CITRINE RESEARCH COMMUNITY

The Citrine Research Community is a group of universities, government labs, consortia, and scientists committed to advancing materials informatics innovation through research and education

OPEN PLATFORM

Open Citrination is a materials informatics platform for university and non-profit researchers.

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STUDENT PROGRAMS

The Citrine NextGen Fellowship is the largest materials informatics education program in the world.

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Colorado School of Mines Partnership

The Mines Initiative for Data-Driven Materials Innovation (MIDDMI) is a curriculum developed in partnership with the Colorado School of Mines.

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PUBLICATIONS

Materials Data Infrastructure and Materials Informatics

Data-driven materials research requires two key supporting components: data infrastructure and informatics. In this chapter, we review the state of the art in materials data infrastructure, focusing in detail...

Papers By Citrine

Can machine learning identify the next high-temperature superconductor? Examining extrapolation performance for materials discovery

Traditional machine learning (ML) metrics overestimate model performance for materials discovery. We introduce (1) leave-one-cluster-out cross-validation (LOCO CV) and (2) a simple nearest-neighbor benchmark to show that model performance...

Papers By Citrine

Strategies for accelerating the adoption of materials informatics

Ongoing, rapid innovations in fields ranging from microelectronics, aerospace, and automotive to defense, energy, and health demand new advanced materials at even greater rates and lower costs. Traditional materials...

Papers By Citrine, Case Studies