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EPISODE · Jul 15, 2024 · 1 MIN

analysis e2

from graph.md · host graph.md

analysis.health.eco.br The innovation of the proposed model is based on the integration of knowledge representation through semantic chains with the connectivity provided by neural networks. This integration establishes increased abstraction of the connective process proposed by the artificial neural network. The new abstraction presents connective nodes based on different levels defined by an ontology and implemented by a graph that stores knowledge in the respective conceptual maps. In the clinical care form, it can be seen that the representation of knowledge is carried out through concept maps. The automated analysis of information banks (images, exam records, and clinical data), through this model, makes it possible to establish the degree of relationship in a specific patient context, the respective most relevant possibilities, proposing standardization and simplification of the diagnosis. The idea of ​​using the proposed technology is to help relate this basic information, supplying specialists with relevant information at all times. The objective is to contribute to the development of technology to help specialist doctors make an accurate diagnosis. Below are some aspects related to the complexity of creating these bases: overcoming ethical problems, ownership of information, usability of the system, as well as privacy and data security. A strategy for solving these problems was initially provided by Alex Pentland from MIT, who contextualized the use of the large volume of information related to people's behavior associated with mobile computing and/or the Web. The author's contribution to this proposal is the transfer of focus from the problem. Numerous initiatives to implement an integrated electronic medical record solution come up against the problems of a large centralized system, which should allow the integration of all health institutions through a network. New Eco has an initiative from another point of view. The focus is on people having ownership of their health data. This person could allow access to their data to the doctor who was providing care and/or diagnosis. On the other hand, the professional who carried out the diagnosis would also have the right to the data he generated for the patient. This property would not give the patient the right to change the information that would be digitally signed by doctors through a digital certification process (BlockChain) associated with their CRM. This sharing of information defines the strategy for using the solution. Thus, it would be possible to make the super app available not only to the patient (patient.health.eco.br) but also to a doctor (doctor.health.eco.br) and/or institutions such as Emergency Care Units, Basic Units of Health, clinics and hospitals.

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