Table 2 TL for the prediction of the catalytic activity of OPSs in CAa

From: Transfer learning across different photocatalytic organic reactions

Entry

Model

Sourceb

Descriptor setc

Avg R2

Max R2

Std R2

1

TrAB

All

DFT

0.65

0.80

0.10

2

CORAL

All

DFT

0.08

0.46

0.22

3

FA

All

DFT

0.55

0.73

0.10

4

BW

All

DFT

0.63

0.79

0.11

5

TrAB

S1

DFT

0.68

0.85

0.11

6

TrAB

S2

DFT

0.50

0.78

0.16

7

TrAB

S3

DFT

0.64

0.86

0.15

8

TrAB

S4

DFT

0.49

0.71

0.13

9

TrAB

S5

DFT

0.53

0.73

0.11

10

TrAB

S1

DFT_FE

0.74

0.88

0.09

  1. aAvg R2, Max R2, Std R2: Average, maximum, and standard deviation of R2 scores over 100 runs on the test set.
  2. bEach source domain consists of the following reaction datasets: All (CO_a, CO_b, CO_c, CO_d, CO_e, CS, CN), S1 (CO_e, CS, CN), S2 (CN), S3 (CS, CN), S4 (CO_a, CO_d), and S5 (CO_a, CO_b, CO_c, CO_d).
  3. cDFT_FE includes EHOMO, E(S1), E(T1), ΔEST, ΔDM, P(E(S1)) * P(E(T1)), P(ΔDM) * P(E(S1)), P(ΔDM) * P(EHOMO), P(E(S1)) + P(EHOMO), P(ΔEST) – P(E(S1)), P(ΔEST) / P(EHOMO), while DFT includes EHOMO, ELUMO, E(S1), E(T1), ΔEST, f(S1), and ΔDM.