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Journal of Artificial Intelligence for Materials Science
Journal of Artificial Intelligence for Materials Science
ISSN: 3149-8957
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Articles

The Problem of Convergent Scientific Narratives in Single-Model Materials Regimes
Samuel Boateng, Kwesi Mensah, Kojo Asante & Linda Owusu
Original Research | Open access | 18 January 2026 | Article: 150
Conceptual Foundations of Scientific Evaluation for Generative Materials AI: A Review Study
Nikolai Ivanov, Sergey Volkov & Elena Morozova
Review | Open access | 18 January 2026 | Article: 151
Artificial Intelligence as a Co-Scientist in Materials Science: From Pattern Recognition to Self-Driving Laboratories
Jose Martinez & Carmen Lopez
Review | Open access | 18 January 2026 | Article: 152
The Literature on Ethical Frameworks for Materials AI—From Principles to Practices: A Review Study
Rashid Al-Mahdi, Khalifa Al-Suwaidi & Mariam Al-Kuwari
Review | Open access | 18 January 2026 | Article: 153
The Problem of Scientific Consensus in AI-Driven Materials Science—Conceptual Approaches: A Review Study
Andrei Popescu, Mihai Ionescu, Elena Stan, Sorin Dumitrescu & Irina Pavel
Review | Open access | 18 January 2026 | Article: 154
Model Collapse in Materials AI: A Conceptual Account of Over-Reuse, Dataset Recycling, and Knowledge Decay
Daniel Fischer, Laura Meier & Thomas Braun
Original Research | Open access | 18 July 2025 | Article: 76
AI-Mediated Hypothesis Generation in Materials Science: A Conceptual Framework for Scientific Creativity
Nguyen Thanh Huy, Pham Quang Minh & Le Thi Bich
Original Research | Open access | 18 July 2025 | Article: 77
The Problem of Negative Results in Materials AI: A Conceptual Proposal for Failure-Aware Learning Systems
Fatima Zahra Amrani & Youssef Benali
Original Research | Open access | 18 July 2025 | Article: 78
Boundary Conditions of Transfer Learning in Materials Science: A Conceptual Theory of When Knowledge Transfers Fail
Bruno Martins, Lucas Pereira & Renata Azevedo
Original Research | Open access | 18 July 2025 | Article: 79
Scientific Risk in Autonomous Materials Discovery: A Conceptual Framework for Anticipating Unsafe Recommendations
Hiroshi Nakamura & Yuta Kato
Original Research | Open access | 18 July 2025 | Article: 80
Benchmarking Without Illusion: A Conceptual Critique of Performance Comparisons in Materials AI
Javier Ruiz, Maria Gonzalez & Lucia Torres
Original Research | Open access | 18 July 2025 | Article: 81
Explainability Drift in Iterative Materials AI Workflows: A Conceptual Failure Analysis
Lucas Andrade & Mariana Lopes
Original Research | Open access | 18 July 2025 | Article: 82
The Hidden Cost of Acceleration: A Conceptual Analysis of Time Compression in AI-Driven Materials Research
Natalia Petrova, Elena Stoyanova & Ivan Dimitrov
Original Research | Open access | 18 July 2025 | Article: 83
Data Is Not Neutral: A Conceptual Framework for Value-Laden Measurement Choices in Materials Informatics
Sanjay Kulkarni, Meenal Joshi & Rohan Patil
Original Research | Open access | 18 July 2025 | Article: 84
The Problem of Scientific Lock-In Through Early AI Adoption in Materials Domains
Hassan Ali, Mariam Farooq & Usman Shah
Original Research | Open access | 18 July 2025 | Article: 139
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