Excessive Gestational Weight Gain Predictor
BIPS (score)
Eating in front of screen
No (0)
Yes (1)
MPA time (h)
Monthly income (RMB)
≤4000 (1)
4001-8000 (2)
8001-15000 (3)
>15000 (4)
PMT (score)
Parity (times)
Pre-pregnancy BMI (kg/m²)
<18.5 (1)
18.5-24.0 (2)
24.0-28.0 (3)
≥28.0 (4)
Sedentary time (h)
TDEE (MET-h/daily)
Weekly frequency of SSB/Desserts/WFF
<1 (1)
1-2 (2)
3-4 (3)
≥5 (4)
Model
LGBM (Best)
XGB
RF
LR
Predict