doctor e3

Notas do episódio

doctor.health.eco.br Everything is recurrent, the cycles close in different units of time: seconds, for the facial response in a conversation; minutes to the next breath, hours to sleep; days to eat; years to learn; and a life to live. The complexity of the system cannot be measured, but the fact is that there is no possibility of providing quality medical diagnostic support with PATIENT data lost in institutional databases, where they are just a record of a set of tables and relationships. The Future of AI lies in edge prediction: BiTemporality is an important concept, we always need to know the current state of the patient, this is the FIRST DIMENSION; We also need to know what his clinical condition was like previously, so the SECOND DIMENSION is a step back in time. In this sense, with the time machine at our disposal, we can carry out cross-sectional analyses to identify the evolution of a certain behavior or physical symptom. Due to the large volume of information and the high flow of data, more complex algorithms are restricted to being applied previously at the time of clinical analysis. For this reason, it is possible to use the same temporal storage structure to place the processing results of these algorithms in tags directly in knowledge bases, identifying behaviors from previous clinical cases. For example, we create a node to relate two or three symptoms (cluster) and link them directly to the disease with the respective probability. Therefore, if a patient presents these symptoms, we can carry out a complimentary consultation about the symptoms that would lead to a certain diagnostic hypothesis. With these intelligent filters, it is possible to create dynamic forms to browse 50 concepts within a universe of 50 thousand, with at least 500 thousand relationships. Even for great specialists, it would not be possible to verify all of these possibilities due to the significant increase in technologies that generate more and more clinical information. It is no longer about knowledge or intelligence, the limit becomes the processing capacity of the human brain. Another aspect is that different situations generate different needs. Therefore, the more specific the diagnosis, the further it will be from the most common symptoms. There is a limit to how much a patient knows about their situation, they can know about their fatigue. But he hasn't studied all his life to know that there is a congenital problem in his left ventricle without the support of a specialist. In this way, the diagnosis migrates some concepts from the PATIENT's knowledge base to the specialist's distinct universe with over 50 thousand concepts. Now imagine being called in for an appointment because a specialist didn't like the results of some of your tests. Here we can leave the universe of diagnosed disease and enter the LOOP of preventive health.