{"id":1975,"date":"2024-05-16T11:41:13","date_gmt":"2024-05-16T09:41:13","guid":{"rendered":"https:\/\/www.daphos.ai\/data-warehouse\/"},"modified":"2024-07-16T15:11:21","modified_gmt":"2024-07-16T13:11:21","slug":"data-warehouse","status":"publish","type":"page","link":"https:\/\/www.daphos.ai\/en\/data-warehouse\/","title":{"rendered":"Data Warehouse"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|phone&#8221; admin_label=&#8221;Section&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; background_enable_color=&#8221;off&#8221; custom_padding_tablet=&#8221;&#8221; custom_padding_phone=&#8221;0px||||false|false&#8221; da_disable_devices=&#8221;off|off|off&#8221; global_colors_info=&#8221;{}&#8221; da_is_popup=&#8221;off&#8221; da_exit_intent=&#8221;off&#8221; da_has_close=&#8221;on&#8221; da_alt_close=&#8221;off&#8221; da_dark_close=&#8221;off&#8221; da_not_modal=&#8221;on&#8221; da_is_singular=&#8221;off&#8221; da_with_loader=&#8221;off&#8221; da_has_shadow=&#8221;on&#8221;][et_pb_row column_structure=&#8221;3_5,2_5&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;3_5&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;2336077b-42c7-4650-bfb2-a0f6209018b9&#8243; header_2_font_size=&#8221;27px&#8221; custom_margin=&#8221;43px||13px|||&#8221; custom_margin_tablet=&#8221;72px||13px|||&#8221; custom_margin_phone=&#8221;20px||13px||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>DaphOS Data Warehouse<\/h2>\n<p>[\/et_pb_text][dipi_text_highlighter text_highlighter_text=&#8221;Unique reference dataset&#8221; text_highlighter_suffix=&#8221;to support management decisions&#8221; highlight_shape=&#8221;bracket-2&#8243; text_direction=&#8221;inline&#8221; highlight_animation_repeat_mode=&#8221;definite&#8221; highlight_animation_count_mode=&#8221;cumulative&#8221; highlight_animation_repeat_counts=&#8221;1&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; all_text_text_align=&#8221;left&#8221; all_text_font_size=&#8221;36px&#8221; all_text_line_height=&#8221;1.4em&#8221; custom_margin=&#8221;||1px|||&#8221; all_text_font_size_tablet=&#8221;36px&#8221; all_text_font_size_phone=&#8221;30px&#8221; all_text_font_size_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221;][\/dipi_text_highlighter][et_pb_text _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;22px&#8221; custom_margin=&#8221;-11px|||||&#8221; custom_margin_tablet=&#8221;-11px|||||&#8221; custom_margin_phone=&#8221;0px||||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<p>For more than <strong>10 years<\/strong>, we have been collecting and structuring <strong>anonymized reference data<\/strong> from the healthcare sector in our <strong>in-house data warehouse<\/strong>. Today, our customers can use this data for both <strong>benchmarking and AI training purposes<\/strong>.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;2_5&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/www.daphos.ai\/wp-content\/uploads\/2024\/06\/datawarehouse-grafik-tmp-4.2.png&#8221; title_text=&#8221;datawarehouse graphics tmp 4.2&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][dipi_divider content_type=&#8221;icon&#8221; content_icon=&#8221;&#xf1c0;||fa||900&#8243; content_icon_color=&#8221;#FFBA08&#8243; content_width=&#8221;31px&#8221; first_decoration_line_color=&#8221;#FFBA08&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/dipi_divider][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_4,1_4,1_4,1_4&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_number_counter title=&#8221;Organizational units in the acute area&#8221; number=&#8221;2000+&#8221; percent_sign=&#8221;off&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; title_line_height=&#8221;1.3em&#8221; number_font_size=&#8221;69px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_number_counter][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_number_counter title=&#8221;Organizational units in long-term care&#8221; number=&#8221;200+&#8221; percent_sign=&#8221;off&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; title_line_height=&#8221;1.3em&#8221; number_font_size=&#8221;69px&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_number_counter][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_number_counter title=&#8221;Healthcare facilities&#8221; number=&#8221;150+&#8221; percent_sign=&#8221;off&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; title_line_height=&#8221;1.3em&#8221; number_font_size=&#8221;69px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_number_counter][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_number_counter title=&#8221;Organizational units in the rehab area&#8221; number=&#8221;50+&#8221; percent_sign=&#8221;off&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; title_line_height=&#8221;1.3em&#8221; number_font_size=&#8221;69px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_number_counter][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|phone&#8221; admin_label=&#8221;Section&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;10px|||||&#8221; custom_padding_tablet=&#8221;10px|||||&#8221; custom_padding_phone=&#8221;10px||0px||false|false&#8221; da_disable_devices=&#8221;off|off|off&#8221; global_colors_info=&#8221;{}&#8221; da_is_popup=&#8221;off&#8221; da_exit_intent=&#8221;off&#8221; da_has_close=&#8221;on&#8221; da_alt_close=&#8221;off&#8221; da_dark_close=&#8221;off&#8221; da_not_modal=&#8221;on&#8221; da_is_singular=&#8221;off&#8221; da_with_loader=&#8221;off&#8221; da_has_shadow=&#8221;on&#8221;][et_pb_row column_structure=&#8221;1_2,1_2&#8243; custom_padding_last_edited=&#8221;on|phone&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; custom_padding_tablet=&#8221;&#8221; custom_padding_phone=&#8221;0px||||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;78px||3px|||&#8221; custom_margin_tablet=&#8221;110px||23px|||&#8221; custom_margin_phone=&#8221;0px||23px||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Everyone knows the famous saying: &#8220;Garbage in &#8211; garbage out&#8221;<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Or in other words: <strong>AI models are only as good as the data they are &#8220;trained&#8221; with<\/strong>. The better this<strong>&#8220;training data<\/strong>&#8220;, the <strong>more reliable<\/strong> and <strong>robust<\/strong> the results of the AI models will be. Our customers benefit from our <strong>quality-assured<\/strong> and <strong>constantly growing reference data set<\/strong>.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][dipi_image_mask image=&#8221;https:\/\/www.daphos.ai\/wp-content\/uploads\/2024\/06\/Trainingsdaten.jpg&#8221; shape=&#8221;Shape3&#8243; shape_rotate=&#8221;339deg&#8221; image_width=&#8221;141%&#8221; image_horz=&#8221;-133&#8243; image_vert=&#8221;3&#8243; layer_1_enable=&#8221;on&#8221; layer_1_background_color=&#8221;rgba(1,216,195,0.37)&#8221; layer_2_enable=&#8221;on&#8221; layer_2_horz=&#8221;58%&#8221; layer_2_vert=&#8221;51%&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/dipi_image_mask][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|phone&#8221; admin_label=&#8221;Section&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;10px||20px|||&#8221; custom_padding_tablet=&#8221;10px|||||&#8221; custom_padding_phone=&#8221;10px||0px||false|false&#8221; da_disable_devices=&#8221;off|off|off&#8221; global_colors_info=&#8221;{}&#8221; da_is_popup=&#8221;off&#8221; da_exit_intent=&#8221;off&#8221; da_has_close=&#8221;on&#8221; da_alt_close=&#8221;off&#8221; da_dark_close=&#8221;off&#8221; da_not_modal=&#8221;on&#8221; da_is_singular=&#8221;off&#8221; da_with_loader=&#8221;off&#8221; da_has_shadow=&#8221;on&#8221;][et_pb_row column_structure=&#8221;1_2,1_2&#8243; module_class=&#8221;reverse&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][dipi_image_mask image=&#8221;https:\/\/www.daphos.ai\/wp-content\/uploads\/2024\/06\/gute-trainingsdaten.jpg&#8221; shape=&#8221;Shape3&#8243; shape_rotate=&#8221;72deg&#8221; image_width=&#8221;124%&#8221; image_horz=&#8221;19&#8243; image_vert=&#8221;-43&#8243; layer_1_enable=&#8221;on&#8221; layer_1_background_color=&#8221;#feca43&#8243; layer_2_enable=&#8221;on&#8221; layer_2_horz=&#8221;-12%&#8221; layer_2_vert=&#8221;51%&#8221; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;52px|||||&#8221; custom_padding_tablet=&#8221;&#8221; custom_padding_phone=&#8221;20px||||false|false&#8221; custom_padding_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221;][\/dipi_image_mask][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;12px||10px|||&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>What makes good training data?<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;||17px|||&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><strong>Good training data<\/strong> depends on <strong>three factors<\/strong>: The <strong>amount of data<\/strong>, the <strong>diversity<\/strong> (number of different sources from which the data originates) and the <strong>reliability<\/strong> (accuracy and correctness of the data).<\/p>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; ul_line_height=&#8221;1.7em&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<ul>\n<li><strong>Diversity<\/strong>: Our data comes from over <strong>150 different healthcare facilities<\/strong> in the DACH region<\/li>\n<li><strong>Reliability<\/strong>: All data is <strong>carefully checked <\/strong>and continuously validated by us<\/li>\n<li><strong>Quantity<\/strong>: The data warehouse already contains data from <strong>over 2000 organizational units<\/strong><\/li>\n<\/ul>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; 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_module_preset=&#8221;default&#8221; custom_margin=&#8221;110px||23px|||&#8221; custom_margin_tablet=&#8221;110px||23px|||&#8221; custom_margin_phone=&#8221;0px||23px||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Understanding the whole process<o:p><\/o:p><\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>In the <strong>data warehouse<\/strong>, not only individual <strong>data points<\/strong> and key figures were collected, but also a <strong>large number of processes<\/strong> on and around the patient with the <strong>underlying activities<\/strong>. With the help of this specific data, our AI can better assess the possible <strong>effects of decisions<\/strong> and take them into account in its <strong>recommendations for action<\/strong>.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.24.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][dipi_image_mask image=&#8221;https:\/\/www.daphos.ai\/wp-content\/uploads\/2024\/06\/Prozess-verstehen.jpg&#8221; shape=&#8221;Shape3&#8243; shape_rotate=&#8221;322deg&#8221; image_width=&#8221;123%&#8221; image_horz=&#8221;-157&#8243; image_vert=&#8221;63&#8243; layer_1_enable=&#8221;on&#8221; layer_1_background_color=&#8221;rgba(60,100,151,0.53)&#8221; layer_2_enable=&#8221;on&#8221; layer_2_horz=&#8221;58%&#8221; layer_2_vert=&#8221;51%&#8221; layer_3_enable=&#8221;on&#8221; docration_element_2=&#8221;FilledSquare&#8221; layer_3_background_color=&#8221;rgba(255,186,8,0.31)&#8221; layer_3_horz=&#8221;-13%&#8221; 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