Table 3.

The top-performing disease models by data split. For the model, if MAE, RMSE, and deviance matched, there is one model listed; if the best model by metric did not match, the cell contains ‘MAE; RMSE; deviance’ and if greater than one model produced the same value for all the metrics, they are listed together and separated by commas.

		Number of Cases		Country Over All Months			Forecast Time Over All Locations
Disease	Overall	High Cases	Low Cases (Zero)	Australia	Israel	US	Nowcasting	Short Term	Long Term
Campylo- bacteriosis	Alt-XGB	Alt-XGB	GLARMA	Alt-XGB	XGB (Both)	GLARMA, Alt-XGB	XGB	XGB	RF(Both); RF(Both); Alt-XGB
Q-fever	Alt-XGB	Alt-XGB	Tree-based, DL	Alt-XGB	GLARMA; Enc–Dec; Alt-XGB	All	RF	Tree-based	Alt-XGB
Typhoid	Alt-XGB	GLARMA	All	Alt-XGB; GLARMA; GLARMA	All	RF	Enc–Dec	Alt-XGB; GLARMA; XGB (Both)	MLP

Note in this table that Both refers to the Alt and Not versions of the same model.