	{"id":65319,"date":"2021-11-17T09:19:03","date_gmt":"2021-11-17T09:19:03","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=cases&#038;p=65319"},"modified":"2024-09-20T17:39:23","modified_gmt":"2024-09-20T16:39:23","slug":"carnot-calym-institute-fighting-against-lymphoma-with-artificial-intelligence","status":"publish","type":"cases","link":"https:\/\/www.artefact.com\/es\/cases\/carnot-calym-institute-fighting-against-lymphoma-with-artificial-intelligence\/","title":{"rendered":"<span class=\"highlight\"> El Instituto Carnot CALYM<\/span> Lucha contra el linfoma con inteligencia artificial"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-center fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-center fusion-column-inner-bg-wrapper\" style=\"--awb-padding-top:20px;--awb-padding-right:20px;--awb-padding-bottom:20px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-inner-bg-size:cover;--awb-border-color:rgba(10,17,40,0.1);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:4px 4px 4px 4px;--awb-inner-bg-border-radius:4px 4px 4px 4px;--awb-inner-bg-overflow:hidden;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/www.artefact.com\/news\/how-did-we-use-computer-vision-to-help-medical-experts-diagnose-follicular-lymphoma\/\" rel=\"noopener noreferrer\" target=\"_blank\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-text fusion-text-1\"><p><u>Read our MEDIUM article about: &#8220;How did we use computer vision to help medical experts diagnose Follicular Lymphoma?&#8221;<\/u><\/p>\n<\/div><div class=\"fusion-image-element\" style=\"--awb-margin-right:20px;--awb-margin-left:20px;--awb-max-width:150px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"4000\" height=\"992\" title=\"Medium Blog\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png\" alt class=\"lazyload img-responsive wp-image-60582\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%274000%27%20height%3D%27992%27%20viewBox%3D%270%200%204000%20992%27%3E%3Crect%20width%3D%274000%27%20height%3D%27992%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-200x50.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-400x99.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-600x149.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-800x198.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-1200x298.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png 4000w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 4000px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-2\"><p>.<\/p>\n<\/div><\/div><\/div><\/div><\/div><article class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling case-content\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-background-color:#ffffff;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-space-between fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column text-image-block-video-content1\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-3\" style=\"--awb-font-size:20px;--awb-line-height:32px;--awb-text-transform:none;--awb-text-color:#0a1128;--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Artefact, Microsoft and the Carnot CALYM Institute combined their expertise to build a Lymphoma Data Hub enabling researchers to leverage AI for accelerated early-stage diagnosis and therapeutic innovation.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:#ff0066;--awb-margin-top:40px;--awb-margin-bottom:20px;--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:30;line-height:1.33;\">A technology partnership to improve lymphoma diagnosis and treatment<\/h2><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-font-size:20px;--awb-line-height:32px;--awb-text-color:#0a1128;--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Artefact transforms data and AI into value and impact not only for clients, but for humanitarian causes as well. The <b>Artefact 4 Good<\/b> programme gives our employees the chance to contribute to meaningful projects. Microsoft\u2019s <b>Share AI <\/b>skills sponsorship programme allows employees to do the same. The <b>Carnot CALYM Institute<\/b>, an international academic research consortium, constantly seeks new ways to fight against lymphoma. Members from all three organisations joined together to see how AI could be used to identify <b>new avenues of research<\/b>.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:#ff0066;--awb-margin-top:40px;--awb-margin-bottom:20px;--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:30;line-height:1.33;\">Context and challenges: what lymphoma is and how AI can help<\/h2><\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-font-size:20px;--awb-line-height:32px;--awb-text-color:#0a1128;--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Lymphoma is a blood cancer that begins in infection-fighting cells (lymphocytes) of the immune system. It is the most common blood cancer and the <b>6th most frequent cancer <\/b>worldwide, with some 80 sub-types. Due to their <b>heterogeneity<\/b>, lymphomas are difficult to diagnose and require different therapeutic strategies.<\/p>\n<p>Because AI can analyse and integrate massive amounts of data, CALYM believes it can play a major role all along the innovation chain in R&amp;D in Health, from disease <b>characterisation <\/b>and <b>diagnosis <\/b>to <b>drug development <\/b>and <b>personalised therapeutic strategies.<\/b><\/p>\n<\/div><div class=\"fusion-text fusion-text-6\"><div class=\"quote\">\u201cAI can safely accelerate product development and time to market for new medical treatments which can traditionally take years or even decades.\u201d<\/div>\n<\/div><div class=\"fusion-text fusion-text-7 quote-baseline\"><div class=\"quote-baseline\">Vincent Luciani, CEO, Artefact<\/div>\n<\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-font-size:20px;--awb-line-height:32px;--awb-text-color:#0a1128;--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>For the Lymphoma Data Hub project, CALYM already had assets to facilitate AI integration:<\/p>\n<\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-1 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">A wide network of <b>international experts in research and care<\/b>;<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Massive quantities of data generated by over <b>30 years of clinical trials<\/b> and <b>25,000 patients<\/b>;<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">The added benefit of <b>annual data generation<\/b> increases.<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-9\" style=\"--awb-font-size:20px;--awb-line-height:32px;--awb-text-color:#0a1128;--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>But there were also obstacles:<\/p>\n<\/div><ul style=\"--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;\" class=\"fusion-checklist fusion-checklist-2 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Data collected around lymphoma are diverse (clinical, pathology, imaging, omics) and complex; <b>patient data is sensitive<\/b> and personal.<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Data are sometimes fragmented or of poor quality, in incompatible formats, and governed by disparate and complicated rules.<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon awb-icon-check\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">Above all, CALYM lacked the <b>tools <\/b>to ethically and securely exploit their data.<\/div><\/li><\/ul><div class=\"fusion-text fusion-text-10\"><div class=\"quote\">\u201cBy breaking down existing silos of data, we open new perspectives in terms of research questions.\u201d<\/div>\n<\/div><div class=\"fusion-text fusion-text-11 quote-baseline\"><div class=\"quote-baseline\">\n<p>Delphine SONDAZ, Project Leader, Carnot CALYM Institute<\/p>\n<\/div>\n<\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:#ff0066;--awb-margin-top:40px;--awb-margin-bottom:20px;--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:30;line-height:1.33;\">Solution: development of a collaborative Lymphoma Data Hub<\/h2><\/div><div class=\"fusion-text fusion-text-12\" style=\"--awb-font-size:20px;--awb-line-height:32px;--awb-text-color:#0a1128;--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>To improve and facilitate the ethical exploitation of massive quantities of health data, CALYM asked Artefact to develop an environment allowing <b>collaboration<\/b>, <b>data sharing<\/b> and state of the art <b>data learning<\/b> in a real-time and secured way, in order to increase the number and quality of research partnerships for the <b>benefit of lymphoma patients<\/b>.<\/p>\n<p>CALYM had five requirements. Their solution had to be <b>traceable<\/b>, <b>modular<\/b>, <b>collaborative <\/b> even for remote work, <b>agile<\/b>, and above all, <b>secure<\/b>.<\/p>\n<\/div><div class=\"fusion-text fusion-text-13\"><div class=\"quote\">\u201cBecause patient information is private, its collection, storage and use raise both legal and ethical concerns. The importance of data security cannot be overstated.\u201d<\/div>\n<\/div><div class=\"fusion-text fusion-text-14 quote-baseline\"><div class=\"quote-baseline\">Vincent Luciani, CEO, Artefact<\/div>\n<\/div><div class=\"fusion-text fusion-text-15\" style=\"--awb-font-size:20px;--awb-line-height:32px;--awb-text-color:#0a1128;--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Our solution was a <b>Lymphoma Data Hub<\/b>: a platform enabling the collection, processing and sharing of data, functioning like an <b>AI<\/b> <b>Factory <\/b>with raw materials, where all data available for research projects is concentrated in a <b>single environment<\/b>.<\/p>\n<p>The success of this environment is ensured by two essential pillars:<\/p>\n<\/div><div class=\"fusion-text fusion-text-16\" style=\"--awb-font-size:20px;--awb-line-height:32px;--awb-text-color:#0a1128;--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p><b>1. Data governance<\/b>: governance guidelines for the data platform must be created to define and maintain roles and responsibilities as well as processes to follow. These include clear and managed data supervision, data security according to current legislation, data monitoring, data quality, and data accessibility.<\/p>\n<p><b>2. Architecture<\/b>: the security, quality and confidentiality of data must be ensured by defining the ideal infrastructure for the collection, treatment, storage and sharing of data. <b>Microsoft\u2019s Azure<\/b> cloud solution was selected for deployment of the Lymphoma Data Hub. Azure is the first cloud provider with HDS* certification in France, and enables clear definition of roles, multiple security controls, performance optimisation, scalability, traceability and data organisation.<\/p>\n<p>This hub for data sharing and algorithm development is also an evolutive catalogue of data available for research collaborations with partners who share our vision. Its use will strengthen academic and partnership research to improve the understanding, diagnosis and treatment of lymphoma.<\/p>\n<p>*H\u00e9bergeurs de Donn\u00e9es de Sant\u00e9 (Health data hosting)<\/p>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:#ff0066;--awb-margin-top:40px;--awb-margin-bottom:20px;--awb-margin-bottom-small:8px;--awb-font-size:30px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;PT Serif&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:30;line-height:1.33;\">Results: Measurable improvements in cancer detection accuracy<\/h2><\/div><div class=\"fusion-text fusion-text-17\" style=\"--awb-font-size:20px;--awb-line-height:32px;--awb-text-color:#0a1128;--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Prior to the launch of the Lymphoma Data Hub, a diagnostic <b>pilot <\/b>was carried out using <b>computer vision<\/b> to develop a deep-learning algorithm to assist pathologists in diagnosing follicular lymphoma, one of the disease\u2019s many subtypes. Artefact\u2019s experiment was successful in detecting the presence of cancer with an accuracy of between <b>90% and 98%<\/b>.<\/p>\n<p><a href=\"https:\/\/www.instituts-carnot.eu\/fr\/actualite\/ldh-lymphoma-data-hub\" target=\"_blank\" rel=\"noopener\"><b>L<\/b><\/a><a href=\"https:\/\/www.instituts-carnot.eu\/fr\/actualite\/ldh-lymphoma-data-hub\" target=\"_blank\" rel=\"noopener\"><b>earn more about the LDH: Lymphoma Data Hub\u00a0<\/b><\/a><\/p>\n<\/div><div class=\"fusion-text fusion-text-18\" style=\"--awb-font-size:20px;--awb-line-height:32px;--awb-text-color:#0a1128;--awb-text-font-family:&quot;PT Serif&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Eight other research projects for the near future have also been identified, ranging from earlier <b>disease detection<\/b> to <b>enhanced monitoring<\/b> of its evolution in response to medical care.<\/p>\n<p>Artificial intelligence represents a new opportunity to improve care for patients with lymphoma. As the Lymphoma Data Hub evolves and grows with input from members of the consortium, the disease will be better understood, allowing new avenues for the <b>development of treatments and drugs<\/b> to be explored; diagnosis will become faster and more accurate, enhancing patient comfort; and treatment responses will be better anticipated, leading to <b>more personalised therapeutic strategies<\/b>.<\/p>\n<\/div><div class=\"fusion-text fusion-text-19\"><div class=\"quote\">&#8220;Our strategic vision for the consortium has always been based on innovative research projects [\u2026] resulting from collective reflection and breaking down the barriers between data from different medical specialties.\u201d<\/div>\n<\/div><div class=\"fusion-text fusion-text-20 quote-baseline\"><div class=\"quote-baseline\">\n<p>Emmanuel Gomez, Director of R&amp;D, Carnot CALYM Institute<\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><\/article><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-1 fusion-button-default-span fusion-button-default-type button-primary-medium\" target=\"_self\" href=\"https:\/\/lymphoma-research-experts.org\/calym\/\" rel=\"noopener\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read more about CALYM partnership-based research on lymphomas.<\/span><\/a><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-center fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-padding-top:40px;--awb-padding-right:40px;--awb-padding-bottom:40px;--awb-padding-left:40px;--awb-overflow:hidden;--awb-bg-position:left center;--awb-bg-size:cover;--awb-border-color:rgba(10,17,40,0.1);--awb-border-style:solid;--awb-border-radius:4px 4px 4px 4px;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper lazyload fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column fusion-column-has-bg-image\" data-bg-url=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/background.jpg\" data-bg=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/background.jpg\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-right:20px;--awb-margin-left:20px;--awb-max-width:150px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img decoding=\"async\" width=\"72\" height=\"41\" title=\"medium\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2772%27%20height%3D%2741%27%20viewBox%3D%270%200%2072%2041%27%3E%3Crect%20width%3D%2772%27%20height%3D%2741%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/medium.png\" alt class=\"lazyload img-responsive wp-image-60927\"\/><\/span><\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">Medium Blog by Artefact.<\/h3><\/div><div class=\"fusion-text fusion-text-21\" style=\"--awb-content-alignment:center;\"><p>This article was initially published on <strong>Medium.com<\/strong>.<br \/>\nFollow us on our Medium Blog !<\/p>\n<\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-2 fusion-button-default-span fusion-button-default-type\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\/how-to-use-computer-vision-to-help-medical-experts-diagnose-lymphoma-b10c374dbebf\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read Our Article<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Artefact, Microsoft y el Instituto Carnot CALYM combinaron sus conocimientos para construir un Hub de linfoma Data que permita a los investigadores aprovechar la IA.<\/p>","protected":false},"featured_media":65360,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"categories":[3007],"class_list":["post-65319","cases","type-cases","status-publish","has-post-thumbnail","hentry","category-healthcare"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/es\/wp-json\/wp\/v2\/cases\/65319","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/es\/wp-json\/wp\/v2\/cases"}],"about":[{"href":"https:\/\/www.artefact.com\/es\/wp-json\/wp\/v2\/types\/cases"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/es\/wp-json\/wp\/v2\/media\/65360"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/es\/wp-json\/wp\/v2\/media?parent=65319"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.artefact.com\/es\/wp-json\/wp\/v2\/categories?post=65319"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}