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Towards a Science of Human-AI Decision Making: An Overview of Design Space in Empirical Human-Subject Studies

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What this work says

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Mapping Human–AI Teaming in Risk Analysis: Role Evolution, Thematic Landscape, and Governance Mechanisms From News Media

inferred← citeshttps://doi.org/10.1145/3613904.3641895openalex-snapshot

The HaLLMark Effect: Supporting Provenance and Transparent Use of Large Language Models in Writing with Interactive Visualization

inferred← citeshttps://doi.org/10.1145/3613904.3641905openalex-snapshot

Dealing with Uncertainty: Understanding the Impact of Prognostic Versus Diagnostic Tasks on Trust and Reliance in Human-AI Decision Making

inferred← citeshttps://doi.org/10.1145/3613904.3642018openalex-snapshot

Trust in AI-assisted Decision Making: Perspectives from Those Behind the System and Those for Whom the Decision is Made

inferred← citeshttps://doi.org/10.1145/3613904.3642089openalex-snapshot

LabelAId: Just-in-time AI Interventions for Improving Human Labeling Quality and Domain Knowledge in Crowdsourcing Systems

inferred← citeshttps://doi.org/10.1145/3613904.3642202openalex-snapshot

The Sound of Support: Gendered Voice Agent as Support to Minority Teammates in Gender-Imbalanced Team

inferred← citeshttps://doi.org/10.1145/3613904.3642621openalex-snapshot

Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making

inferred← citeshttps://doi.org/10.1145/3613904.3642627openalex-snapshot

Fair Machine Guidance to Enhance Fair Decision Making in Biased People

inferred← citeshttps://doi.org/10.1145/3613904.3642726openalex-snapshot

Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaboration

inferred← citeshttps://doi.org/10.1145/3613904.3642902openalex-snapshot

The Metacognitive Demands and Opportunities of Generative AI

inferred← citeshttps://doi.org/10.1145/3613905.3637130openalex-snapshot

Computational Notebook as a Tool for Supporting Black Engineers Non-Profit Organizations in the Context of Workforce Participation

inferred← citeshttps://doi.org/10.1145/3613905.3650867openalex-snapshot

To Search or To Gen? Exploring the Synergy between Generative AI and Web Search in Programming

inferred← citeshttps://doi.org/10.1145/3627043.3659567openalex-snapshot

When in Doubt! Understanding the Role of Task Characteristics on Peer Decision-Making with AI Assistance

inferred← citeshttps://doi.org/10.1145/3630106.3658941openalex-snapshot

"I'm Not Sure, But...": Examining the Impact of Large Language Models' Uncertainty Expression on User Reliance and Trust

inferred← citeshttps://doi.org/10.1145/3630106.3659051openalex-snapshot

On the Quest for Effectiveness in Human Oversight: Interdisciplinary Perspectives

inferred← citeshttps://doi.org/10.1145/3630106.3662681openalex-snapshot

One vs. Many: Comprehending Accurate Information from Multiple Erroneous and Inconsistent AI Generations

inferred← citeshttps://doi.org/10.1145/3631700.3664885openalex-snapshot

“DecisionTime”: A Configurable Framework for Reproducible Human-AI Decision-Making Studies

inferred← citeshttps://doi.org/10.1145/3670653.3670660openalex-snapshot

You Can Only Verify When You Know the Answer: Feature-Based Explanations Reduce Overreliance on AI for Easy Decisions, but Not for Hard Ones

inferred← citeshttps://doi.org/10.1145/3673805.3673845openalex-snapshot

AI-assistance to decision-makers: evaluating usability, induced cognitive load, and trust's impact

inferred← citeshttps://doi.org/10.1145/3687024openalex-snapshot

Beyond Recommendations: From Backward to Forward AI Support of Pilots' Decision-Making Process

inferred← citeshttps://doi.org/10.1145/3687056openalex-snapshot

The Explanation That Hits Home: The Characteristics of Verbal Explanations That Affect Human Perception in Subjective Decision-Making

inferred← citeshttps://doi.org/10.1145/3696423openalex-snapshot

Towards Understanding AI Delegation: The Role of Self-Efficacy and Visual Processing Ability

inferred← citeshttps://doi.org/10.1145/3706598.3713099openalex-snapshot

Good Performance Isn't Enough to Trust AI: Lessons from Logistics Experts on their Long-Term Collaboration with an AI Planning System

inferred← citeshttps://doi.org/10.1145/3706598.3713217openalex-snapshot

Investigating the Capabilities and Limitations of Machine Learning for Identifying Bias in English Language Data with Information and Heritage Professionals

inferred← citeshttps://doi.org/10.1145/3706598.3713218openalex-snapshot

Plan-Then-Execute: An Empirical Study of User Trust and Team Performance When Using LLM Agents As A Daily Assistant

inferred← citeshttps://doi.org/10.1145/3706598.3713295openalex-snapshot

AI, Help Me Think—but for Myself: Assisting People in Complex Decision-Making by Providing Different Kinds of Cognitive Support

inferred← citeshttps://doi.org/10.1145/3706598.3713336openalex-snapshot

As Confidence Aligns: Understanding the Effect of AI Confidence on Human Self-confidence in Human-AI Decision Making

inferred← citeshttps://doi.org/10.1145/3706598.3713534openalex-snapshot

The Amplifying Effect of Explainability in AI-assisted Decision-making in Groups

inferred← citeshttps://doi.org/10.1145/3706598.3713731openalex-snapshot

TutorCraftEase: Enhancing Pedagogical Question Creation with Large Language Models

inferred← citeshttps://doi.org/10.1145/3706598.3713744openalex-snapshot

Do Expressions Change Decisions? Exploring the Impact of AI's Explanation Tone on Decision-Making

inferred← citeshttps://doi.org/10.1145/3706598.3713751openalex-snapshot

What Lies Beneath? Exploring the Impact of Underlying AI Model Updates in AI-Infused Systems

inferred← citeshttps://doi.org/10.1145/3706598.3713871openalex-snapshot

Understanding the Effects of AI-based Credibility Indicators When People Are Influenced By Both Peers and Experts

inferred← citeshttps://doi.org/10.1145/3706598.3714063openalex-snapshot

Underspecified Human Decision Experiments Considered Harmful

inferred← citeshttps://doi.org/10.1145/3706599.3719792openalex-snapshot

Conversational Agents as Catalysts for Critical Thinking: Challenging Social Influence in Group Decision-making

inferred← citeshttps://doi.org/10.1145/3706599.3719880openalex-snapshot

Balancing Human Agency and AI Autonomy in Human-AI Idea Selection

inferred← citeshttps://doi.org/10.1145/3706599.3719900openalex-snapshot

Negotiating the Shared Agency between Humans & AI in the Recommender System

inferred← citeshttps://doi.org/10.1145/3708319.3733679openalex-snapshot

Social Influence and the Perceived Fairness of Algorithmic Decisions: An Exploratory Study

inferred← citeshttps://doi.org/10.1145/3708359.3712133openalex-snapshot

Is Conversational XAI All You Need? Human-AI Decision Making With a Conversational XAI Assistant

inferred← citeshttps://doi.org/10.1145/3708359.3712165openalex-snapshot

The Influence of Curiosity Traits and On-Demand Explanations in AI-Assisted Decision-Making

inferred← citeshttps://doi.org/10.1145/3708557.3716156openalex-snapshot

STEP-HAI: Strengthening Engineering Psychology for Human-Algorithm Interactions

inferred← citeshttps://doi.org/10.1145/3715275.3732021openalex-snapshot

Understanding the Effects of Explaining Predictive but Unintuitive Features in Human-XAI Interaction

inferred← citeshttps://doi.org/10.1145/3715275.3732025openalex-snapshot

To Trust or Distrust AI: A Questionnaire Validation Study

inferred← citeshttps://doi.org/10.1145/3715668.3736348openalex-snapshot

Beyond Individual UX: Defining Group Experience(GX) as a New Paradigm for Group-centered AI

inferred← citeshttps://doi.org/10.1145/3715668.3736354openalex-snapshot

Towards Interactive AI-assisted Material Selection for Sustainable Building Design

inferred← citeshttps://doi.org/10.1145/3717511.3747073openalex-snapshot

Interactive Social Agent Behaviors of Politeness and Compromise in Collaborative Decision-making

inferred← citeshttps://doi.org/10.1145/3742413.3789082openalex-snapshot

User Reliance on AI Support for Collaborative Partner Selection

inferred← citeshttps://doi.org/10.1145/3742413.3789100openalex-snapshot

Design Considerations for Human Oversight of AI: Insights from Co-Design Workshops and Work Design Theory

inferred← citeshttps://doi.org/10.1145/3742414.3789229openalex-snapshot

Understanding and Designing AI Systems that Reshape Social Dynamics in Group Decision-Making

inferred← citeshttps://doi.org/10.1145/3742414.3794719openalex-snapshot

How Do We Measure Over-Reliance? A Unified Probabilistic View

inferred← citeshttps://doi.org/10.1145/3749385.3749408openalex-snapshot

Know Thyself: Exploring Self-Awareness of Execution Skill in Darts

inferred← citeshttps://doi.org/10.1145/3757451openalex-snapshot

'The AI is uncertain, so am I. What now?': Navigating Shortcomings of Uncertainty Representations in Human-AI Collaboration with Capability-focused Guidance

inferred← citeshttps://doi.org/10.1145/3757524openalex-snapshot

Who is Responsible, the Advisor or the AI? Understanding the Effects of Advisors Disclosing Their AI Use on Their Perceived Responsibility and AI Reliance

inferred← citeshttps://doi.org/10.1145/3757588openalex-snapshot

Effect of AI Performance, Risk Perception, and Trust on Human Dependence in Deepfake Detection AI System

inferred← citeshttps://doi.org/10.1145/3757686openalex-snapshot

Understanding Collaboration between Professional Designers and Decision-making AI: A Case Study in the Workplace

inferred← citeshttps://doi.org/10.1145/3765611.3815499openalex-snapshot

What You Know Does Not Show: Domain Knowledge and Occupant-AI Interaction in Building Energy Management

inferred← citeshttps://doi.org/10.1145/3772318.3790379openalex-snapshot

Skin-Deep Bias: How Avatar Appearances Shape Perceptions of AI Hiring

inferred← citeshttps://doi.org/10.1145/3772318.3790795openalex-snapshot

Balancing Automation and Discretion: How Decision Stakes and Human-AI Collaboration Affect Citizen Perceptions in Public Administration

inferred← citeshttps://doi.org/10.1145/3772318.3790867openalex-snapshot

AnnotateGPT: Designing Human–AI Collaboration in Pen-Based Document Annotation

inferred← citeshttps://doi.org/10.1145/3772318.3790934openalex-snapshot

Does Sycophancy Change Decisions? Effect of LLM Sycophancy on AI-Assisted Decision-Making

inferred← citeshttps://doi.org/10.1145/3772318.3791124openalex-snapshot

"I Just Need GPT to Refine My Prompts”: Rethinking Onboarding and Help-Seeking with Generative 3D Modelling Tools

inferred← citeshttps://doi.org/10.1145/3772318.3791467openalex-snapshot

Do People Appropriately Rely on AI-Advice? An Analytical Review of HCI Research on Human-AI Decision-Making

inferred← citeshttps://doi.org/10.1145/3772318.3791648openalex-snapshot

More Isn't Always Better: Balancing Decision Accuracy and Conformity Pressures in Multi-AI Advice

inferred← citeshttps://doi.org/10.1145/3772363.3798697openalex-snapshot

Faster but Not Smarter? Temporal Constraints and User Compliance with AI Explanations

inferred← citeshttps://doi.org/10.1145/3772363.3798835openalex-snapshot

Trust to Reliance: Measurement Constructs for Human-AI Appropriate Reliance

inferred← citeshttps://doi.org/10.1145/3772363.3798987openalex-snapshot

From the Lab to the Field: The Role of Motivation in Rigorous XAI User Studies

inferred← citeshttps://doi.org/10.1145/3772363.3799192openalex-snapshot

Understanding and Designing Human-Centered AI Interactions for Non-Expert Users

inferred← citeshttps://doi.org/10.1145/3776528openalex-snapshot

A Survey of AI Reliance

inferred← citeshttps://doi.org/10.1145/3780045.3780056openalex-snapshot

Enough With Trust! Why We Must Move Beyond a Convenient but Insufficient Concept in AI-Supported Decision-Making Research

inferred← citeshttps://doi.org/10.1145/3786326openalex-snapshot

Passing the Buck to AI: How Individuals’ Decision-Making Patterns Affect Reliance on AI

inferred← citeshttps://doi.org/10.1145/3801092openalex-snapshot

Analyzing the Effects of a Human-in-the-Loop Candidate Recommendation Algorithm at Jobindex

inferred← citeshttps://doi.org/10.1145/3805689.3812265openalex-snapshot

AI Support in Safety-Critical Tasks: How Perceived Autonomy and Meaningfulness Shape Human-AI Joint Performance

inferred← citeshttps://doi.org/10.1145/3805689.3812279openalex-snapshot

Investigating the Role of AI in Emergency Management: Use Cases, Challenges, and Opportunities

inferred← citeshttps://doi.org/10.1145/3805689.3812391openalex-snapshot

Conformal Prediction and the Many-Worlds of Fairness

inferred← citeshttps://doi.org/10.1145/3805689.3812402openalex-snapshot

Human oversight of agentic systems in practice: Examining the oversight work, challenges, and heuristics of developers using software agents

inferred← citeshttps://doi.org/10.1145/3805689.3812409openalex-snapshot

Defining the Problem, Setting the Standard? Platform Narratives and Interventions for Digital Well-Being

inferred← citeshttps://doi.org/10.1145/3816046.3816231openalex-snapshot

Linguistic Uncertainty Markers for Trust Calibration in AI-Assisted Decision-Making

inferred← citeshttps://doi.org/10.1145/3817124.3817181openalex-snapshot

Hybrid Expert–Crowd Scoring Under Partial Observability: Constrained Vote Inference and Mechanism Benchmarking

inferred← citeshttps://doi.org/10.1145/3834580.3838738openalex-snapshot

Adaptive Selection of Effective AI Assistance in AI-assisted Decision Making Using Multi-Armed Bandits

inferred← citeshttps://doi.org/10.1145/3834580.3838739openalex-snapshot

Easy to Read, Easy to Trust: How Processing Fluency in LLM Explanations Drives Over-Reliance in Hate Speech Moderation

inferred← citeshttps://doi.org/10.1155/hbe2/6901297openalex-snapshot

Trusting the Middle in the TNO Trust Task: How Medium Risk and Reliability Shape AI‐Assisted Advice‐Taking

inferred← citeshttps://doi.org/10.1177/00187208261477411openalex-snapshot

Collaborative Decision-Making in Human-AI Versus Human-Human Teams: The Influence of Information Inquiry and Team Performance Expectations on Team Processes and Outcomes

inferred← citeshttps://doi.org/10.1186/s41235-026-00716-yopenalex-snapshot

Psychophysiological markers of trust in automation: insights from ERP responses in a modified flanker task

inferred← citeshttps://doi.org/10.1186/s42238-025-00318-3openalex-snapshot

Assessment of the knowledge landscape, information needs and attitude towards decision support systems among hemp farmers in Florida

inferred← citeshttps://doi.org/10.1371/journal.pone.0318874openalex-snapshot

Algorithm, expert, or both? Evaluating the role of feature selection methods on user preferences and reliance

inferred← citeshttps://doi.org/10.21105/joss.06873openalex-snapshot

ICAT: The Interactive Corpus Analysis Tool

inferred← citeshttps://doi.org/10.21203/rs.3.rs-11071110/v1openalex-snapshot

Bridging Cybersecurity Expertise Gaps through Human-LLM Collaboration: Trust, Reliance, and Design Imperatives from a Mixed-Methods Study

inferred← citeshttps://doi.org/10.21203/rs.3.rs-11227072/v1openalex-snapshot

AI Risk-Management Control in Human-in-the-Loop Systems: Governing the Operating Confidence Threshold as a Delegation Boundary

inferred← citeshttps://doi.org/10.2139/ssrn.5397554openalex-snapshot

The Ai between Us a Semiographical Analysis of the Impacts of Ai-Mediated Communication

inferred← citeshttps://doi.org/10.2139/ssrn.6064367openalex-snapshot

A Model of Artificial Jagged Intelligence

inferred← citeshttps://doi.org/10.2139/ssrn.6632134openalex-snapshot

Divergent but Not Convergent How HCD Professionals Leverage Large Language Models in Early-Stage Design Activities

inferred← citeshttps://doi.org/10.2139/ssrn.7294165openalex-snapshot

What can the Judge-Advisor System tell about appropriate reliance in human-AI interactions? measures and models of discrete decision-making

inferred← citeshttps://doi.org/10.2139/ssrn.7312180openalex-snapshot

Designing Disagreement as Interaction: A Situated Human-AI Workflow for Assessing Spatial Experience

inferred← citeshttps://doi.org/10.2139/ssrn.7372011openalex-snapshot

Norms of communication in human-AI interaction: how skin in thegame and stake shape the evaluation of human and artificial agents

inferred← citeshttps://doi.org/10.2196/63109openalex-snapshot

Diagnostic Decision-Making Variability Between Novice and Expert Optometrists for Glaucoma: Comparative Analysis to Inform AI System Design

inferred← citeshttps://doi.org/10.2196/93172openalex-snapshot

Effects of Type and Timing of Clinician-Facing AI Support on Patient Trust in Medical Consultations: 2 Vignette Experiments

inferred← citeshttps://doi.org/10.2478/aup-2025-0013openalex-snapshot

Addressing Parameters for Generative Spatial Design

inferred← citeshttps://doi.org/10.31181/dmame7220251481openalex-snapshot

An AI-Driven Decision Framework for Promoting Sustainable Entrepreneurship in Vocational Colleges

inferred← citeshttps://doi.org/10.31219/osf.io/cekm9openalex-snapshot

AI Reliance and Decision Quality: Fundamentals, Interdependence, and the Effects of Interventions

inferred← citeshttps://doi.org/10.31234/osf.io/6syfvopenalex-snapshot

Using AI Uncertainty Quantification to Improve Human Decision-Making

inferred← citeshttps://doi.org/10.31234/osf.io/mk46popenalex-snapshot

When Are Combinations of Humans and AI Useful?

inferred← citeshttps://doi.org/10.31234/osf.io/r7vf5openalex-snapshot

Stereotypical Bias Amplification, and Reversal, in an Experimental Model of Human Interaction with Generative AI

inferred← citeshttps://doi.org/10.3233/faia240180openalex-snapshot

In Search of Clarity: Discerning Between Human Replacement and Augmentation

inferred← citeshttps://doi.org/10.3389/fcomp.2024.1521066openalex-snapshot

Human-AI collaboration is not very collaborative yet: a taxonomy of interaction patterns in AI-assisted decision making from a systematic review

inferred← citeshttps://doi.org/10.3390/app14135613openalex-snapshot

Applying Design Thinking to Develop AI-Based Multi-Actor Decision-Support Systems: A Case Study on Human Capital Investments

inferred← citeshttps://doi.org/10.3390/app15168906openalex-snapshot

AI Chatbots as Tools for Designing Evaluations in Road Geometric Design According to Bloom’s Taxonomy

inferred← citeshttps://doi.org/10.3390/fi18080394openalex-snapshot

Network Orchestration Framework Design Using AI-Driven Automation and Cybersecurity

inferred← citeshttps://doi.org/10.3390/su18115313openalex-snapshot

Human–AI Collaboration Across Decision Support, Autonomous Systems, and LLM Agents: A Systematic Review and Collaboration Convergence Framework

inferred← citeshttps://doi.org/10.3390/systems14101282openalex-snapshot

From Artifacts to Actors: A Design Theory for Modeling Algorithmic Actors in Agentic Service Systems

inferred← citeshttps://doi.org/10.3390/technologies14020083openalex-snapshot

Mapping Human–AI Relationships: Intellectual Structure and Conceptual Insights

inferred← citeshttps://doi.org/10.4018/979-8-3373-1037-4.ch009openalex-snapshot

Predictive Tools and Methods for Forecasting and Strategic Planning

inferred← citeshttps://doi.org/10.4018/979-8-3373-8904-2.ch007openalex-snapshot

Explainable AI and Transparency in Clinical Decision Support

inferred← citeshttps://doi.org/10.4018/979-8-3373-9599-9.ch015openalex-snapshot

Human and AI in Decision Making

inferred← citeshttps://doi.org/10.48550/arxiv.2209.11812openalex-snapshot

Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making

inferred← citeshttps://doi.org/10.5210/fm.v29i6.13357openalex-snapshot

Mysterious and manipulative black boxes: A qualitative analysis of perceptions on recommender systems

inferred← citeshttps://doi.org/10.56294/dm20261426openalex-snapshot

Machine Learning Based Analysis of Visual Element Metadata for Decision Support in Graphic Art Design

inferred← citeshttps://doi.org/10.62674/ijabmr.2024.v1i02.002openalex-snapshot

IMPACT OF ARTIFICIAL INTELLIGENCE ON MANAGEMENT DECISION-MAKING

inferred← citeshttps://doi.org/10.63208/210113-730openalex-snapshot

The Rise of AI in Management: Should Technology Take the Lead Over Human Insight?

inferred← citeshttps://doi.org/10.64136/mznt1005openalex-snapshot

Human-Centered and Contextual Assessment of Human-AI Decision-Making Interventions

Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.