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. 2023 Jan 19;14:1092584. doi: 10.3389/fpls.2023.1092584

Table 4.

Phases of digital breeding defined in the current review.

Phase Definition Associated Statistical Model Associated Breeding Techniques
0 No digital technology used Traditional breeding
1 Digitize large amounts of data for marker development Molecular breeding
2 Limited use of digital technology to develop markers GWAS (GLM, MLM, FarmCPU, etc.) Molecular breeding
3 Prediction of GEBVs mainly based on quantitative traits GS (BLUP, LASSO, Bayesian, Machine learning, etc.) GS
4 Prediction of phenotype considering environments Phenotype prediction (ML, DL) GS
5 Using artificial intelligence technology from breeding design to phenotype prediction Automated breeding design of all processes (DL) AI breeding