generative ai

Trust, empowerment, and anxiety in the GenAI-enabled workplace: How generative AI in human resource management shapes employee outcomes in an emerging economy

Piloting generative AI in pharmacy education: Student experiences, resistance, and redesign.

BACKGROUND Generative artificial intelligence (AI) is increasingly integrated into pharmacy education, with calls for intentional, ethical instruction to support AI literacy and professional competencies. EDUCATIONAL ACTIVITY We piloted a semester-long sequence of seven scaffolded assignments supporting an argumentat...

The renaissance of information retrieval and the limitations of artificial intelligence

This paper critically examines the limitations of generative AI in medicine and challenges the popular narrative that multimodality alone can rescue its current shortcomings. It argues for a shift toward evidence-based AI grounded in structured, high-quality clinical data rather than unsupported generation. Retrieval-A...

From routine jobs to algorithmic labor: a digital labor history of Generative AI and shifts in employer hiring demand in China, 2016–2024

This article treats online job advertisements as a digital archive of how firms classify skills, credentials, and tasks, thereby reconstructing the early evolution of employer demand in the context of generative artificial intelligence (GenAI) in China. Drawing on more than 13 million job advertisements posted on major...

Generative Artificial Intelligence for Smart IoT Systems: A Comprehensive Review

The Internet of Things (IoT) has transformed conventional devices and environments into interconnected smart systems capable of sensing, communicating, and processing real-time data. However, the increasing scale, heterogeneity, resource constraints, security concerns, and massive volume of IoT-generated data create si...

Impact of Generative AI on Supply Chain Risk Mitigation

The contemporary global market is highly competitive and unpredictable and conventional supply chain systems have a lot of complex, dynamic and unpredictable risks. These issues are likely to pose difficulties to the traditional risk management solutions in the sense that they are reactive as well as static. The curren...

Signed Sets with Few Subset Sums at the Offset-Two Boundary: A Complete All-Size Classification

This preprint classifies finite sets A of nonzero real numbers with n elements whose set of subset sums FS(A), including the empty sum, satisfies |FS(A)| ≤ μ_n + n − 2, where μ_n = floor((n + 1)²/4) + 1, for every n ≥ 2. For n ≥ 5, the classification consists of ordinary signed integer templates on a common positive sc...

The Limitations of Artificial Intelligence in Scientific Research: An Applied Critical Study of Data Collection, Analysis, and Inference Stages

Scientific research is undergoing an unprecedented digital transformation with the integration of Generative Artificial Intelligence (GenAI) tools into academic workflows. Although these technologies yield considerable results in accelerating data processing, relying on them without rigorous, systematic human oversight...

Human-Informed Neural Networks (HINNs): Trust-Adaptive Learning with Expert Guidance

Artificial intelligence (AI) is increasingly deployed in domains where decisions carry substantial ethical, financial, regulatory, and clinical consequences. Conventional neural networks are commonly trained using fixed data-driven objective functions that may fail to represent the complexity of human judgment, expert...

Replication package: Short-term evaluation of a voice-based generative AI emotional support companion: a randomised controlled trial

This release is the first version of the replication package for the paper in npj digital medicine.

Cognitive Amplification and Academic Anxiety in the Age of AI

Cognitive Amplification and Academic Anxiety in the Age of AI examines the growing but largely unspoken tension between modern research workflows and inherited academic norms. As generative AI becomes a ubiquitous tool for drafting, structuring, and clarifying scholarly writing, many researchers experience shame, impos...

Generative Relational Economics: Chapter 9 - Integrated Design of Generative Relational Research

This chapter develops an integrated design architecture for generative relational research. Building on the preceding chapters on research praxis, relational inquiry, and generative methodology, it shifts the unit of analysis from individual methods to the organization of an entire research project. The chapter connect...