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Journal of Computational and Data-Driven Materials Engineering
Journal of Computational and Data-Driven Materials Engineering
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Articles

Institutional Oversight Models for AI-Directed Materials Innovation
Carlos Vega & Maria Hernandez
Review | Open access | 18 September 2025 | Article: 137
Governance Architectures for Self-Driving Laboratories in Computational Materials Engineering
Hiroshi Nakamura & Yuta Kato
Review | Open access | 18 September 2025 | Article: 136
Decision Authority Frameworks in Autonomous Materials Discovery Systems
Ravi Kumar, Neha Sharma & Arjun Nair
Review | Open access | 18 September 2025 | Article: 135
Accountability Infrastructures in Closed-Loop Computational Materials Engineering
Claire Dupont & Julien Martin
Review | Open access | 18 September 2025 | Article: 134
Validation Authority Erosion in High-Velocity Computational Materials Innovation
Ahmed El-Kholy, Nour Abdelrahman & Karim Hassan
Original Research | Open access | 18 September 2025 | Article: 133
Throughput without Accountability: Responsibility Dilution in Autonomous Materials Innovation
Maria Gonzalez, Javier Ruiz & Lucia Torres
Original Research | Open access | 18 September 2025 | Article: 132
Temporal Governance Gaps: Oversight Latency in Accelerated Materials Discovery Systems
Nguyen Thanh Huy, Pham Quang Minh & Le Thi Bich
Original Research | Open access | 18 September 2025 | Article: 131
Runaway Discovery Trajectories: Intervention Thresholds in Self-Reinforcing Materials AI Systems
Claire Martin, Julien Robert & Sophie Bernard
Original Research | Open access | 18 September 2025 | Article: 130
Resource Allocation without Deliberation: Governance Structures in Autonomous Materials Experimentation
Fatima Zahra Amrani & Youssef Benali
Original Research | Open access | 18 March 2025 | Article: 129
Negative Knowledge Suppression in Autonomous Materials Engineering: Archival Governance Failures
Oliver Grant, Daniel Brooks & Amelia Carter
Original Research | Open access | 18 March 2025 | Article: 128
Human–AI Jurisdiction Boundaries in Computational and Data-Driven Materials Engineering
Wei Liu & Zhang Min
Original Research | Open access | 18 March 2025 | Article: 127
Failure Visibility and Epistemic Accountability in Self-Driving Materials Engineering
Lucas Andrade & Mariana Lopes
Original Research | Open access | 18 March 2025 | Article: 126
Delegated Experimentation: Decision Authority Transfer in Closed-Loop Materials Engineering
Natalia Petrova, Elena Stoyanova & Ivan Dimitrov
Original Research | Open access | 18 March 2025 | Article: 125
Cascading Risk in Autonomous Materials Design: Governance Failure Propagation
Sanjay Kulkarni, Meenal Joshi & Rohan Patil
Original Research | Open access | 18 March 2025 | Article: 124
Autonomy without Oversight: Governance Vacuums in Self-Driving Computational Materials Engineering Systems
Bruno Martins & Lucas Pereira
Original Research | Open access | 18 March 2025 | Article: 123
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