Table 1.
List of publications selected for the systematic review.
| Reference | Model Type | Threshold/Validation Indicators |
|---|---|---|
| Buckner et al. [27] | Mechanistic, Priori RA | β, P, AICc-values |
| Hayden et al. [28] | MLM | AUC, ROC, QIC-values |
| Landau and van Leeuwen [29] | SMRA | R2, CV, residual plot, |
| Lockaby et al. [30] | SMRA | β, R2, p-values |
| Reiter and LaPointe [31] | MLM | AICc values |
| Rey et al. [32] | SMRA, PCA | β, Z, p-values |
| Richards et al. [33] | RA, Kriging | R2, CV, residual plot, predicted vs. observed, goodness-of fit, RMSSE |
| Robert et al. [34] | GLS | Pr, p-values |
| Rochlin et al. [35] | MLM | β, p-values |
| Sallam et al. [36] | SMRA, MaxEnt | AICc, AUC, ROC, CV, β, p-values |
| Monaghan et al. [37] | SB, DMSiM | Mean of ensemble models, mean of two life stages model |
| Ashby et al. [38] | BRT | RMSE, Pr, p-values |
| Gleiser and Zalazar [39] | RA | R2, p-values |
| Koyadun et al. [40] | ANOVA, MLM, LR, WT | R2, p-values |
| Rubio et al. [41] | GLMM, ML | R2, p-values |
| Troyo et al. [42] | ANOVA | P, Kappa values |
| Wijayanti et al. [43] | BPSA, INLA | IRR, DIC, predicted vs. observed |
| Zhou et al. [44] | SA, GI, SMRA | p-values |
| Massad et al. [45] | MDM | NA |
| Messina et al. [46] | BRT | AUC value, 10% omission rate value, CV |
| Manrique et al. [47] | SIR, SIS | NA |
AICc: Akaike’s information criterion; ANOVA: analysis of variance; BPSA: Bayesian Poisson spatial analysis; BRT: boosted regression tree; CV: cross-validation; DIC: deviance information criterion; DMSiM: DyMSiM model for mosquito life stage; GI: Getis Index; GLMM: generalized linear mixed model; GLS: generalized least squares; INLA: integrated nested Laplace approximate; IRR: incidence risk ratio; LR: likelihood-ratio; MaxEnt: Maximum Entropy; MDM: mathematical differential model; ML: Maximum likelihood; MLM: multivariate logistic model; PCA: principal component analysis; Pr: Pearson correlation coefficient; QIC: quasi-likelihood under the independence model criterion; RA: regression analysis; RMSE: root mean square error; RMSSE: root mean square standardized error; SA: spatial autocorrelation; SIR: susceptible infected recovered; SIS: susceptible infected susceptible; SMRA: stepwise multiple regression analysis; SB: skeeter buster model for mosquito life stages; WT: Wald’s test.