Table 4 Results of predicted (RE10.25RE20.25Yb0.25Lu0.25)2Si2O7 via RFC models based on decision fusion

From: Compositional design and phase formation capability of high-entropy rare-earth disilicates from machine learning and decision fusion

Material

Bayesian fusion

Majority voting

 

Phase

PMul.

Pβ

Pγ

Phase

VMul.

Vβ

Vγ

(La0.25Eu0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.815

0.083

0.102

Multiple

20

0

0

(La0.25Gd0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.815

0.083

0.102

Multiple

20

0

0

(La0.25Tb0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.816

0.087

0.097

Multiple

20

0

0

(La0.25Dy0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.780

0.096

0.124

Multiple

20

0

0

(La0.25Ho0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.768

0.105

0.126

Multiple

20

0

0

(La0.25Er0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.707

0.124

0.169

Multiple

20

0

0

(La0.25Tm0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.660

0.168

0.172

Multiple

20

0

0

(La0.25Y0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.702

0.127

0.171

Multiple

20

0

0

(Ce0.25Eu0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.746

0.109

0.145

Multiple

20

0

0

(Ce0.25Gd0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.723

0.116

0.161

Multiple

20

0

0

(Ce0.25Tb0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.774

0.108

0.118

Multiple

20

0

0

(Ce0.25Dy0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.701

0.127

0.172

Multiple

20

0

0

(Ce0.25Ho0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.655

0.145

0.200

Multiple

20

0

0

(Ce0.25Er0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.657

0.147

0.197

Multiple

20

0

0

(Ce0.25Tm0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.636

0.161

0.202

Multiple

20

0

0

(Ce0.25Y0.25Yb0.25Lu0.25)2Si2O7

Multiple

0.607

0.156

0.237

Multiple

20

0

0

(Eu0.25Gd0.25Yb0.25Lu0.25)2Si2O7

γ

0.368

0.245

0.387

γ

9

0

11

(Eu0.25Tb0.25Yb0.25Lu0.25)2Si2O7

γ

0.307

0.271

0.422

γ

1

0

19

(Eu0.25Dy0.25Yb0.25Lu0.25)2Si2O7

γ

0.067

0.308

0.626

γ

0

0

20

(Eu0.25Ho0.25Yb0.25Lu0.25)2Si2O7

γ

0.012

0.287

0.701

γ

0

0

20

(Eu0.25Er0.25Yb0.25Lu0.25)2Si2O7

γ

0.012

0.332

0.656

γ

0

0

20

(Eu0.25Y0.25Yb0.25Lu0.25)2Si2O7

γ

0.062

0.262

0.676

γ

0

0

20

(Gd0.25Tb0.25Yb0.25Lu0.25)2Si2O7

γ

0.080

0.156

0.764

γ

0

0

20

(Gd0.25Dy0.25Yb0.25Lu0.25)2Si2O7

γ

0.007

0.036

0.958

γ

0

0

20

(Gd0.25Er0.25Yb0.25Lu0.25)2Si2O7

γ

0.004

0.030

0.966

γ

0

0

20

(Gd0.25Y0.25Yb0.25Lu0.25)2Si2O7

γ

0.022

0.166

0.812

γ

0

0

20

(Tb0.25Dy0.25Yb0.25Lu0.25)2Si2O7

γ

0.053

0.054

0.893

γ

0

0

20

(Tb0.25Ho0.25Yb0.25Lu0.25)2Si2O7

γ

0.048

0.062

0.890

γ

0

0

20

(Tb0.25Y0.25Yb0.25Lu0.25)2Si2O7

γ

0.109

0.206

0.685

γ

0

0

20

(Dy0.25Y0.25Yb0.25Lu0.25)2Si2O7

γ

0.020

0.212

0.768

γ

0

0

20

(Ho0.25Y0.25Yb0.25Lu0.25)2Si2O7

β

0.011

0.695

0.294

β

0

20

0

(Er0.25Y0.25Yb0.25Lu0.25)2Si2O7

β

0.010

0.746

0.244

β

0

20

0

(Tm0.25Y0.25Yb0.25Lu0.25)2Si2O7

β

0.009

0.765

0.226

β

0

20

0