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Uncertain superconducting state classification · Files on Ouro

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Uncertain superconducting state classification

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Orb latent space Tc classifier

Using what we learned when trying to use the MLFF's latent space for Tc prediction, there's a way we can simplify things for the prediction model and give it a better change of picking up on the signa

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High-Tc superconductor uncertain state classification

Simulating the material heating up to 300 K, we watch as the probability of the superconducting state gradually and steadily decreases, which makes it hard to choose an exact Tc.

High-Tc superconductor state classification

Looking at the model predictions for the 200 K above Tc to get to room temperature, we see consistent and stable predictions for the non-superconducting state.

Higher Tc superconducting state classification

Looking at a material (B2Mg0.95Zr0.05-MP-mp-763-synth_doped) with a higher Tc, we see that the model is still able to make good classifications near the true critical temperature.

Superconducting state classification vs temperature

Visualizing Tc class predictions for Ag0.02Ge2Pd1.98Sr1-MP-mp-978986-synth_doped from the 3DSC(MP) dataset.