CrimeNegative state · G 64 / P 70
Source article: Human detection of AI-generated faces and voices is not domain-general
Problem
Detection skill did not generalize across modalities, and confidence did not track voice accuracy, leaving people vulnerable to deepfake-enabled identity theft and financial fraud despite some detection ability.
Scientific ReportsGain
In a preregistered classification task, typical adults distinguished real from AI-generated faces and real from AI-generated voices at rates above chance.
Scientific ReportsEducationContested · G 71 / P 70
Source article: The use of large language models to solve mathematical modeling problems: preservice mathematics teachers’ use practices, perceived affordances and challenges, and trustworthiness judgments of AI-generated outputs
Problem
Same preservice teachers raised concerns that LLM outputs contained inaccuracies, encouraged overreliance, and were less useful for validation phases of modeling.
ZDM – Mathematics EducationGain
Preservice teachers reported that LLMs helped during early modeling work by supporting assumption-making, formula retrieval, and building models and solution strategies.
ZDM – Mathematics EducationMedia & ArtsContested · G 66 / P 66
Source article: Visual Arts are the Only Arts with Morals: Generative AI and Aural Arts
Problem
An AI-generated imitation of Drake and The Weeknd's voices in a viral track convinced millions of listeners it was authentic, requiring a label disclosure.
eYLS (Yale Law School)Gain
Generative AI can learn from large music datasets to create new compositions and realistically reproduce a specific artist's voice.
eYLS (Yale Law School)SportsContested · G 65 / P 67
Source article: Artificial intelligence applications in sport-related concussion: an updated scoping review
Problem
Current AI studies for sport-related concussion are frequently constrained by small or imbalanced samples, inconsistent definitions, limited external validation, and poor model interpretability.
Journal of Science and Medicine in SportGain
AI models using EEG, speech, motor data, wearables and video have been applied to detect concussion and quantify head-impact exposure while reducing false-positive events.
Journal of Science and Medicine in SportScienceContested · G 75 / P 74
Source article: AI and human designers: How consumers see the genuine care in product design as more sustainable
Problem
Consumers perceive products described as designed by AI as less sustainable than identical products described as designed by humans, driven by a perceived lack of genuine care.
ComputingBusinessContested · G 72 / P 69
Source article: Artificial intelligence and economic growth in G20 economies: investigating nonlinear effects through a GMM method
Problem
In the same 19 G20 countries, the relationship between AI and economic growth is concave, indicating diminishing marginal returns as AI intensity rises.
Sustainable DevelopmentGain
In 19 G20 countries from 2005 to 2023, AI-related innovation increased economic growth, with larger gains when paired with financial innovation, trade openness, and government final consumption expenditure.
Humanities and Social Sciences CommunicationsCrimePositive state · G 71 / P 66
Source article: Model Context Protocol (MCP) at First Glance: Studying the Security and Maintainability of MCP Servers
EducationNegative state · G 68 / P 73
Source article: Negotiating Ethical Coexistence with AI: A Grounded Theory of Japanese Students’ Conditional Trust, Agency, and the Development of Critical AI Literacy
Media & ArtsContested · G 68 / P 71
Source article: Revising research practices for singing data collection
Problem
Singers who contribute singing data face significant harms from downstream non-consensual use including vocal deepfakes and voice cloning.
AI & SOCIETYGain
Singing datasets enable development of high-fidelity AI voice synthesis models.
AI & SOCIETYClimateContested · G 70 / P 74
Source article: Knowledge-Based Feature Selection Substantially Enhances Data-Driven Wastewater Treatment Modeling
Problem
Attention-based deep-learning feature selection failed to capture N2O emission patterns under out-of-distribution high-flow conditions, and LLM-augmented selection showed lower predictive accuracy with mean R2 0.596 compared to 0.712 for attention-based.
Environmental Science & TechnologyGain
Expert-guided and LLM-augmented feature selection improved generalizability of data-driven models for nitrous oxide emission prediction at a full-scale wastewater plant, maintaining temporal dynamics under out-of-distribution high-flow conditions where attention-based deep learning failed.
Environmental Science & TechnologyPolicyContested · G 53 / P 53
Source article: Is Richard Tice’s picture AI-manipulated? Here are five giveaways
Problem
The AI edit of the campaign photo produced distorted hands, garbled sign text, and smeared faces.
The GuardianGain
Editing the posted campaign photo with AI increased its brightness.
The GuardianBusinessContested · G 53 / P 55
Source article: KPMG partner fined for using artificial intelligence to cheat in AI training test
Problem
KPMG Australia staff used AI tools to cheat on internal training and testing, including an AI training course, resulting in fines and disciplinary action.
The GuardianGain
KPMG Australia used its own AI detection tools to identify staff who cheated on internal training exams.
The GuardianOtherNegative state · G 67 / P 72
Source article: Exploring users’ innovation behavior in the era of AIGC—a grounded theory approach
PolicyContested · G 69 / P 69
Source article: Party Equalization or Normalization Through Visual Generative AI in the 2025 German Federal Election
Problem
VGenAI content did not provide resource-constrained minor parties with competitive engagement benefits, leaving engagement asymmetries between major and minor parties intact.
Media and CommunicationGain
Minor parties adopted visual generative AI at higher rates than major parties during the 2025 German federal election, gaining broader access to professional campaign visual production.
Media and CommunicationEducationContested · G 55 / P 55
Source article: ‘It’s going to be a life skill’: educators discuss the impact of AI on university education
Problem
Young people entering the workforce are projected to face job displacement as AI transforms work.
The GuardianGain
Young graduates may benefit from AI because its transformative power is projected to create unprecedented opportunities and new, more exciting jobs.
The Guardian