Papers citing 'Improving Human-AI Partnerships in Child Welfare: Understanding Worker Practices, Challenges, and Desires for Algorithmic Decision Support'

Title
Risks and Opportunities in Human-Machine Teaming in Operationalizing Machine Learning Target Variables Mengtian Guo David Gotz Yue Wang 85 0 0 29 Oct 2025
Street-Level AI: Are Large Language Models Ready for Real-World Judgments? Gaurab Pokharel Shafkat Farabi P. Fowler Sanmay Das ELM 171 1 0 11 Aug 2025
Measurement as Bricolage: Examining How Data Scientists Construct Target Variables for Predictive Modeling Tasks Luke M. Guerdan Devansh Saxena Stevie Chancellor Zhiwei Steven Wu Kenneth Holstein 175 1 0 03 Jul 2025
Towards Uncertainty Aware Task Delegation and Human-AI Collaborative Decision-MakingConference on Fairness, Accountability and Transparency (FAccT), 2025 Min Hun Lee Martyn Zhe Yu Tok 175 1 0 23 May 2025
AI Mismatches: Identifying Potential Algorithmic Harms Before AI DevelopmentInternational Conference on Human Factors in Computing Systems (CHI), 2025 Devansh Saxena Ji-Youn Jung Jodi Forlizzi Kenneth Holstein John Zimmerman 308 8 0 25 Feb 2025
Thoughtful Adoption of NLP for Civic Participation: Understanding Differences Among Policymakers Jose A. Guridi Cristobal Cheyre Qian Yang 228 3 0 30 Oct 2024
Explainable and Human-Grounded AI for Decision Support Systems: The Theory of Epistemic Quasi-Partnerships John Dorsch Maximilian Moll 190 4 0 23 Sep 2024
Practically implementing an LLM-supported collaborative vulnerability remediation process: a team-based approachComputers & security (Comput. Secur.), 2024 Xiaoqing Wang Yuanjing Tian Keman Huang Bin Liang 139 6 0 21 Sep 2024
Beyond Recommendations: From Backward to Forward AI Support of Pilots' Decision-Making Process Z. Zhang Sebastian S. Feger Lucas Dullenkopf Rulu Liao Lukas Süsslin Yuanting Liu Andreas Butz 227 10 0 13 Jun 2024
Public Technologies Transforming Work of the Public and the Public Sector Seyun Kim Bonnie Fan Willa Yunqi Yang Jessie Ramey Sarah E Fox Haiyi Zhu John Zimmerman Motahhare Eslami 142 6 0 28 May 2024
Studying Up Public Sector AI: How Networks of Power Relations Shape Agency Decisions Around AI Design and Use Anna Kawakami Amanda Coston Hoda Heidari Kenneth Holstein Haiyi Zhu 245 13 0 21 May 2024
Reimagining AI in Social Work: Practitioner Perspectives on Incorporating Technology in their Practice Katie Wassal Carolyn Ashurst Jiri Hron Miri Zilka 766 3 0 30 Apr 2024
(Beyond) Reasonable Doubt: Challenges that Public Defenders Face in Scrutinizing AI in CourtInternational Conference on Human Factors in Computing Systems (CHI), 2024 Angela Jin Niloufar Salehi ELM 164 6 0 13 Mar 2024
DISCERN: Designing Decision Support Interfaces to Investigate the Complexities of Workplace Social Decision-Making With Line Managers Pranav Khadpe Lindy Le Kate Nowak Shamsi T. Iqbal Jina Suh 219 11 0 29 Feb 2024
The Situate AI Guidebook: Co-Designing a Toolkit to Support Multi-Stakeholder Early-stage Deliberations Around Public Sector AI Proposals Anna Kawakami Amanda Coston Haiyi Zhu Hoda Heidari Kenneth Holstein 200 38 0 29 Feb 2024
Beyond Predictive Algorithms in Child Welfare Erin Moon Devansh Saxena Tegan Maharaj Shion Guha 172 2 0 26 Feb 2024
Sketching AI Concepts with Capabilities and Examples: AI Innovation in the Intensive Care Unit Nur Yildirim Susanna Zlotnikov Deniz Sayar Jeremy M. Kahn L. Bukowski ... Venkatesh Sivaraman Adam Perer Sarah Preum James McCann John Zimmerman 222 21 0 21 Feb 2024
Are We Asking the Right Questions?: Designing for Community Stakeholders' Interactions with AI in Policing Md. Romael Haque Devansh Saxena Katherine Weathington Joseph Chudzik Shion Guha 195 15 0 08 Feb 2024
Beyond Fairness: Alternative Moral Dimensions for Assessing Algorithms and Designing Systems Kimi Wenzel Geoff F. Kaufman Laura A. Dabbish FaML 119 1 0 19 Dec 2023
Discretionary Trees: Understanding Street-Level Bureaucracy via Machine Learning Gaurab Pokharel Sanmay Das P. Fowler CML 129 7 0 17 Dec 2023
Effective Human-AI Teams via Learned Natural Language Rules and OnboardingNeural Information Processing Systems (NeurIPS), 2023 Hussein Mozannar Jimin J Lee Dennis L. Wei P. Sattigeri Subhro Das David Sontag 426 17 0 02 Nov 2023
Talk2Care: Facilitating Asynchronous Patient-Provider Communication with Large-Language-Model Ziqi Yang Xuhai Xu Bingsheng Yao Shao Zhang Ethan Rogers Stephen Intille N. Shara G. Gao Dakuo Wang LM&MA AI4MH 305 10 0 17 Sep 2023
Know What Not To Know: Users' Perception of Abstaining Classifiers A. Papenmeier Daniel Hienert Yvonne Kammerer C. Seifert Dagmar Kern HAI 177 1 0 11 Sep 2023
Training Towards Critical Use: Learning to Situate AI Predictions Relative to Human KnowledgeInternational Conference on Climate Informatics (ICCI), 2023 Anna Kawakami Luke M. Guerdan Yanghuidi Cheng Matthew L. Lee Scott A. Carter Nikos Arechiga Kate Glazko Haiyi Zhu Kenneth Holstein 222 12 0 30 Aug 2023
Algorithmic Harms in Child Welfare: Uncertainties in Practice, Organization, and Street-level Decision-MakingACM Journal on Responsible Computing (JRC), 2023 Devansh Saxena Shion Guha 163 27 0 09 Aug 2023
Understanding the Effect of Counterfactual Explanations on Trust and Reliance on AI for Human-AI Collaborative Clinical Decision Making Min Hun Lee Chong Jun Chew 203 53 0 08 Aug 2023
Recentering Validity Considerations through Early-Stage Deliberations Around AI and Policy Design Anna Kawakami Amanda Coston Haiyi Zhu Hoda Heidari Kenneth Holstein 142 1 0 26 Mar 2023
Understanding Frontline Workers' and Unhoused Individuals' Perspectives on AI Used in Homeless ServicesInternational Conference on Human Factors in Computing Systems (CHI), 2023 Tzu-Sheng Kuo Haiyi Zhu Jisoo Geum N. Jones Jason I. Hong Haiyi Zhu Kenneth Holstein 221 74 0 17 Mar 2023
Counterfactual Prediction Under Outcome Measurement ErrorConference on Fairness, Accountability and Transparency (FAccT), 2023 Luke M. Guerdan Amanda Coston Kenneth Holstein Zhiwei Steven Wu 197 17 0 22 Feb 2023
Competent but Rigid: Identifying the Gap in Empowering AI to Participate Equally in Group Decision-MakingInternational Conference on Human Factors in Computing Systems (CHI), 2023 Chengbo Zheng Yuheng Wu Chuhan Shi Shuai Ma Jiehui Luo Xiaojuan Ma 166 31 0 17 Feb 2023
Rethinking "Risk" in Algorithmic Systems Through A Computational Narrative Analysis of Casenotes in Child-WelfareInternational Conference on Human Factors in Computing Systems (CHI), 2023 Devansh Saxena Erin Moon Aryan Chaurasia Yixin Guan Shion Guha 187 28 0 16 Feb 2023
Ground(less) Truth: A Causal Framework for Proxy Labels in Human-Algorithm Decision-MakingConference on Fairness, Accountability and Transparency (FAccT), 2023 Luke M. Guerdan Amanda Coston Zhiwei Steven Wu Kenneth Holstein CML 380 35 0 13 Feb 2023
Ignore, Trust, or Negotiate: Understanding Clinician Acceptance of AI-Based Treatment Recommendations in Health CareInternational Conference on Human Factors in Computing Systems (CHI), 2023 Venkatesh Sivaraman L. Bukowski J. Levin J. Kahn Adam Perer 222 110 0 31 Jan 2023
Understanding the Role of Human Intuition on Reliance in Human-AI Decision-Making with Explanations Valerie Chen Q. V. Liao Jennifer Wortman Vaughan Gagan Bansal 482 147 0 18 Jan 2023
Improving Human-AI Collaboration With Descriptions of AI Behavior Ángel Alexander Cabrera Adam Perer Jason I. Hong 212 62 0 06 Jan 2023
Towards a Learner-Centered Explainable AI: Lessons from the learning sciences Anna Kawakami Luke M. Guerdan Yang Cheng Anita Sun Alison Hu ... Nikos Arechiga Matthew H. Lee Scott A. Carter Haiyi Zhu Kenneth Holstein 164 10 0 11 Dec 2022
Toward Supporting Perceptual Complementarity in Human-AI Collaboration via Reflection on Unobservables Kenneth Holstein Maria De-Arteaga Lakshmi Tumati Yanghuidi Cheng 256 34 0 28 Jul 2022
A Validity Perspective on Evaluating the Justified Use of Data-driven Decision-making Algorithms Amanda Coston Anna Kawakami Haiyi Zhu Kenneth Holstein Hoda Heidari 133 46 0 30 Jun 2022
Imagining new futures beyond predictive systems in child welfare: A qualitative study with impacted stakeholdersConference on Fairness, Accountability and Transparency (FAccT), 2022 Logan Stapleton Min Hun Lee Diana Qing Mary-Frances Wright Alexandra Chouldechova Kenneth Holstein Zhiwei Steven Wu Haiyi Zhu 155 62 0 18 May 2022
A Taxonomy of Human and ML Strengths in Decision-Making to Investigate Human-ML ComplementarityProceedings of the AAAI Conference on Human Computation and Crowdsourcing (HCOMP), 2022 Charvi Rastogi Liu Leqi Kenneth Holstein Hoda Heidari 328 19 0 22 Apr 2022
Heterogeneity in Algorithm-Assisted Decision-Making: A Case Study in Child Abuse Hotline Screening Ling-chi Cheng Alexandra Chouldechova 168 17 0 12 Apr 2022
Towards a Science of Human-AI Decision Making: A Survey of Empirical Studies Vivian Lai Chacha Chen Q. V. Liao Alison Smith-Renner Chenhao Tan 261 208 0 21 Dec 2021
Teaching Humans When To Defer to a Classifier via ExemplarsAAAI Conference on Artificial Intelligence (AAAI), 2021 Hussein Mozannar Arvindmani Satyanarayan David Sontag 204 46 0 22 Nov 2021
The Flaws of Policies Requiring Human Oversight of Government AlgorithmsComputer Law and Security Review (CLSR), 2021 Ben Green 209 152 0 10 Sep 2021
A Framework of High-Stakes Algorithmic Decision-Making for the Public Sector Developed through a Case Study of Child-Welfare Devansh Saxena Karla A. Badillo-Urquiola Pamela J. Wisniewski Shion Guha 270 108 0 07 Jul 2021
Everyday algorithm auditing: Understanding the power of everyday users in surfacing harmful algorithmic behaviors Haiyi Zhu Alicia DeVrio Motahhare Eslami Kenneth Holstein MLAU 204 156 0 06 May 2021
Towards A Process Model for Co-Creating AI Experiences Hariharan Subramonyam C. Seifert Eytan Adar 141 60 0 15 Apr 2021
Designing for human-AI complementarity in K-12 educationThe AI Magazine (AI Mag.), 2021 Kenneth Holstein V. Aleven HAI 135 91 0 02 Apr 2021
Sibyl: Understanding and Addressing the Usability Challenges of Machine Learning In High-Stakes Decision MakingIEEE Transactions on Visualization and Computer Graphics (TVCG), 2021 Alexandra Zytek Dongyu Liu R. Vaithianathan K. Veeramachaneni 127 57 0 02 Mar 2021
To Trust or to Think: Cognitive Forcing Functions Can Reduce Overreliance on AI in AI-assisted Decision-making Zana Buçinca M. Malaya Krzysztof Z. Gajos 156 413 0 19 Feb 2021