, Mary Czerwinski
Conference on Computer-Supported Cooperative Work & Social Computing (CSCW) | October 2025
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SENSE-7: Taxonomy and Dataset for Measuring User Perceptions of Empathy in Sustained Human-AI Conversations
Jina Suh, Lindy Le, Erfan Shayegani, Gonzalo Ramos, Judith Amores, Desmond C. Ong, Mary Czerwinski, Javier Hernandez
September 2025
-
Worker Discretion Advised: Co-designing Risk Disclosure in Crowdsourced Responsible AI (RAI) Content Work
Alice Qian, Ziqi Yang, Ryland Shaw, Jina Suh, Laura Dabbish, Hong Shen
September 2025
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Locating Risk: Task Designers and the Challenge of Risk Disclosure in RAI Content Work
Alice Qian, Ryland Shaw, Laura Dabbish, Jina Suh, Hong Shen
September 2025
-
When Testing AI Tests Us: Safeguarding Mental Health on the Digital Frontlines
Sachin R. Pendse, Darren Gergle, Rachel Kornfield, Jonah Meyerhoff, David Mohr, Jina Suh, Annie Wescott, Casey Williams, Jessica Schleider
June 2025
-
From Lived Experience to Insight: Unpacking the Psychological Risks of Using AI Conversational Agents
Mohit Chandra, Suchismita Naik, Denae Ford, Ebele Okoli, Munmun De Choudhury, Mahsa Ershadi, Gonzalo Ramos, Javier Hernandez, Ananya Bhattacharjee, Shahed Warreth, Jina Suh
Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency | June 2025
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SCOPE: Examining Technology-Enhanced Collaborative Care Management of Depression in the Cancer Setting
Anant Mittal, Ravi Karkar, Jina Suh, Spencer Williams, Lydia M. Andris, Nicole Bates, Amy M. Bauer, Ty W. Lostutter, Jesse R. Fann, James Fogarty, Gary Hsieh, Tae Jones, Yihao Zheng
Proceedings of the ACM on Human-Computer Interaction | April 2025, 巻9: pp. 1-33
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AI on My Shoulder: Supporting Emotional Labor in Front-Office Roles with an LLM-based Empathetic Coworker
V. D. Swain, Qiuyue, Jash R. Parekh, Yechan Jeon, Roy Zimmerman, Mary Czerwinski, Jina Suh, Varun Mishra, Koustuv Saha, Javier Hernandez
CHI 2025 | April 2025
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Longitudinal Study on Social and Emotional Use of AI Conversational Agent
Mohit Chandra, Javier Hernandez, Gonzalo Ramos, Mahsa Ershadi, Ananya Bhattacharjee, Judith Amores, Ebele Okoli, Ann Paradiso, Shahed Warreth, Jina Suh
April 2025
-
Effective Automation to Support the Human Infrastructure in AI Red Teaming
Alice Qian Zhang, Jina Suh, Mary L. Gray, Hong Shen
Interactions | March 2025, 巻32: pp. 58-61
-
Microsoft New Future of Work Report 2024
Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le
MSR-TR-2024-56 | December 2024
Microsoft による投稿
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Triple Peak Day: Work Rhythms of Software Developers in Hybrid Work
Javier Hernandez, Vedant Das Swain, Jina Suh, Daniel McDuff, Judith Amores, Gonzalo Ramos, Kael Rowan, Brian Houck, Shamsi Iqbal, Mary Czerwinski
IEEE Transactions on Software Engineering | November 2024, 巻51(2): pp. 344-354
-
Understanding Communication Preferences of Information Workers in Engagement with Text-Based Conversational Agents
Ananya Bhattacharjee, Jina Suh, Mahsa Ershadi, Shamsi Iqbal, Andrew D. Wilson, Javier Hernandez
November 2024
-
Toward Tailoring Just-in-Time Adaptive Intervention Systems for Workplace Stress Reduction: Exploratory Analysis of Intervention Implementation.
Jina Suh, Esther Howe, Robert Lewis, Javier Hernandez, Koustuv Saha, Tim Althoff, Mary Czerwinski
JMIR mental health | September 2024, 巻11: pp. e48974
-
“I Want It That Way”: Enabling Interactive Decision Support Using Large Language Models and Constraint Programming
Connor Lawless, Jakob Schoeffer, Lindy Le, Kael Rowan, Shilad Sen, Cristina St. Hill, Jina Suh, Bahar Sarrafzadeh
ACM Transactions on Interactive Intelligent Systems | August 2024
-
Opportunities and risks of large language models in psychiatry
Nick Obradovich, S. Khalsa, Waqas U. Khan, Jina Suh, Roy H. Perlis, Olusola A Ajilore, Martin P. Paulus
NPP—Digital Psychiatry and Neuroscience | May 2024
-
Rethinking technology innovation for mental health: framework for multi-sectoral collaboration
Jina Suh, Sachin R. Pendse, Robert Lewis, Esther Howe, Koustuv Saha, Ebele Okoli, Judith Amores, Gonzalo Ramos, Jenny Shen, Judith Borghouts, Ashish Sharma, Paola Pedrelli, Liz Friedman, Charmain Jackman, Yusra Benhalim, Desmond C. Ong, Sameer Segal, Tim Althoff, Mary Czerwinski
Nature Mental Health | May 2024
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AURA: Amplifying Understanding, Resilience, and Awareness for Responsible AI Content Work
Alice Qian Zhang, Judith Amores, Hong Shen, Mary Czerwinski, Mary L. Gray, Jina Suh
Proceedings of the ACM on Human-Computer Interaction | May 2024, 巻9: pp. 1-45
-
DISCERN: Designing Decision Support Interfaces to Investigate the Complexities of Workplace Social Decision-Making With Line Managers
Pranav Khadpe, Lindy Le, Kate Nowak, Shamsi Iqbal, Jina Suh
ACM CHI Conference on Human Factors in Computing Systems | May 2024
-
Improving Work-Nonwork Balance with Data-Driven Implementation Intention and Mental Contrasting
Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski
Proceedings of the ACM on Human-Computer Interaction | April 2024
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Towards Inclusive Futures for Worker Wellbeing
Sachin R. Pendse, Talie Massachi, Jalehsadat Mahdavimoghaddam, Jenna Butler, Jina Suh, Mary Czerwinski
Proceedings of the ACM on Human-Computer Interaction | April 2024
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Large Language Models are Capable of Offering Cognitive Reappraisal, if Guided
Hongli Zhan, Allen Zheng, Yoon Kyung Lee, Jina Suh, Junyi Jessy Li, Desmond C. Ong
March 2024
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Large Language Models Produce Responses Perceived to be Empathic
Yoon Kyung Lee, Jina Suh, Hongli Zhan, Junyi Jessy Li, Desmond C. Ong
March 2024
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Youth WellTech: A Global Remote Co-Design Sprint for Youth Mental Health Technology
Kenji Phang, Siddharth Saarathi Pradhan, Chino Ikwuegbu, Gonzalo Ramos, Denae Ford, Ebele Okoli, Salman Muin Kayser Chishti, Jina Suh
January 2024
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Microsoft New Future of Work Report 2023
Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan
MSR-TR-2023-34 | December 2023
Microsoft による投稿
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Affective Conversational Agents: Understanding Expectations and Personal Influences
Javier Hernandez, Jina Suh, Judith Amores, Kael Rowan, Gonzalo Ramos, Mary Czerwinski
October 2023
ArXiv
-
Investigating self-supervised learning for predicting stress and stressors from passive sensing
Harish Haresamudram, Jina Suh, Javier Hernandez, Jenna Butler, Ahad Chaudhry, Longqi Yang, Koustuv Saha, Mary Czerwinski
September 2023
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Do You Even Need Sensors?: Synthetic Biomusic as an Empathic Technology
Daway Chou-Ren, Mike Winters, Javier Hernandez, Daniel McDuff, Jina Suh, Vanessa Rodriguez, Gonzalo Ramos, Mary Czerwinski
International Conference on Affective Computing and Intelligent Interaction (ACII) | September 2023
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Towards Successful Deployment of Wellbeing Sensing Technologies: Identifying Misalignments across Contextual Boundaries
Jina Suh, Javier Hernandez, Koustuv Saha, Kathy Dixon, Mehrab Bin Morshed, Esther Howe, Anna Kawakami, Mary Czerwinski
ACII 2023 International Workshop on Affective Computing for Mental Wellbeing | September 2023
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Can Workers Meaningfully Consent To Workplace Wellbeing Technologies?
Shreya Chowdhary, Anna Kawakami, Mary L. Gray, Jina Suh, Alexandra Olteanu, Koustuv Saha
2023 ACM Conference on Fairness, Accountability, and Transparency | June 2023
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FoundWright: A System to Help People Re-find Pages from Their Web-history
Haekyu Park, Gonzalo Ramos, Jina Suh, Christopher Meek, Rachel Ng, Mary Czerwinski
May 2023
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Lessons Learned for Data-Driven Implementation Intentions with Mental Contrasting
Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski
CHI | April 2023
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Focused Time Saves Nine: Evaluating Computer-Assisted Protected Time for Hybrid Information Work
Vedant Das Swain, Javier Hernandez, Brian Houck, Koustuv Saha, Jina Suh, Ahad Chaudhry, Tenny Cho, Wendy Guo, Shamsi Iqbal, Mary Czerwinski
Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems | April 2023
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Pearl: A Technology Probe for Machine-Assisted Reflection on Personal Data
Matthew Jörke, Yasaman Sefidgar, Talie Massachi, Jina Suh, Gonzalo Ramos
IUI 2023 | March 2023
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Sensing Wellbeing in the Workplace, Why and For Whom? Envisioning Impacts with Organizational Stakeholders
Anna Kawakami, Shreya Chowdhary, Shamsi T. Iqbal, Q. Liao, Alexandra Olteanu, J. Suh, Koustuv Saha, Alexandra Olteanu, Jina Suh
Proceedings of the ACM on Human-Computer Interaction | March 2023, 巻7: pp. 1-33
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Design of Digital Workplace Stress-Reduction Intervention Systems: Effects of Intervention Type and Timing
Esther Howe, Jina Suh, Mehrab Bin Morshed, Daniel McDuff, Kael Rowan, Javier Hernandez, Marah Ihab Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski
CHI 2022 | April 2022
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MeetingCoach: An Intelligent Dashboard for Supporting Effective and Inclusive Meetings
Samiha Samrose, Daniel McDuff, Robert Sim, Jina Suh, Kael Rowan, Javier Hernandez, Sean Rintel, Kevin Moynihan, Mary Czerwinski
CHI 2021 | May 2021
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AffectiveSpotlight: Facilitating the Communication of Affective Responses from Audience Members during Online Presentations
Prasanth Murali, Javier Hernandez, Daniel McDuff, Kael Rowan, Jina Suh, Mary Czerwinski
CHI 2021 | May 2021
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ForSense: Accelerating Online Research Through Sensemaking Integration and Machine Research Support
Napol Rachatasumrit, Gonzalo Ramos, Jina Suh, Rachel Ng, Chris Meek
IUI | April 2021
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Population-Scale Study of Human Needs During the COVID-19 Pandemic: Analysis and Implications
Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff
WSDM | March 2021
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Remote Work and Well-being
Shamsi Iqbal, Jina Suh, Mary Czerwinski, Gloria Mark, Jaime Teevan
August 2020
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Understanding and Supporting Knowledge Decomposition for Machine Teaching
Felicia Ng, Jina Suh, Gonzalo Ramos
ACM conference on Designing Interactive Systems (DIS) | July 2020
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Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer
May 2020
-
Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh
ACM Conference on Supported Cooperative Work and Social Computing | May 2020
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Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions
Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff
EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020
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Interactive machine teaching: a human-centered approach to building machine-learned models
Gonzalo Ramos, Chris Meek, Patrice Simard, Jina Suh, Soroush Ghorashi
Human–Computer Interaction | April 2020
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A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer
Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams
April 2020
-
Design and Evaluation of Intelligent Agent Prototypes for Assistance with Focus and Productivity at Work
Ted Grover, Kael Rowan, Jina Suh, Daniel McDuff, Mary Czerwinski
Intelligent User Interfaces (IUI) | March 2020
-
Do Machine Teachers Dream of Algorithms?
Gonzalo Ramos, Felicia Ng, Nicole Sultanum, Chris Meek, Jina Suh, Soroush Ghorashi
December 2019
-
AnchorViz: Facilitating Semantic Data Exploration and Concept Discovery for Interactive Machine Learning
Jina Suh, Soroush Ghorashi, Gonzalo Ramos, Nan-Chen Chen, Steven Drucker, Johan Verwey, Patrice Simard
ACM Transactions on Interactive Intelligent Systems (TiiS) | August 2019, 巻10(1)
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Guidelines for Human-AI Interaction
Saleema Amershi, Dan Weld, Mihaela Vorvoreanu, Adam Fourney, Besmira Nushi, Penny Collisson, Jina Suh, Shamsi Iqbal, Paul Bennett, Kori Inkpen, Jaime Teevan, Ruth Kikin-Gil, Eric Horvitz
CHI 2019 | May 2019
CHI 2019 Honorable Mention Award
-
Grounding Interactive Machine Learning Tool Design in How Non-Experts Actually Build Models
Qian Yang, Jina Suh, Nan-Chen Chen, Gonzalo Ramos
Proceeding of the 2018 Designing of Interactive Systems Conference | June 2018
-
AnchorViz: Facilitating Classifier Error Discovery through Interactive Semantic Data Exploration
Nan-Chen Chen, Jina Suh, Johan Verwey, Gonzalo Ramos, Steven Drucker, Patrice Simard
IUI '18 23rd International Conference on Intelligent User Interfaces | March 2018
ISBN: 978-1-4503-4945-1
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Machine Teaching: A New Paradigm for Building Machine Learning Systems
Patrice Simard, Saleema Amershi, Max Chickering, Alicia Edelman Pelton, Soroush Ghorashi, Chris Meek, Gonzalo Ramos, Jina Suh, Johan Verwey, Mo Wang, John Wernsing
MSR-TR-2017-26 | July 2017
-
The Label Complexity of Mixed-Initiative Classiï¬er Training
Jina Suh, Xiaojin Zhu, Saleema Amershi
Proceedings of the 33rd International Conference on Machine Learning | June 2016
-
ModelTracker: Redesigning Performance Analysis Tools for Machine Learning
Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh
Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015
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The Agony of Opacity: Foundations for Reflective Interpretability in AI-Mediated Mental Health Support
Sachin R. Pendse, Darren Gergle, Rachel Kornfield, K. Kruzan, David Mohr, Jessica Schleider, Jina Suh, Annie Wescott, J. Meyerhoff
December 2025
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SCOPE: Examining Technology-Enhanced Collaborative Care Management of Depression in the Cancer Setting
Anant Mittal, Ravi Karkar, Jina Suh, Spencer Williams, Lydia M. Andris, Nicole Bates, Amy M. Bauer, Ty W. Lostutter, Jesse R. Fann, James Fogarty, Gary Hsieh, Tae Jones, Yihao Zheng
Proceedings of the ACM on Human-Computer Interaction | April 2025, 巻9: pp. 1-33
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Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer
May 2020
-
Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh
ACM Conference on Supported Cooperative Work and Social Computing | May 2020
-
Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions
Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff
EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020
-
A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer
Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams
April 2020
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New Future of Work Report 2025
Jenna Butler, Sonia Jaffe, Rebecca Janssen, Nancy Baym, Jake Hofman, Brent Hecht, Sean Rintel, Bahar Sarrafzadeh, Abigail Sellen, Mihaela Vorvoreanu, Jaime Teevan, Mohammed Alsobay, Liz Ankrah, Stephanie Beers, Megan Benzing, Mia Bruch, Zana Buçinca, Mar Carpanelli, Amelia Cole, Scott Counts, Madeleine Daepp, Justin Edwards, Alex Farach, Daniel G. Goldstein, Mary L. Gray, Javier Hernandez, Eric Horvitz, Nicole Immorlica, Kori Inkpen, Shamsi Iqbal, Manasa Jagadeesh, Siân Lindley, Brendan Lucier, Mercy Muchai, Ambrita Nand, Alexandra Olteanu, Jacki O'Neill, Max Peterschmidt, Christian Poelitz, Rabeeza, Nathalie Henry Riche, Advait Sarkar, Sunayana Sitaram, Amanda Snellinger, Jina Suh, John Tang, Lev Tankelevitch, Kiran Tomlinson, Anne Trapasso, Adam D. Troy, Gaurav Verma, Jack Williams, Ben Zorn, Jordana Young
MSR-TR-2025-58 | December 2025
Microsoft による投稿
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From Measurement to Expertise: Empathetic Expert Adapters for Context-Based Empathy in Conversational AI Agents
Erfan Shayegani, Jina Suh, Andrew D. Wilson, Nagu Rangan, Javier Hernandez
November 2025
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From User Surveys to Telemetry-Driven Agents: Exploring the Potential of Personalized Productivity Solutions
Subigya Nepal, Javier Hernandez, Talie Massachi, Kael Rowan, Judith Amores, Jina Suh, Gonzalo Ramos, Brian Houck, Shamsi Iqbal, Mary Czerwinski
Conference on Computer-Supported Cooperative Work & Social Computing (CSCW) | October 2025
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SENSE-7: Taxonomy and Dataset for Measuring User Perceptions of Empathy in Sustained Human-AI Conversations
Jina Suh, Lindy Le, Erfan Shayegani, Gonzalo Ramos, Judith Amores, Desmond C. Ong, Mary Czerwinski, Javier Hernandez
September 2025
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When Testing AI Tests Us: Safeguarding Mental Health on the Digital Frontlines
Sachin R. Pendse, Darren Gergle, Rachel Kornfield, Jonah Meyerhoff, David Mohr, Jina Suh, Annie Wescott, Casey Williams, Jessica Schleider
June 2025
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AI on My Shoulder: Supporting Emotional Labor in Front-Office Roles with an LLM-based Empathetic Coworker
V. D. Swain, Qiuyue, Jash R. Parekh, Yechan Jeon, Roy Zimmerman, Mary Czerwinski, Jina Suh, Varun Mishra, Koustuv Saha, Javier Hernandez
CHI 2025 | April 2025
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Longitudinal Study on Social and Emotional Use of AI Conversational Agent
Mohit Chandra, Javier Hernandez, Gonzalo Ramos, Mahsa Ershadi, Ananya Bhattacharjee, Judith Amores, Ebele Okoli, Ann Paradiso, Shahed Warreth, Jina Suh
April 2025
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Effective Automation to Support the Human Infrastructure in AI Red Teaming
Alice Qian Zhang, Jina Suh, Mary L. Gray, Hong Shen
Interactions | March 2025, 巻32: pp. 58-61
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Microsoft New Future of Work Report 2024
Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le
MSR-TR-2024-56 | December 2024
Microsoft による投稿
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Understanding Communication Preferences of Information Workers in Engagement with Text-Based Conversational Agents
Ananya Bhattacharjee, Jina Suh, Mahsa Ershadi, Shamsi Iqbal, Andrew D. Wilson, Javier Hernandez
November 2024
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“I Want It That Way”: Enabling Interactive Decision Support Using Large Language Models and Constraint Programming
Connor Lawless, Jakob Schoeffer, Lindy Le, Kael Rowan, Shilad Sen, Cristina St. Hill, Jina Suh, Bahar Sarrafzadeh
ACM Transactions on Interactive Intelligent Systems | August 2024
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Opportunities and risks of large language models in psychiatry
Nick Obradovich, S. Khalsa, Waqas U. Khan, Jina Suh, Roy H. Perlis, Olusola A Ajilore, Martin P. Paulus
NPP—Digital Psychiatry and Neuroscience | May 2024
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AURA: Amplifying Understanding, Resilience, and Awareness for Responsible AI Content Work
Alice Qian Zhang, Judith Amores, Hong Shen, Mary Czerwinski, Mary L. Gray, Jina Suh
Proceedings of the ACM on Human-Computer Interaction | May 2024, 巻9: pp. 1-45
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Large Language Models are Capable of Offering Cognitive Reappraisal, if Guided
Hongli Zhan, Allen Zheng, Yoon Kyung Lee, Jina Suh, Junyi Jessy Li, Desmond C. Ong
March 2024
-
Large Language Models Produce Responses Perceived to be Empathic
Yoon Kyung Lee, Jina Suh, Hongli Zhan, Junyi Jessy Li, Desmond C. Ong
March 2024
-
Microsoft New Future of Work Report 2023
Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan
MSR-TR-2023-34 | December 2023
Microsoft による投稿
-
Affective Conversational Agents: Understanding Expectations and Personal Influences
Javier Hernandez, Jina Suh, Judith Amores, Kael Rowan, Gonzalo Ramos, Mary Czerwinski
October 2023
ArXiv
-
Investigating self-supervised learning for predicting stress and stressors from passive sensing
Harish Haresamudram, Jina Suh, Javier Hernandez, Jenna Butler, Ahad Chaudhry, Longqi Yang, Koustuv Saha, Mary Czerwinski
September 2023
-
Towards Successful Deployment of Wellbeing Sensing Technologies: Identifying Misalignments across Contextual Boundaries
Jina Suh, Javier Hernandez, Koustuv Saha, Kathy Dixon, Mehrab Bin Morshed, Esther Howe, Anna Kawakami, Mary Czerwinski
ACII 2023 International Workshop on Affective Computing for Mental Wellbeing | September 2023
-
Can Workers Meaningfully Consent To Workplace Wellbeing Technologies?
Shreya Chowdhary, Anna Kawakami, Mary L. Gray, Jina Suh, Alexandra Olteanu, Koustuv Saha
2023 ACM Conference on Fairness, Accountability, and Transparency | June 2023
-
FoundWright: A System to Help People Re-find Pages from Their Web-history
Haekyu Park, Gonzalo Ramos, Jina Suh, Christopher Meek, Rachel Ng, Mary Czerwinski
May 2023
-
Pearl: A Technology Probe for Machine-Assisted Reflection on Personal Data
Matthew Jörke, Yasaman Sefidgar, Talie Massachi, Jina Suh, Gonzalo Ramos
IUI 2023 | March 2023
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Advancing the Understanding and Measurement of Workplace Stress in Remote Information Workers from Passive Sensors and Behavioral Data
Mehrab Bin Morshed, Javier Hernandez, Daniel McDuff, Jina Suh, Esther Howe, Kael Rowan, Marah I Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski
International Conference on Affective Computing & Intelligent Interaction (ACII 2022) | October 2022
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Design of Digital Workplace Stress-Reduction Intervention Systems: Effects of Intervention Type and Timing
Esther Howe, Jina Suh, Mehrab Bin Morshed, Daniel McDuff, Kael Rowan, Javier Hernandez, Marah Ihab Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski
CHI 2022 | April 2022
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Guidelines for Assessing and Minimizing Risks of Emotion Recognition Applications
Javier Hernandez, Josh Lovejoy, Daniel McDuff, Jina Suh, Tim O'Brien, Arathi Sethumadhavan, Gretchen Greene, Rosalind Picard, Mary Czerwinski
International Conference on Affective Computing & Intelligent Interaction (ACII 2021) | October 2021
-
ForSense: Accelerating Online Research Through Sensemaking Integration and Machine Research Support
Napol Rachatasumrit, Gonzalo Ramos, Jina Suh, Rachel Ng, Chris Meek
IUI | April 2021
-
Understanding and Supporting Knowledge Decomposition for Machine Teaching
Felicia Ng, Jina Suh, Gonzalo Ramos
ACM conference on Designing Interactive Systems (DIS) | July 2020
-
Interactive machine teaching: a human-centered approach to building machine-learned models
Gonzalo Ramos, Chris Meek, Patrice Simard, Jina Suh, Soroush Ghorashi
Human–Computer Interaction | April 2020
-
Design and Evaluation of Intelligent Agent Prototypes for Assistance with Focus and Productivity at Work
Ted Grover, Kael Rowan, Jina Suh, Daniel McDuff, Mary Czerwinski
Intelligent User Interfaces (IUI) | March 2020
-
Do Machine Teachers Dream of Algorithms?
Gonzalo Ramos, Felicia Ng, Nicole Sultanum, Chris Meek, Jina Suh, Soroush Ghorashi
December 2019
-
AnchorViz: Facilitating Semantic Data Exploration and Concept Discovery for Interactive Machine Learning
Jina Suh, Soroush Ghorashi, Gonzalo Ramos, Nan-Chen Chen, Steven Drucker, Johan Verwey, Patrice Simard
ACM Transactions on Interactive Intelligent Systems (TiiS) | August 2019, 巻10(1)
-
Guidelines for Human-AI Interaction
Saleema Amershi, Dan Weld, Mihaela Vorvoreanu, Adam Fourney, Besmira Nushi, Penny Collisson, Jina Suh, Shamsi Iqbal, Paul Bennett, Kori Inkpen, Jaime Teevan, Ruth Kikin-Gil, Eric Horvitz
CHI 2019 | May 2019
CHI 2019 Honorable Mention Award
-
Grounding Interactive Machine Learning Tool Design in How Non-Experts Actually Build Models
Qian Yang, Jina Suh, Nan-Chen Chen, Gonzalo Ramos
Proceeding of the 2018 Designing of Interactive Systems Conference | June 2018
-
AnchorViz: Facilitating Classifier Error Discovery through Interactive Semantic Data Exploration
Nan-Chen Chen, Jina Suh, Johan Verwey, Gonzalo Ramos, Steven Drucker, Patrice Simard
IUI '18 23rd International Conference on Intelligent User Interfaces | March 2018
ISBN: 978-1-4503-4945-1
-
Machine Teaching: A New Paradigm for Building Machine Learning Systems
Patrice Simard, Saleema Amershi, Max Chickering, Alicia Edelman Pelton, Soroush Ghorashi, Chris Meek, Gonzalo Ramos, Jina Suh, Johan Verwey, Mo Wang, John Wernsing
MSR-TR-2017-26 | July 2017
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Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers
Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams
IEEE TVCG, VAST | August 2016
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The Value of Semantic Parse Labeling for Knowledge Base Question Answering
Scott Wen-tau Yih, Matthew Richardson, Chris Meek, Ming-Wei Chang, Jina Suh
Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics | August 2016
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Interactive Semantic Featuring for Text Classification
Patrice Simard, Max Chickering, Jina Suh
Proceedings of the 2016 ICML Workshop on Human Interpretability in Machine Learning (WHI 2016) | June 2016
-
The Label Complexity of Mixed-Initiative Classiï¬er Training
Jina Suh, Xiaojin Zhu, Saleema Amershi
Proceedings of the 33rd International Conference on Machine Learning | June 2016
-
ModelTracker: Redesigning Performance Analysis Tools for Machine Learning
Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh
Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015
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-
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New Future of Work Report 2025
Jenna Butler, Sonia Jaffe, Rebecca Janssen, Nancy Baym, Jake Hofman, Brent Hecht, Sean Rintel, Bahar Sarrafzadeh, Abigail Sellen, Mihaela Vorvoreanu, Jaime Teevan, Mohammed Alsobay, Liz Ankrah, Stephanie Beers, Megan Benzing, Mia Bruch, Zana Buçinca, Mar Carpanelli, Amelia Cole, Scott Counts, Madeleine Daepp, Justin Edwards, Alex Farach, Daniel G. Goldstein, Mary L. Gray, Javier Hernandez, Eric Horvitz, Nicole Immorlica, Kori Inkpen, Shamsi Iqbal, Manasa Jagadeesh, Siân Lindley, Brendan Lucier, Mercy Muchai, Ambrita Nand, Alexandra Olteanu, Jacki O'Neill, Max Peterschmidt, Christian Poelitz, Rabeeza, Nathalie Henry Riche, Advait Sarkar, Sunayana Sitaram, Amanda Snellinger, Jina Suh, John Tang, Lev Tankelevitch, Kiran Tomlinson, Anne Trapasso, Adam D. Troy, Gaurav Verma, Jack Williams, Ben Zorn, Jordana Young
MSR-TR-2025-58 | December 2025
Microsoft による投稿
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Microsoft New Future of Work Report 2024
Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le
MSR-TR-2024-56 | December 2024
Microsoft による投稿
-
Microsoft New Future of Work Report 2023
Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan
MSR-TR-2023-34 | December 2023
Microsoft による投稿
-
AnchorViz: Facilitating Classifier Error Discovery through Interactive Semantic Data Exploration
Nan-Chen Chen, Jina Suh, Johan Verwey, Gonzalo Ramos, Steven Drucker, Patrice Simard
IUI '18 23rd International Conference on Intelligent User Interfaces | March 2018
ISBN: 978-1-4503-4945-1
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Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers
Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams
IEEE TVCG, VAST | August 2016
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New Future of Work Report 2025
Jenna Butler, Sonia Jaffe, Rebecca Janssen, Nancy Baym, Jake Hofman, Brent Hecht, Sean Rintel, Bahar Sarrafzadeh, Abigail Sellen, Mihaela Vorvoreanu, Jaime Teevan, Mohammed Alsobay, Liz Ankrah, Stephanie Beers, Megan Benzing, Mia Bruch, Zana Buçinca, Mar Carpanelli, Amelia Cole, Scott Counts, Madeleine Daepp, Justin Edwards, Alex Farach, Daniel G. Goldstein, Mary L. Gray, Javier Hernandez, Eric Horvitz, Nicole Immorlica, Kori Inkpen, Shamsi Iqbal, Manasa Jagadeesh, Siân Lindley, Brendan Lucier, Mercy Muchai, Ambrita Nand, Alexandra Olteanu, Jacki O'Neill, Max Peterschmidt, Christian Poelitz, Rabeeza, Nathalie Henry Riche, Advait Sarkar, Sunayana Sitaram, Amanda Snellinger, Jina Suh, John Tang, Lev Tankelevitch, Kiran Tomlinson, Anne Trapasso, Adam D. Troy, Gaurav Verma, Jack Williams, Ben Zorn, Jordana Young
MSR-TR-2025-58 | December 2025
Microsoft による投稿
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Microsoft New Future of Work Report 2024
Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le
MSR-TR-2024-56 | December 2024
Microsoft による投稿
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Microsoft New Future of Work Report 2023
Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan
MSR-TR-2023-34 | December 2023
Microsoft による投稿
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New Future of Work Report 2025
Jenna Butler, Sonia Jaffe, Rebecca Janssen, Nancy Baym, Jake Hofman, Brent Hecht, Sean Rintel, Bahar Sarrafzadeh, Abigail Sellen, Mihaela Vorvoreanu, Jaime Teevan, Mohammed Alsobay, Liz Ankrah, Stephanie Beers, Megan Benzing, Mia Bruch, Zana Buçinca, Mar Carpanelli, Amelia Cole, Scott Counts, Madeleine Daepp, Justin Edwards, Alex Farach, Daniel G. Goldstein, Mary L. Gray, Javier Hernandez, Eric Horvitz, Nicole Immorlica, Kori Inkpen, Shamsi Iqbal, Manasa Jagadeesh, Siân Lindley, Brendan Lucier, Mercy Muchai, Ambrita Nand, Alexandra Olteanu, Jacki O'Neill, Max Peterschmidt, Christian Poelitz, Rabeeza, Nathalie Henry Riche, Advait Sarkar, Sunayana Sitaram, Amanda Snellinger, Jina Suh, John Tang, Lev Tankelevitch, Kiran Tomlinson, Anne Trapasso, Adam D. Troy, Gaurav Verma, Jack Williams, Ben Zorn, Jordana Young
MSR-TR-2025-58 | December 2025
Microsoft による投稿
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Microsoft New Future of Work Report 2024
Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le
MSR-TR-2024-56 | December 2024
Microsoft による投稿
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Microsoft New Future of Work Report 2023
Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan
MSR-TR-2023-34 | December 2023
Microsoft による投稿
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New Future of Work Report 2025
Jenna Butler, Sonia Jaffe, Rebecca Janssen, Nancy Baym, Jake Hofman, Brent Hecht, Sean Rintel, Bahar Sarrafzadeh, Abigail Sellen, Mihaela Vorvoreanu, Jaime Teevan, Mohammed Alsobay, Liz Ankrah, Stephanie Beers, Megan Benzing, Mia Bruch, Zana Buçinca, Mar Carpanelli, Amelia Cole, Scott Counts, Madeleine Daepp, Justin Edwards, Alex Farach, Daniel G. Goldstein, Mary L. Gray, Javier Hernandez, Eric Horvitz, Nicole Immorlica, Kori Inkpen, Shamsi Iqbal, Manasa Jagadeesh, Siân Lindley, Brendan Lucier, Mercy Muchai, Ambrita Nand, Alexandra Olteanu, Jacki O'Neill, Max Peterschmidt, Christian Poelitz, Rabeeza, Nathalie Henry Riche, Advait Sarkar, Sunayana Sitaram, Amanda Snellinger, Jina Suh, John Tang, Lev Tankelevitch, Kiran Tomlinson, Anne Trapasso, Adam D. Troy, Gaurav Verma, Jack Williams, Ben Zorn, Jordana Young
MSR-TR-2025-58 | December 2025
Microsoft による投稿
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Microsoft New Future of Work Report 2024
Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le
MSR-TR-2024-56 | December 2024
Microsoft による投稿
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DISCERN: Designing Decision Support Interfaces to Investigate the Complexities of Workplace Social Decision-Making With Line Managers
Pranav Khadpe, Lindy Le, Kate Nowak, Shamsi Iqbal, Jina Suh
ACM CHI Conference on Human Factors in Computing Systems | May 2024
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Microsoft New Future of Work Report 2023
Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan
MSR-TR-2023-34 | December 2023
Microsoft による投稿
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Can Workers Meaningfully Consent To Workplace Wellbeing Technologies?
Shreya Chowdhary, Anna Kawakami, Mary L. Gray, Jina Suh, Alexandra Olteanu, Koustuv Saha
2023 ACM Conference on Fairness, Accountability, and Transparency | June 2023
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Design of Digital Workplace Stress-Reduction Intervention Systems: Effects of Intervention Type and Timing
Esther Howe, Jina Suh, Mehrab Bin Morshed, Daniel McDuff, Kael Rowan, Javier Hernandez, Marah Ihab Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski
CHI 2022 | April 2022
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MeetingCoach: An Intelligent Dashboard for Supporting Effective and Inclusive Meetings
Samiha Samrose, Daniel McDuff, Robert Sim, Jina Suh, Kael Rowan, Javier Hernandez, Sean Rintel, Kevin Moynihan, Mary Czerwinski
CHI 2021 | May 2021
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Remote Work and Well-being
Shamsi Iqbal, Jina Suh, Mary Czerwinski, Gloria Mark, Jaime Teevan
August 2020
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Triple Peak Day: Work Rhythms of Software Developers in Hybrid Work
Javier Hernandez, Vedant Das Swain, Jina Suh, Daniel McDuff, Judith Amores, Gonzalo Ramos, Kael Rowan, Brian Houck, Shamsi Iqbal, Mary Czerwinski
IEEE Transactions on Software Engineering | November 2024, 巻51(2): pp. 344-354
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Microsoft New Future of Work Report 2023
Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan
MSR-TR-2023-34 | December 2023
Microsoft による投稿
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Disparate Impacts on Online Information Access during the COVID-19 Pandemic
Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff
Nature Communications | November 2022, 巻13
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Population-Scale Study of Human Needs During the COVID-19 Pandemic: Analysis and Implications
Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff
WSDM | March 2021
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The Agony of Opacity: Foundations for Reflective Interpretability in AI-Mediated Mental Health Support
Sachin R. Pendse, Darren Gergle, Rachel Kornfield, K. Kruzan, David Mohr, Jessica Schleider, Jina Suh, Annie Wescott, J. Meyerhoff
December 2025
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Large Language Models are Capable of Offering Cognitive Reappraisal, if Guided
Hongli Zhan, Allen Zheng, Yoon Kyung Lee, Jina Suh, Junyi Jessy Li, Desmond C. Ong
March 2024
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Large Language Models Produce Responses Perceived to be Empathic
Yoon Kyung Lee, Jina Suh, Hongli Zhan, Junyi Jessy Li, Desmond C. Ong
March 2024
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Remote Work and Well-being
Shamsi Iqbal, Jina Suh, Mary Czerwinski, Gloria Mark, Jaime Teevan
August 2020
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Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer
May 2020
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A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer
Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams
April 2020
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Do Machine Teachers Dream of Algorithms?
Gonzalo Ramos, Felicia Ng, Nicole Sultanum, Chris Meek, Jina Suh, Soroush Ghorashi
December 2019
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New Future of Work Report 2025
Jenna Butler, Sonia Jaffe, Rebecca Janssen, Nancy Baym, Jake Hofman, Brent Hecht, Sean Rintel, Bahar Sarrafzadeh, Abigail Sellen, Mihaela Vorvoreanu, Jaime Teevan, Mohammed Alsobay, Liz Ankrah, Stephanie Beers, Megan Benzing, Mia Bruch, Zana Buçinca, Mar Carpanelli, Amelia Cole, Scott Counts, Madeleine Daepp, Justin Edwards, Alex Farach, Daniel G. Goldstein, Mary L. Gray, Javier Hernandez, Eric Horvitz, Nicole Immorlica, Kori Inkpen, Shamsi Iqbal, Manasa Jagadeesh, Siân Lindley, Brendan Lucier, Mercy Muchai, Ambrita Nand, Alexandra Olteanu, Jacki O'Neill, Max Peterschmidt, Christian Poelitz, Rabeeza, Nathalie Henry Riche, Advait Sarkar, Sunayana Sitaram, Amanda Snellinger, Jina Suh, John Tang, Lev Tankelevitch, Kiran Tomlinson, Anne Trapasso, Adam D. Troy, Gaurav Verma, Jack Williams, Ben Zorn, Jordana Young
MSR-TR-2025-58 | December 2025
Microsoft による投稿
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Microsoft New Future of Work Report 2024
Jenna Butler, Mihaela Vorvoreanu, Rebecca Janssen, Abigail Sellen, Nicole Immorlica, Adam Troy, Advait Sarkar, Alex Farach, Alex Chouldechova, Alexandra Olteanu, Alexia Cambon, Arjun Radhakrishna, Asta Roseway, Ben Zorn, Brent Hecht, Daniel G. Goldstein, Dhruv Joshi, Ed Cutrell, Emre Kiciman, Gonzalo Ramos, Gustavo Soares, Hanna Wallach, Ian Drosos, Jack Williams (johnwilliams), Jacki O'Neill, Jake Hofman, Jaime Teevan, Javier Hernandez, Jennifer Wortman Vaughan, Jina Suh, John Tang, Justin Edwards, Kalika Bali, Kori Inkpen, Krishna Madhavan, Laylah Bulman, Leon Reicherts, Lev Tankelevitch, Longqi Yang, Martez Mott, Millicent Ochieng, Mercy Muchai, Nancy Baym, Najeeb Abdulhamid, Nicolai Marquardt, Ken Hinckley, Michael Bentley, Dave Brown, Hugo Romat, Nathalie Henry Riche, Samuel Maina, Shamsi Iqbal, Siân Lindley, Stephanie Nyairo, Su Lin Blodgett, Sumit Gulwani, Sunayana Sitaram, Vu Le
MSR-TR-2024-56 | December 2024
Microsoft による投稿
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Microsoft New Future of Work Report 2023
Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan
MSR-TR-2023-34 | December 2023
Microsoft による投稿
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Machine Teaching: A New Paradigm for Building Machine Learning Systems
Patrice Simard, Saleema Amershi, Max Chickering, Alicia Edelman Pelton, Soroush Ghorashi, Chris Meek, Gonzalo Ramos, Jina Suh, Johan Verwey, Mo Wang, John Wernsing
MSR-TR-2017-26 | July 2017
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From Measurement to Expertise: Empathetic Expert Adapters for Context-Based Empathy in Conversational AI Agents
Erfan Shayegani, Jina Suh, Andrew D. Wilson, Nagu Rangan, Javier Hernandez
November 2025
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SENSE-7: Taxonomy and Dataset for Measuring User Perceptions of Empathy in Sustained Human-AI Conversations
Jina Suh, Lindy Le, Erfan Shayegani, Gonzalo Ramos, Judith Amores, Desmond C. Ong, Mary Czerwinski, Javier Hernandez
September 2025
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Worker Discretion Advised: Co-designing Risk Disclosure in Crowdsourced Responsible AI (RAI) Content Work
Alice Qian, Ziqi Yang, Ryland Shaw, Jina Suh, Laura Dabbish, Hong Shen
September 2025
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Locating Risk: Task Designers and the Challenge of Risk Disclosure in RAI Content Work
Alice Qian, Ryland Shaw, Laura Dabbish, Jina Suh, Hong Shen
September 2025
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Longitudinal Study on Social and Emotional Use of AI Conversational Agent
Mohit Chandra, Javier Hernandez, Gonzalo Ramos, Mahsa Ershadi, Ananya Bhattacharjee, Judith Amores, Ebele Okoli, Ann Paradiso, Shahed Warreth, Jina Suh
April 2025
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Understanding Communication Preferences of Information Workers in Engagement with Text-Based Conversational Agents
Ananya Bhattacharjee, Jina Suh, Mahsa Ershadi, Shamsi Iqbal, Andrew D. Wilson, Javier Hernandez
November 2024
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Affective Conversational Agents: Understanding Expectations and Personal Influences
Javier Hernandez, Jina Suh, Judith Amores, Kael Rowan, Gonzalo Ramos, Mary Czerwinski
October 2023
ArXiv
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FoundWright: A System to Help People Re-find Pages from Their Web-history
Haekyu Park, Gonzalo Ramos, Jina Suh, Christopher Meek, Rachel Ng, Mary Czerwinski
May 2023
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From Lived Experience to Insight: Unpacking the Psychological Risks of Using AI Conversational Agents
Mohit Chandra, Suchismita Naik, Denae Ford, Ebele Okoli, Munmun De Choudhury, Mahsa Ershadi, Gonzalo Ramos, Javier Hernandez, Ananya Bhattacharjee, Shahed Warreth, Jina Suh
Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency | June 2025
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SCOPE: Examining Technology-Enhanced Collaborative Care Management of Depression in the Cancer Setting
Anant Mittal, Ravi Karkar, Jina Suh, Spencer Williams, Lydia M. Andris, Nicole Bates, Amy M. Bauer, Ty W. Lostutter, Jesse R. Fann, James Fogarty, Gary Hsieh, Tae Jones, Yihao Zheng
Proceedings of the ACM on Human-Computer Interaction | April 2025, 巻9: pp. 1-33
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Effective Automation to Support the Human Infrastructure in AI Red Teaming
Alice Qian Zhang, Jina Suh, Mary L. Gray, Hong Shen
Interactions | March 2025, 巻32: pp. 58-61
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Triple Peak Day: Work Rhythms of Software Developers in Hybrid Work
Javier Hernandez, Vedant Das Swain, Jina Suh, Daniel McDuff, Judith Amores, Gonzalo Ramos, Kael Rowan, Brian Houck, Shamsi Iqbal, Mary Czerwinski
IEEE Transactions on Software Engineering | November 2024, 巻51(2): pp. 344-354
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Toward Tailoring Just-in-Time Adaptive Intervention Systems for Workplace Stress Reduction: Exploratory Analysis of Intervention Implementation.
Jina Suh, Esther Howe, Robert Lewis, Javier Hernandez, Koustuv Saha, Tim Althoff, Mary Czerwinski
JMIR mental health | September 2024, 巻11: pp. e48974
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“I Want It That Way”: Enabling Interactive Decision Support Using Large Language Models and Constraint Programming
Connor Lawless, Jakob Schoeffer, Lindy Le, Kael Rowan, Shilad Sen, Cristina St. Hill, Jina Suh, Bahar Sarrafzadeh
ACM Transactions on Interactive Intelligent Systems | August 2024
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Opportunities and risks of large language models in psychiatry
Nick Obradovich, S. Khalsa, Waqas U. Khan, Jina Suh, Roy H. Perlis, Olusola A Ajilore, Martin P. Paulus
NPP—Digital Psychiatry and Neuroscience | May 2024
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Rethinking technology innovation for mental health: framework for multi-sectoral collaboration
Jina Suh, Sachin R. Pendse, Robert Lewis, Esther Howe, Koustuv Saha, Ebele Okoli, Judith Amores, Gonzalo Ramos, Jenny Shen, Judith Borghouts, Ashish Sharma, Paola Pedrelli, Liz Friedman, Charmain Jackman, Yusra Benhalim, Desmond C. Ong, Sameer Segal, Tim Althoff, Mary Czerwinski
Nature Mental Health | May 2024
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AURA: Amplifying Understanding, Resilience, and Awareness for Responsible AI Content Work
Alice Qian Zhang, Judith Amores, Hong Shen, Mary Czerwinski, Mary L. Gray, Jina Suh
Proceedings of the ACM on Human-Computer Interaction | May 2024, 巻9: pp. 1-45
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Improving Work-Nonwork Balance with Data-Driven Implementation Intention and Mental Contrasting
Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski
Proceedings of the ACM on Human-Computer Interaction | April 2024
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Towards Inclusive Futures for Worker Wellbeing
Sachin R. Pendse, Talie Massachi, Jalehsadat Mahdavimoghaddam, Jenna Butler, Jina Suh, Mary Czerwinski
Proceedings of the ACM on Human-Computer Interaction | April 2024
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Youth WellTech: A Global Remote Co-Design Sprint for Youth Mental Health Technology
Kenji Phang, Siddharth Saarathi Pradhan, Chino Ikwuegbu, Gonzalo Ramos, Denae Ford, Ebele Okoli, Salman Muin Kayser Chishti, Jina Suh
January 2024
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Sensing Wellbeing in the Workplace, Why and For Whom? Envisioning Impacts with Organizational Stakeholders
Anna Kawakami, Shreya Chowdhary, Shamsi T. Iqbal, Q. Liao, Alexandra Olteanu, J. Suh, Koustuv Saha, Alexandra Olteanu, Jina Suh
Proceedings of the ACM on Human-Computer Interaction | March 2023, 巻7: pp. 1-33
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Disparate Impacts on Online Information Access during the COVID-19 Pandemic
Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff
Nature Communications | November 2022, 巻13
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Interactive machine teaching: a human-centered approach to building machine-learned models
Gonzalo Ramos, Chris Meek, Patrice Simard, Jina Suh, Soroush Ghorashi
Human–Computer Interaction | April 2020
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AnchorViz: Facilitating Semantic Data Exploration and Concept Discovery for Interactive Machine Learning
Jina Suh, Soroush Ghorashi, Gonzalo Ramos, Nan-Chen Chen, Steven Drucker, Johan Verwey, Patrice Simard
ACM Transactions on Interactive Intelligent Systems (TiiS) | August 2019, 巻10(1)
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From User Surveys to Telemetry-Driven Agents: Exploring the Potential of Personalized Productivity Solutions
Subigya Nepal, Javier Hernandez, Talie Massachi, Kael Rowan, Judith Amores, Jina Suh, Gonzalo Ramos, Brian Houck, Shamsi Iqbal, Mary Czerwinski
Conference on Computer-Supported Cooperative Work & Social Computing (CSCW) | October 2025
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When Testing AI Tests Us: Safeguarding Mental Health on the Digital Frontlines
Sachin R. Pendse, Darren Gergle, Rachel Kornfield, Jonah Meyerhoff, David Mohr, Jina Suh, Annie Wescott, Casey Williams, Jessica Schleider
June 2025
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AI on My Shoulder: Supporting Emotional Labor in Front-Office Roles with an LLM-based Empathetic Coworker
V. D. Swain, Qiuyue, Jash R. Parekh, Yechan Jeon, Roy Zimmerman, Mary Czerwinski, Jina Suh, Varun Mishra, Koustuv Saha, Javier Hernandez
CHI 2025 | April 2025
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DISCERN: Designing Decision Support Interfaces to Investigate the Complexities of Workplace Social Decision-Making With Line Managers
Pranav Khadpe, Lindy Le, Kate Nowak, Shamsi Iqbal, Jina Suh
ACM CHI Conference on Human Factors in Computing Systems | May 2024
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Investigating self-supervised learning for predicting stress and stressors from passive sensing
Harish Haresamudram, Jina Suh, Javier Hernandez, Jenna Butler, Ahad Chaudhry, Longqi Yang, Koustuv Saha, Mary Czerwinski
September 2023
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Do You Even Need Sensors?: Synthetic Biomusic as an Empathic Technology
Daway Chou-Ren, Mike Winters, Javier Hernandez, Daniel McDuff, Jina Suh, Vanessa Rodriguez, Gonzalo Ramos, Mary Czerwinski
International Conference on Affective Computing and Intelligent Interaction (ACII) | September 2023
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Towards Successful Deployment of Wellbeing Sensing Technologies: Identifying Misalignments across Contextual Boundaries
Jina Suh, Javier Hernandez, Koustuv Saha, Kathy Dixon, Mehrab Bin Morshed, Esther Howe, Anna Kawakami, Mary Czerwinski
ACII 2023 International Workshop on Affective Computing for Mental Wellbeing | September 2023
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Can Workers Meaningfully Consent To Workplace Wellbeing Technologies?
Shreya Chowdhary, Anna Kawakami, Mary L. Gray, Jina Suh, Alexandra Olteanu, Koustuv Saha
2023 ACM Conference on Fairness, Accountability, and Transparency | June 2023
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Lessons Learned for Data-Driven Implementation Intentions with Mental Contrasting
Yasaman S. Sefidgar, Matthew Jörke, Jina Suh, Koustuv Saha, Shamsi Iqbal, Gonzalo Ramos, Mary Czerwinski
CHI | April 2023
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Focused Time Saves Nine: Evaluating Computer-Assisted Protected Time for Hybrid Information Work
Vedant Das Swain, Javier Hernandez, Brian Houck, Koustuv Saha, Jina Suh, Ahad Chaudhry, Tenny Cho, Wendy Guo, Shamsi Iqbal, Mary Czerwinski
Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems | April 2023
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Pearl: A Technology Probe for Machine-Assisted Reflection on Personal Data
Matthew Jörke, Yasaman Sefidgar, Talie Massachi, Jina Suh, Gonzalo Ramos
IUI 2023 | March 2023
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Advancing the Understanding and Measurement of Workplace Stress in Remote Information Workers from Passive Sensors and Behavioral Data
Mehrab Bin Morshed, Javier Hernandez, Daniel McDuff, Jina Suh, Esther Howe, Kael Rowan, Marah I Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski
International Conference on Affective Computing & Intelligent Interaction (ACII 2022) | October 2022
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Design of Digital Workplace Stress-Reduction Intervention Systems: Effects of Intervention Type and Timing
Esther Howe, Jina Suh, Mehrab Bin Morshed, Daniel McDuff, Kael Rowan, Javier Hernandez, Marah Ihab Abdin, Gonzalo Ramos, Tracy Tran, Mary Czerwinski
CHI 2022 | April 2022
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Guidelines for Assessing and Minimizing Risks of Emotion Recognition Applications
Javier Hernandez, Josh Lovejoy, Daniel McDuff, Jina Suh, Tim O'Brien, Arathi Sethumadhavan, Gretchen Greene, Rosalind Picard, Mary Czerwinski
International Conference on Affective Computing & Intelligent Interaction (ACII 2021) | October 2021
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MeetingCoach: An Intelligent Dashboard for Supporting Effective and Inclusive Meetings
Samiha Samrose, Daniel McDuff, Robert Sim, Jina Suh, Kael Rowan, Javier Hernandez, Sean Rintel, Kevin Moynihan, Mary Czerwinski
CHI 2021 | May 2021
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AffectiveSpotlight: Facilitating the Communication of Affective Responses from Audience Members during Online Presentations
Prasanth Murali, Javier Hernandez, Daniel McDuff, Kael Rowan, Jina Suh, Mary Czerwinski
CHI 2021 | May 2021
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ForSense: Accelerating Online Research Through Sensemaking Integration and Machine Research Support
Napol Rachatasumrit, Gonzalo Ramos, Jina Suh, Rachel Ng, Chris Meek
IUI | April 2021
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Population-Scale Study of Human Needs During the COVID-19 Pandemic: Analysis and Implications
Jina Suh, Eric Horvitz, Ryen W. White, Tim Althoff
WSDM | March 2021
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Understanding and Supporting Knowledge Decomposition for Machine Teaching
Felicia Ng, Jina Suh, Gonzalo Ramos
ACM conference on Designing Interactive Systems (DIS) | July 2020
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Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh
ACM Conference on Supported Cooperative Work and Social Computing | May 2020
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Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions
Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff
EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020
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Design and Evaluation of Intelligent Agent Prototypes for Assistance with Focus and Productivity at Work
Ted Grover, Kael Rowan, Jina Suh, Daniel McDuff, Mary Czerwinski
Intelligent User Interfaces (IUI) | March 2020
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Guidelines for Human-AI Interaction
Saleema Amershi, Dan Weld, Mihaela Vorvoreanu, Adam Fourney, Besmira Nushi, Penny Collisson, Jina Suh, Shamsi Iqbal, Paul Bennett, Kori Inkpen, Jaime Teevan, Ruth Kikin-Gil, Eric Horvitz
CHI 2019 | May 2019
CHI 2019 Honorable Mention Award
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Grounding Interactive Machine Learning Tool Design in How Non-Experts Actually Build Models
Qian Yang, Jina Suh, Nan-Chen Chen, Gonzalo Ramos
Proceeding of the 2018 Designing of Interactive Systems Conference | June 2018
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AnchorViz: Facilitating Classifier Error Discovery through Interactive Semantic Data Exploration
Nan-Chen Chen, Jina Suh, Johan Verwey, Gonzalo Ramos, Steven Drucker, Patrice Simard
IUI '18 23rd International Conference on Intelligent User Interfaces | March 2018
ISBN: 978-1-4503-4945-1
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Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers
Donghao Ren, Saleema Amershi, Bongshin Lee, Jina Suh, Jason Williams
IEEE TVCG, VAST | August 2016
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The Value of Semantic Parse Labeling for Knowledge Base Question Answering
Scott Wen-tau Yih, Matthew Richardson, Chris Meek, Ming-Wei Chang, Jina Suh
Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics | August 2016
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Interactive Semantic Featuring for Text Classification
Patrice Simard, Max Chickering, Jina Suh
Proceedings of the 2016 ICML Workshop on Human Interpretability in Machine Learning (WHI 2016) | June 2016
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The Label Complexity of Mixed-Initiative Classiï¬er Training
Jina Suh, Xiaojin Zhu, Saleema Amershi
Proceedings of the 33rd International Conference on Machine Learning | June 2016
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ModelTracker: Redesigning Performance Analysis Tools for Machine Learning
Saleema Amershi, Max Chickering, Steven Drucker, Bongshin Lee, Patrice Simard, Jina Suh
Proceedings of the Conference on Human Factors in Computing Systems (CHI 2015) | April 2015
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