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Careful evaluation of the classifier model is important so that we can truly understand the capabilities and performance of a Tc predicting model. Particularly important to us is the ability for the m
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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.
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.
Spot on prediction for Ca1Cu2Nd0.16Pb0.5Sr1.84Tl0.5O7-MP-mp-1173221-synth_doped with an error of just 1.4 K at 103.4 K.
While underestimating, Ba2Ca2Cu3Tl2O10-MP-mp-1228620 has a pretty decent phase change which relatively high certainties on both sizes of Tc.