{"id":60866,"date":"2021-01-25T16:11:17","date_gmt":"2021-01-25T15:11:17","guid":{"rendered":"https:\/\/www.calyps.ch\/?page_id=60866"},"modified":"2022-09-15T13:32:42","modified_gmt":"2022-09-15T11:32:42","slug":"data-science-by-calyps-testimonial-from-valenciennes-general-hospital","status":"publish","type":"page","link":"https:\/\/calyps.ch\/en\/data-science-by-calyps-testimonial-from-valenciennes-general-hospital\/","title":{"rendered":"Data Science by Calyps: testimonial from Valenciennes General Hospital"},"content":{"rendered":"\t\t
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VALENCIENNES GENERAL HOSPITAL (VGH) is regularly quoted as one of the three most important general hospitals of France. VGH has a capacity of 1,850 beds, close to that of CHUV in Lausanne or HUG in Geneva. With capabilities in surgery, medicine, and obstetrics, this innovative facility serves as a reference hospital within the Hainaut-Cambr\u00e9sis health territory.<\/p>\t\t\t\t<\/div>\n\t\t\t\t

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VGH: THE CHALLENGE<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Time series data to predict the future using machine learning<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
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After implementing the CALYPS Saniia dashboard to optimize the organization and the planning of ambulatory operations in a Swiss hospital, our team realized that it could do more than just represent the past. We had data available in the form of time series, well suited to the use of Machine Learning (ML).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

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Emergencies are disrupting care planning and create uncertainty<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
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In a discussion with a consortium of Parisian hospitals, we understood that uncertainty was at its height when arrivals from the emergencies had to be integrated into a planned flow. As emergencies generate around 30% of hospitalizations over a year, they will somehow disrupt the organization and care planning.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

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OUR SOLUTION: DATA SCIENCE<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Health data preparation and cleaning for feature engineering<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
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The implementation<\/span><\/span>\u00a0of an\u00a0artificial intelligence<\/span><\/span>\u00a0solution based on Data Science has been done\u00a0progressively<\/span><\/span>\u00a0at the CHUV, starting with the integration of\u00a0health<\/span><\/span>\u00a0data<\/span><\/span>. First: data\u00a0preparation<\/span><\/span>! At each iteration,\u00a0the<\/span><\/span>\u00a0objective was to evaluate the variables that\u00a0impact<\/span><\/span>\u00a0predictions and take them into\u00a0account<\/span><\/span>\u00a0in our\u00a0predictive<\/span><\/span>\u00a0model. Only then did we integrate data from outside the\u00a0hospital<\/span><\/span>\u00a0such as weather,\u00a0sports<\/span><\/span>\u00a0venues, cultural events, holidays, or\u00a0vacation<\/span><\/span>\u00a0schedules.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

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Evangelizing data science predictive outputs is key to foster adoption<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
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We proceeded hand in hand with the medical staff who had to interpret and act on these predictions. Internal collaboration, evangelization, and training are three key elements of adherence to the system. It helps to build trust in the predictions and allaying any residual fear.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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VALENCIENNES GENERAL HOSPITAL BENEFITS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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During summer 2019, CALYPS started a real time experiment at Valenciennes General <\/span>Hospital and, six weeks later, provided daily predictions of emergency arrivals with an accuracy of >90% over the period. See how CALYPS Saniia works in this news flash broadcasted on national TV channel <\/span>France 2 <\/span><\/i>(3 min.):<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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CALYPS Saniia<\/span> revolutionises the way a service such as ours is approached and enables us to anticipate tension within the hospital. The results are impressive: they help my teams to better respond to the challenges posed by the constant increase in admissions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Dr. Antoine MAISONNEUVE<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t
Head of the Emergency Department at Valenciennes General Hospital<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t
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IT Director at Valenciennes General Hospital<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t
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CALYPS Saniia<\/span> is part of an overall plan to find new organisational and budgetary room for manoeuvre using iA and data analysis from our HIS. This is the first outcome of our digital transformation policy with our Health Data Hub. Integrating CALYPS Saniia<\/span> into our establishment was quick and easy.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Thanks to the know-how and professionalism of the Calyps team, the platform has enabled the identification of tangible ROI. Given the promising results, we wish to make CALYPS Saniia<\/span> available to all major departments of our hospital.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Fr\u00e9d\u00e9ric BRABANT<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t
Performance Director (2019) at Valenciennes General Hospital<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t
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OUR DATA ALCHEMISTS ARE HERE TO SUPPORT YOU<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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ON OUR BLOG<\/h4>\t\t\t\t<\/div>\n\t\t\t\t
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VALENCIENNES GENERAL HOSPITAL (VGH) is regularly quoted as one of the three most important general hospitals of France. VGH has a capacity of 1,850 beds, close to that of CHUV in Lausanne or HUG in Geneva. With capabilities in surgery, medicine, and obstetrics, this innovative facility serves as a reference hospital within the Hainaut-Cambr\u00e9sis health […]<\/p>\n","protected":false},"author":6,"featured_media":0,"parent":0,"menu_order":30,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-60866","page","type-page","status-publish","hentry"],"yoast_head":"\nData science: case of VALENCIENNES GENERAL HOSPITAL • CALYPS<\/title>\n<meta name=\"description\" content=\"From BI to Data Science, our clients testify to the success they have had with better use of data, as by VALENCIENNES GENERAL HOSPITAL.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/calyps.ch\/en\/data-science-by-calyps-testimonial-from-valenciennes-general-hospital\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" 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