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This paper provides a new methodology based upon device Discovering strategies in diagnostics of psychosocial assessments to identify the danger level in teachers of public schools in Colombia. A comparative analyze of a few crucial types of device Understanding for prediction was finished: artificial neural networks, conclusion trees and naive bay