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In this paper, we present an automated intelligent nature inspired algorithm solution to the scheduling problem for doctors in Pediatric Department of Prince Sultan Military Medical City in Riyadh Saudi Arabia. The genetic algorithm approach is utilized, which is an adaptive heuristic search algorithm based on the evolutionary ideas of natural selection and on genetics. A cost bit matrix of which each cell indicates any violation of the required constraints to make an acceptable doctorfatcat:7md72w3fvrdbbmrwfxhs2x5sx4