Use F1, AUC-PR, or recall at fixed precision instead. 2. **Fitting the scaler on all data before splitting** -- Fit on training data only. 3. **Using standard k-fold for time series** -- Use TimeSeriesSplit instead. 4. **Reporting a single number without uncertainty** -- Always include standard devi