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Table 4 Summary of approaches that address sources of uncertainty in network gap-filling. While all gap-filling approaches address uncertainty arising from missing annotations, here we point out approaches that address uncertainty in the gap-filling solutions. Highlighted in bold are key approaches related to probabilistic or ensemble-based methods

From: Addressing uncertainty in genome-scale metabolic model reconstruction and analysis

Approach

Sources of uncertainty

References

Evaluating gap-filling accuracy

Degenerate solutions

[109, 110]

Probabilistic gap-filling

Degenerate solutions

[44, 45, 112, 113]

Ensemble gap-filling

Degenerate solutions

[43, 114,115,116]

De novo reaction prediction

Reaction database incompleteness

[121,122,123,124]