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. 2025 Oct 20;4(12):3567–3577. doi: 10.1039/d5dd00145e

Table 2. Performance metrics for coordination number classification using the MLP model and ELECTRUM fingerprint (598 bits) compared to the ligands fingerprint without metal encoding (Ligands) as a negative control and the ligands fingerprint + a single scalar metal identifier (Atomic). Metrics for shorter and longer fingerprints can be found in the SI.

Fingerprint ROC AUC PRC AUC Precision Recall F1
Ligands 79.8 ± 0.2 48.2 ± 0.8 66.8 ± 0.9 64.9 ± 0.3 65.7 ± 0.6
Atomic 82.2 ± 0.5 54.0 ± 0.4 72.4 ± 0.2 69.2 ± 0.7 70.6 ± 0.4
ELECTRUM 95.1 ± 0.3 85.2 ± 0.6 92.5 ± 1.2 91.2 ± 0.5 91.8 ± 0.4