In this article a method to select one classifi cation threshold to establish whether vaccinating a pregnant mother against whooping cough allows the transmission of the necessary antibodies to prevent a neonate from getting this disease before receiving their rst vaccine is proposed. Additionally, gamma regression is proposed to identify mother's antibodies production associated factors and the transmission of these to the newborn. Finally, as a result of this study, the pro les of mothers who have a higher probability of transmitting antibodies to their children during the gestation period were obtained, information that can be used by the District Department of Health (SDS) in the approach of preventive campaigns and public policies that have an impact on the population most vulnerable to this disease in the city of Bogotá.