Table 1 Multitask morphology assessment
From: Federated task-adaptive learning for personalized selection of human IVF-derived embryos
Task | Cohort | Local | FedAvg | FedProx | FedDWA | FedEmbryo | Centralized |
|---|---|---|---|---|---|---|---|
Day 1 Pronuclear (AUC) | Internal test sets | 0.64 (0.54,0.74) | 0.74 (0.64, 0.83) | 0.73 0(0.65, 0.82) | 0.75 (0.68, 0.82) | 0.76 (0.68, 0.84) | 0.73 (0.69, 0.75) |
External test sets | 0.60 (0.56, 0.63) | 0.67 (0.63, 0.71) | 0.66 (0.61, 0.69) | 0.68 (0.65,0.71) | 0.69 (0.65, 0.72) | 0.70 (0.66, 0.73) | |
Day 3 Symmetry (AUC) | Internal test sets | 0.75 (0.67, 0.81) | 0.79 (0.73, 0.86) | 0.80 (0.73, 0.85) | 0.82 (0.76, 0.87) | 0.87 (0.81, 0.91) | 0.84 (0.81, 0.86) |
External test sets | 0.69 (0.65, 0.72) | 0.79 (0.75, 0.81) | 0.77 (0.74, 0.80) | 0.80 (0.77, 0.82) | 0.83 (0.81, 0.85) | 0.84 (0.82, 0.86) | |
Day 3 Fragmentation rate (PCC) | Internal test sets | 0.60 (0.27, 0.82) | 0.81 (0.57, 0.93) | 0.81 (0.54, 0.92) | 0.82 (0.57, 0.93) | 0.83 (0.61, 0.93) | 0.84 (0.61, 0.93) |
External test sets | 0.57 (0.20, 0.80) | 0.79 (0.51, 0.92) | 0.79 (0.51, 0.92) | 0.80 (0.53, 0.92) | 0.82 (0.58, 0.93) | 0.83 (0.57, 0.93) | |
Day 3 Number of cells (PCC) | Internal test sets | 0.41 (0.03, 0.72) | 0.75 (0.44, 0.90) | 0.74 (0.42, 0.89) | 0.75 (0.44, 0.90) | 0.80 (0.53, 0.92) | 0.81 (0.56, 0.92) |
External test sets | 0.42 (0.03, 0.73) | 0.75 (0.43, 0.90) | 0.74 (0.43, 0.90) | 0.76 (0.47, 0.90) | 0.81 (0.56, 0.93) | 0.81 (0.55, 0.92) | |
Day 5 Blastocyst formation (AUC) | Internal test sets | 0.68 (0.65, 0.71) | 0.80 (0.77, 0.82) | 0.80 (0.77, 0.82) | 0.82 (0.79, 0.85) | 0.86 (0.84, 0.89) | 0.86 (0.84, 0.88) |
External test sets | 0.58 (0.52, 0.65) | 0.65 (0.57, 0.73) | 0.63 (0.56, 0.70) | 0.68 (0.60,0.75) | 0.74 (0.67, 0.81) | 0.72 (0.65, 0.80) |
