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At present in the Daniel Alcides Carrion Hospital in Pasco respiratory diseases have been changing considerably, being this a cause for doctors to confuse their diagnosis, or not having the report in a timely manner for decision making, that is why this research seeks through a model of recognition of respiratory diseases to diagnose whether or not the patient has pneumonia, since this is the acute respiratory infection that most often affects the Pasco region.I do not doubt that this book will be a significant contribution to the university academic development, as well as to the development of the companies in our region.