Ranks distinct AI gain and problem claims from the published record. Scores reward impact, independent source strength, scale, confidence, and recency.
As of December 2025, researchers synthesized AI methods for enzyme engineering, using structure-prediction, generative, and reinforcement learning models combined with high-throughput screening to design and optimize enzymes, including synthetic synzymes for non-natural reactions.
In a peer-reviewed study published 2024-05-26, researchers examined generative AI in manufacturing to actualize Industry 5.0 sustainability goals. Using case studies, interviews and interpretive structural modeling, they developed a strategic roadmap identifying ten distinct functions through which generative AI can support responsible manufacturing, from data-driven production insights to resilience of operations.
Published December 5, 2025, this peer-reviewed study investigated how AI and Generative AI affect music streaming. Using two focus groups with users and with artists/performers, it explored perceptions of AI-generated music for listening and for artists' position and opportunities within the streaming model.
On 2024-06-26 this peer-reviewed position paper proposed a research agenda for human-centered AI in Industry 5.0 and the circular economy, selecting additive manufacturing as the central platform to integrate technical, social and sustainability considerations.
This umbrella review synthesized 27 systematic reviews with over 14 million participants to examine AI applications in mental health care between 2021 and 2025. It found AI improved early detection and risk stratification for depression, anxiety, stress, PTSD and suicidal ideation, and that chatbots and mobile platforms expanded access and engagement.
On 15 July 2026, Prime Minister Anthony Albanese announced a new office of AI and said Australia will legislate the strongest possible protection for creatives against unlicensed use of their work to train AI models, while also imposing strict new rules on large energy-intensive datacentres.
On 2026-02-05, Blue Ortho initiated a recall of Predict+, an AI-enabled clinical decision support tool that uses machine learning to predict outcomes after shoulder replacement surgery, because the device lacked pre-market clearance/approval.
As of November 2025, this peer-reviewed review examines agentic AI in newsrooms that can autonomously plan, decide, and generate content. Analyzing 46 sources from 2015-2025, it finds current evaluations emphasize technical accuracy and efficiency while neglecting trust, governance, and collaboration.
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