{"id":106287,"date":"2026-10-28T11:19:54","date_gmt":"2026-10-28T10:19:54","guid":{"rendered":"https:\/\/xitaso.com\/?page_id=106287"},"modified":"2026-10-29T13:57:02","modified_gmt":"2026-10-29T12:57:02","slug":"la-ia-en-la-toma-de-decisiones-quirurgicas","status":"publish","type":"page","link":"https:\/\/xitaso.com\/es\/proyectos\/la-ia-en-la-toma-de-decisiones-quirurgicas\/","title":{"rendered":"La IA en la toma de decisiones quir\u00fargicas"},"content":{"rendered":"

[vc_row css_animation=\u00bb\u00bb row_type=\u00bbrow\u00bb use_row_as_full_screen_section=\u00bbno\u00bb type=\u00bbfull_width\u00bb angled_section=\u00bbno\u00bb text_align=\u00bbleft\u00bb background_image_as_pattern=\u00bbwithout_pattern\u00bb z_index=\u00bb\u00bb el_class=\u00bbheader_level2_container\u00bb][vc_column][vc_row_inner row_type=\u00bbrow\u00bb type=\u00bbfull_width\u00bb text_align=\u00bbleft\u00bb css_animation=\u00bb\u00bb css=\u00bb.vc_custom_1790842821993{background-image: url(https:\/\/xitaso.com\/wp-content\/uploads\/heisenberg_header-scaled.jpg) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}\u00bb][vc_column_inner offset=\u00bbvc_hidden-xs\u00bb][vc_empty_space height=\u00bb500″][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=\u00bbrow\u00bb type=\u00bbfull_width\u00bb text_align=\u00bbleft\u00bb css_animation=\u00bb\u00bb][vc_column_inner offset=\u00bbvc_hidden-lg vc_hidden-md vc_hidden-sm\u00bb][vc_single_image image=\u00bb106294″ img_size=\u00bbfull\u00bb qode_css_animation=\u00bb\u00bb][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=\u00bbrow\u00bb type=\u00bbgrid\u00bb text_align=\u00bbleft\u00bb css_animation=\u00bb\u00bb][vc_column_inner][vc_column_text]<\/p>\n

\n
Recomendaciones quir\u00fargicas conformes al MDR basadas en redes neuronales<\/div>\n

IA fiable para mejores decisiones quir\u00fargicas<\/h1>\n<\/div>\n

[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=\u00bb\u00bb row_type=\u00bbrow\u00bb use_row_as_full_screen_section=\u00bbno\u00bb type=\u00bbfull_width\u00bb angled_section=\u00bbno\u00bb text_align=\u00bbleft\u00bb background_image_as_pattern=\u00bbwithout_pattern\u00bb css=\u00bb.vc_custom_1700000002222{background-color: #e8e0e0 !important;}\u00bb z_index=\u00bb\u00bb][vc_column][vc_row_inner row_type=\u00bbrow\u00bb type=\u00bbgrid\u00bb text_align=\u00bbleft\u00bb css_animation=\u00bb\u00bb][vc_column_inner width=\u00bb1\/2″][vc_empty_space height=\u00bb60″][vc_column_text]<\/p>\n

El reto<\/h2>\n

La atenci\u00f3n m\u00e9dica personalizada ofrece un enorme potencial para mejorar el tratamiento de los pacientes. Nuestro cliente se propuso utilizar la IA<\/strong> para ofrecer recomendaciones quir\u00fargicas individuales<\/strong> fiables que condujeran a mejores resultados quir\u00fargicos y a menores riesgos para los pacientes. El reto consist\u00eda en permitir el uso de redes neuronales para recomendaciones quir\u00fargicas conforme a los altos est\u00e1ndares de calidad del Reglamento sobre Productos Sanitarios (MDR)<\/strong>.[\/vc_column_text][vc_empty_space height=\u00bb30″][vc_column_text]<\/p>\n

Nuestro cliente<\/h2>\n

Un fabricante l\u00edder de dispositivos m\u00e9dicos<\/strong> con una gran capacidad de innovaci\u00f3n y un alto nivel de exigencia en cuanto a la calidad de sus propios productos.[\/vc_column_text][\/vc_column_inner][vc_column_inner width=\u00bb1\/2″][vc_empty_space height=\u00bb30px\u00bb][vc_empty_space height=\u00bb30″ el_class=\u00bbnot-on-mobile\u00bb][vc_column_text]<\/p>\n

Nuestra aportaci\u00f3n<\/h2>\n

Junto con el cliente, XITASO desarroll\u00f3 e implement\u00f3 un proceso de desarrollo y aseguramiento de la calidad<\/strong> para el uso de redes neuronales en recomendaciones quir\u00fargicas, lo que permiti\u00f3 la certificaci\u00f3n del producto conforme al MDR<\/strong>. Para ello, se aplicaron procedimientos de an\u00e1lisis y pruebas en varias etapas, tanto a nivel de datos como de modelo.<\/p>\n

Los procesos de entrenamiento de las redes neuronales se optimizaron para lograr un rendimiento de predicci\u00f3n determinista<\/strong> y as\u00ed obtener resultados fiables. Mediante el uso de una arquitectura de entrenamiento adecuada junto con un completo pipeline de entrega continua<\/strong>, se garantiz\u00f3 una trazabilidad<\/strong> total a lo largo del desarrollo continuo del sistema.<\/p>\n

Sobre esta base, tambi\u00e9n fue posible generar la documentaci\u00f3n necesaria para la certificaci\u00f3n exitosa<\/strong> del producto.[\/vc_column_text][vc_column_text][\/vc_column_text][vc_empty_space height=\u00bb50″][vc_column_text]<\/p>\n

Tecnolog\u00edas<\/h2>\n

[\/vc_column_text][vc_empty_space height=\u00bb15″][vc_column_text]
\nPython<\/span> C#<\/span> Neural Networks<\/span> PyTorch<\/span> scipy<\/span> numpy<\/span> Azure Functions<\/span> Azure Blob Storage<\/span> Azure LogAnalytics<\/span> MongoDB<\/span> Terraform<\/span> SBOM<\/span>
\n[\/vc_column_text][vc_empty_space height=\u00bb40″][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=\u00bb\u00bb row_type=\u00bbrow\u00bb use_row_as_full_screen_section=\u00bbno\u00bb type=\u00bbgrid\u00bb angled_section=\u00bbno\u00bb text_align=\u00bbleft\u00bb background_image_as_pattern=\u00bbwithout_pattern\u00bb z_index=\u00bb\u00bb][vc_column][vc_empty_space height=\u00bb30″][\/vc_column][\/vc_row][vc_row css_animation=\u00bb\u00bb row_type=\u00bbrow\u00bb use_row_as_full_screen_section=\u00bbno\u00bb type=\u00bbfull_width\u00bb angled_section=\u00bbno\u00bb text_align=\u00bbleft\u00bb background_image_as_pattern=\u00bbwithout_pattern\u00bb el_class=\u00bbtwo-column-with-heading-on-top\u00bb z_index=\u00bb\u00bb][vc_column][vc_row_inner row_type=\u00bbrow\u00bb type=\u00bbgrid\u00bb text_align=\u00bbleft\u00bb css_animation=\u00bb\u00bb][vc_column_inner][vc_empty_space height=\u00bb50″ el_class=\u00bbnot-on-mobile\u00bb][vc_column_text]<\/p>\n

Otros proyectos<\/h2>\n

[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_empty_space height=\u00bb40″][\/vc_column][\/vc_row][vc_row css_animation=\u00bb\u00bb row_type=\u00bbrow\u00bb use_row_as_full_screen_section=\u00bbno\u00bb type=\u00bbfull_width\u00bb angled_section=\u00bbno\u00bb text_align=\u00bbleft\u00bb background_image_as_pattern=\u00bbwithout_pattern\u00bb z_index=\u00bb\u00bb el_class=\u00bbthree-column-references\u00bb][vc_column][vc_row_inner row_type=\u00bbrow\u00bb type=\u00bbgrid\u00bb text_align=\u00bbleft\u00bb css_animation=\u00bb\u00bb][vc_column_inner width=\u00bb1\/3″][vc_empty_space height=\u00bb250″ image_repeat=\u00bbno-repeat\u00bb background_image=\u00bb96901″][vc_column_text]<\/p>\n

Proyecto del cliente<\/div>\n

Plataforma digital para el negocio de reaseguros<\/h3>\n

[\/vc_column_text][\/vc_column_inner][vc_column_inner width=\u00bb1\/3″][vc_empty_space height=\u00bb250″ image_repeat=\u00bbno-repeat\u00bb background_image=\u00bb96488″][vc_column_text]<\/p>\n

swa<\/div>\n

Plataforma digital de clientes y ventas para la empresa municipal Stadtwerke Augsburg<\/h3>\n

[\/vc_column_text][\/vc_column_inner][vc_column_inner width=\u00bb1\/3″][vc_empty_space height=\u00bb250″ image_repeat=\u00bbno-repeat\u00bb background_image=\u00bb78631″][vc_column_text]<\/p>\n

ICCAS<\/div>\n

Tecnolog\u00eda m\u00e9dica innovadora con el gemelo digital<\/h3>\n

[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=\u00bb\u00bb row_type=\u00bbrow\u00bb use_row_as_full_screen_section=\u00bbno\u00bb type=\u00bbfull_width\u00bb angled_section=\u00bbno\u00bb text_align=\u00bbleft\u00bb background_image_as_pattern=\u00bbwithout_pattern\u00bb][vc_column][vc_empty_space height=\u00bb30″][vc_column_text]<\/p>\n

Mostrar todos los proyectos<\/a><\/p>\n

[\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=\u00bb\u00bb row_type=\u00bbrow\u00bb use_row_as_full_screen_section=\u00bbno\u00bb type=\u00bbfull_width\u00bb angled_section=\u00bbno\u00bb text_align=\u00bbleft\u00bb background_image_as_pattern=\u00bbwithout_pattern\u00bb][vc_column][vc_empty_space height=\u00bb50″][vc_empty_space height=\u00bb50″ el_class=\u00bbnot-on-mobile\u00bb][\/vc_column][\/vc_row][vc_row css_animation=\u00bb\u00bb row_type=\u00bbrow\u00bb use_row_as_full_screen_section=\u00bbno\u00bb type=\u00bbfull_width\u00bb angled_section=\u00bbno\u00bb text_align=\u00bbleft\u00bb background_image_as_pattern=\u00bbwithout_pattern\u00bb css=\u00bb.vc_custom_1700000003333{background-color: #e8e0e0 !important;}\u00bb z_index=\u00bb\u00bb el_class=\u00bbyour-contact-person\u00bb][vc_column][vc_row_inner row_type=\u00bbrow\u00bb type=\u00bbgrid\u00bb text_align=\u00bbleft\u00bb css_animation=\u00bb\u00bb][vc_column_inner][vc_column_text]<\/p>\n

\u00bfLe interesa un proyecto, un servicio o tiene alguna otra pregunta?<\/h2>\n

[\/vc_column_text][vc_single_image image=\u00bb76288″ img_size=\u00bb120×120″ style=\u00bbvc_box_circle_2″ alignment=\u00bbcenter\u00bb qode_css_animation=\u00bb\u00bb][vc_column_text]<\/p>\n

Dr. Andreas Angerer<\/strong><\/p>\n

Tel. +49 821 885 882-94
\nandreas.angerer@xitaso.com<\/a><\/p>\n

[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"

[vc_row css_animation=\u00bb\u00bb row_type=\u00bbrow\u00bb use_row_as_full_screen_section=\u00bbno\u00bb type=\u00bbfull_width\u00bb angled_section=\u00bbno\u00bb text_align=\u00bbleft\u00bb background_image_as_pattern=\u00bbwithout_pattern\u00bb z_index=\u00bb\u00bb el_class=\u00bbheader_level2_container\u00bb][vc_column][vc_row_inner row_type=\u00bbrow\u00bb type=\u00bbfull_width\u00bb text_align=\u00bbleft\u00bb css_animation=\u00bb\u00bb css=\u00bb.vc_custom_1790842821993{background-image: url(https:\/\/xitaso.com\/wp-content\/uploads\/heisenberg_header-scaled.jpg) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}\u00bb][vc_column_inner offset=\u00bbvc_hidden-xs\u00bb][vc_empty_space height=\u00bb500″][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=\u00bbrow\u00bb type=\u00bbfull_width\u00bb text_align=\u00bbleft\u00bb css_animation=\u00bb\u00bb][vc_column_inner offset=\u00bbvc_hidden-lg vc_hidden-md vc_hidden-sm\u00bb][vc_single_image image=\u00bb106294″ img_size=\u00bbfull\u00bb qode_css_animation=\u00bb\u00bb][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=\u00bbrow\u00bb type=\u00bbgrid\u00bb text_align=\u00bbleft\u00bb css_animation=\u00bb\u00bb][vc_column_inner][vc_column_text] Recomendaciones quir\u00fargicas conformes al MDR basadas…<\/p>\n","protected":false},"author":16,"featured_media":106294,"parent":30185,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"full_width.php","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"class_list":["post-106287","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"\nIA fiable para mejores decisiones quir\u00fargicas | XITASO<\/title>\n<meta name=\"description\" content=\"Recomendaciones quir\u00fargicas con IA certificadas seg\u00fan el MDR: XITASO desarrolla redes neuronales con trazabilidad total.\" \/>\n<meta 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