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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

A Conceptual Framework for Anticipating Second-Order Effects of Materials AI Deployment
Khaled Mahfouz, Rania Abdelaziz, Sherif Adel, Dina Mostafa, Tamer Nabil & Reem Saad
Original Research | Open access | 18 July 2025 | Article: 140
Algorithmic Curiosity as Scientific Method: A Conceptual Proposal for Exploration-Driven Materials AI
Thomas Andersen, Lars Nielsen & Mette Sørensen
Original Research | Open access | 18 July 2025 | Article: 141
The Problem of Normative Assumptions in Materials AI Objective Functions
Ricardo Alves, Bruno Costa, Helena Martins & Nuno Faria
Original Research | Open access | 18 July 2025 | Article: 142
Conceptual Foundations for Scientific Contestability in AI-Driven Materials Decisions
Mohammed Al-Farsi, Salim Al-Harthy & Nasser Al-Rawahi
Original Research | Open access | 18 July 2025 | Article: 143
A Theory of Scientific Patience for Time-Conditioned Materials AI Systems
Anna Svensson & Erik Lindberg
Original Research | Open access | 18 July 2025 | Article: 144
The Problem of Representational Harm in Materials Dataset Construction
George Brown, Michael Taylor, Sarah Wilson & Olivia Harris
Original Research | Open access | 18 July 2025 | Article: 145
Uncertainty and Reliability in Materials AI — Concepts, Language, and Decision Consequences
Daniel Fischer, Laura Meier, Thomas Braun & Stefan Koch
Review | Open access | 18 January 2025 | Article: 65
Causality in Materials Informatics — Conceptual Progress, Limitations, and Future Directions
Nguyen Thanh Huy, Le Thi Bich & Pham Quang Minh
Review | Open access | 18 January 2025 | Article: 66
Governance and Responsible Use of Materials AI — Standards, Transparency, and Risk Management
Fatima Zahra Amrani, Youssef Benali, Samira El-Haddad & Karim Idrissi
Review | Open access | 18 January 2025 | Article: 67
Learning Under Scarcity: A Conceptual Theory of Small-Data Regimes in Materials Artificial Intelligence
Oliver Grant, Daniel Brooks & Amelia Carter
Original Research | Open access | 18 January 2025 | Article: 68
When Accuracy Is Not Enough: A Decision-Theoretic Framework for Evaluating Materials AI Models
Li Zhang & Wei Chen
Original Research | Open access | 18 January 2025 | Article: 69
Physics as Constraint, Not Input: A Conceptual Reframing of Physics-Guided Machine Learning in Materials Science
Kenji Mori, Yuki Sato, Rina Okabe & Takashi Ito
Original Research | Open access | 18 January 2025 | Article: 70
Algorithmic Discovery vs. Scientific Discovery: A Conceptual Boundary for AI-Driven Materials Research
Lucas Meyer, Stefan Braun & Anna Schmid
Original Research | Open access | 18 January 2025 | Article: 71
Latent Spaces as Scientific Objects: A Conceptual Analysis of Representation Geometry in Materials AI
Carlos Vega & Maria Hernandez
Original Research | Open access | 18 January 2025 | Article: 72
Error Propagation Across the Materials AI Pipeline: A System-Level Conceptual Model
Neha Sharma, Ravi Kumar, Aniket Deshmukh & Arjun Nair
Original Research | Open access | 18 January 2025 | Article: 73
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