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)
En la actualidad, usualmente la evaluación
de los pacientes consta de una consulta donde
el médico bajo una revisión física en conjunto
con la interpretación de los resultados de los
exámenes solicitados, determina la condición
de salud del paciente. Aunque en la práctica
médica se cuenta con herramientas que sirven
como medio de apoyo en la predicción de
posibles enfermedades a través de resultados
de los exámenes, estos no involucran
específicamente el examen de Perfil 20.
Los médicos del Centro de Salud Santa
Inés no disponen de un sistema que permita
visualizar el avance del paciente en el
transcurso del tiempo según los resultados de
los exámenes que componen el Perfil 20,
dificultando observar la evaluación evolutiva o
control de las posibles enfermedades.
b. Objetivos del problema
Desarrollar un sistema informático bajo un
método de inteligencia artificial, provisto de
una lógica de análisis de datos que le permita
predecir posibles enfermedades, además de
exponer el progreso del paciente según los
exámenes evaluados en el examen de Perfil
20 a través de análisis estadísticos.
Para llevar a cabo el desarrollo del mismo,
debieron definirse los siguientes objetivos
específicos:
Evaluar el método de inteligencia
artificial que mejor se acople al análisis
de resultados correspondientes a
exámenes de Perfil 20 y logre predecir
posibles enfermedades o anomalías en
el paciente.
Con la finalidad de encontrar el
método que analice los resultados de
los exámenes de Perfil 20 para predecir
posibles enfermedades, se realizó un
estudio comparativo de los distintos
métodos de IA que se utilizan con
frecuencia en los diagnósticos de
posibles
enfermedades,
determinando
cuál se ajusta mejor al análisis de
resultados de exámenes de Perfil 20.
Implementar los algoritmos de
inteligencia artificial que logren predecir
posibles enfermedades o anomalías en
el paciente según el análisis de
resultados correspondientes a
exámenes de Perfil 20.
Se efectuó un análisis teórico y
práctico de diferentes métodos de IA
(Aprendizaje Automático (Supervisado –
K vecinos), Aprendizaje Profundo
(Clasificación del tipo multiclase y
Perceptrón Simple), permitiendo así
obtener la respuesta a cuál se adaptaba
más a las necesidades de la
investigación.
Diseñar e implementar una aplicación
web que permita la administración de la
información del sistema.
Se desarrolló una aplicación web
con una sección publica y una privada a
la cual únicamente tendrá acceso el
personal administrativo, estructurada en
múltiples módulos, los cuales permiten
gestionar los parámetros que componen
al Perfil 20, los usuarios, enfermedades
y estadísticas.
Diseñar e implementar una aplicación
móvil para suministrarle a los médicos
los análisis de los exámenes de Perfil
20 del paciente.
Se desarrolló una aplicación móvil
para los médicos del centro de salud,
que permite la visualización y análisis
de los resultados del Examen Perfil 20,
con una estructura de múltiples módulos
que además permiten consultar
pacientes, exámenes, médicos del
sistema, referenciar paciente y gestionar
el perfil de usuario.
Evaluar la experiencia de los médicos
del Centro de Salud Santa Inés al