Table 1.
Characteristics of study population.
Table 2.
Model comparison.
Fig 1.
Prediction profiler for WHO SBE strategic objectives.
While all the ML models consistently identified ‘Ensuring safe and effective treatment’, ‘Strengthening health systems’ and ‘Empowering and engaging communities’ as significant strategies for preventing and controlling SBE, ‘Increasing partnerships, coordination, and resources’ was least prioritized.
Table 3.
Ridge regression model results.
Fig 2.
Solution path graph of the Ridge regression model.
(A): Characteristics of changes in attribute coefficients for WHO snakebite strategic objectives screening based on Ridge regression. (B): The best model with the minimum scaled negative log-likelihood value for the validation set based on Ridge regression. The black and gray curves represent validation and training components, respectively.
Fig 3.
Overall average decision chart.
The strategic objective ‘Ensuring safe and effective treatment’ has the highest average priority, followed by the objectives ‘Strengthening health systems and ‘Empowering and engaging communities. The objective ‘Increasing partnerships, coordination, and resources’ has the lowest average priority.