{"id":4840,"date":"2025-02-10T15:08:41","date_gmt":"2025-02-10T18:08:41","guid":{"rendered":"https:\/\/wearebigcheese.com\/colsanitas-and-avedian-with-ai\/"},"modified":"2025-05-05T16:50:21","modified_gmt":"2025-05-05T19:50:21","slug":"colsanitas-and-avedian-with-ai","status":"publish","type":"page","link":"https:\/\/wearebigcheese.com\/en\/colsanitas-and-avedian-with-ai\/","title":{"rendered":"Colsanitas and Avedian with AI"},"content":{"rendered":"\n<div id=\"wp-block-themeisle-blocks-advanced-columns-204ce270\" class=\"wp-block-themeisle-blocks-advanced-columns has-2-columns has-desktop-equal-layout has-tablet-equal-layout has-mobile-collapsedRows-layout has-vertical-unset contenedor-pagina-simple\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-b02d2f23\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<h1 id=\"wp-block-themeisle-blocks-advanced-heading-a48f166f\" class=\"wp-block-themeisle-blocks-advanced-heading wp-block-themeisle-blocks-advanced-heading-a48f166f\">Portfolio<\/h1>\n\n\n\n<h2 id=\"wp-block-themeisle-blocks-advanced-heading-8f3ca166\" class=\"wp-block-themeisle-blocks-advanced-heading wp-block-themeisle-blocks-advanced-heading-8f3ca166 h2-responsive\">The solution for Colsanitas and Avedian with AI<\/h2>\n<\/div>\n\n\n\n<div id=\"wp-block-themeisle-blocks-advanced-column-7c0b31a2\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<div id=\"wp-block-themeisle-blocks-advanced-columns-a03c7aba\" class=\"wp-block-themeisle-blocks-advanced-columns has-2-columns has-desktop-equal-layout has-tablet-equal-layout has-mobile-collapsedRows-layout has-vertical-unset\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-69aea21b\" class=\"wp-block-themeisle-blocks-advanced-column categorias-portfolio\">\n<h2 class=\"wp-block-heading\" style=\"font-size:17px\"><strong>Category<\/strong>:<\/h2>\n\n\n<div class=\"taxonomy-category wp-block-post-terms\"><a href=\"https:\/\/wearebigcheese.com\/en\/category\/ai-ml-en\/\" rel=\"tag\">AI\/ML<\/a><span class=\"wp-block-post-terms__separator\">, <\/span><a href=\"https:\/\/wearebigcheese.com\/en\/category\/aws-en\/\" rel=\"tag\">AWS<\/a><span class=\"wp-block-post-terms__separator\">, <\/span><a href=\"https:\/\/wearebigcheese.com\/en\/category\/case-study\/\" rel=\"tag\">Case Study<\/a><span class=\"wp-block-post-terms__separator\">, <\/span><a href=\"https:\/\/wearebigcheese.com\/en\/category\/health-en\/\" rel=\"tag\">Health<\/a><\/div><\/div>\n\n\n\n<div id=\"wp-block-themeisle-blocks-advanced-column-a1b26dba\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<h2 class=\"wp-block-heading\" style=\"font-size:17px\"><strong><strong>Integrated technologies:<\/strong><\/strong><\/h2>\n\n\n\n<p>Amazon SageMaker, AWS Redshift, Amazon S3, EMR Cluster, Feature Store, MLflow with Docker,  <\/p>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n\n<div id=\"wp-block-themeisle-blocks-advanced-columns-3a2809ed\" class=\"wp-block-themeisle-blocks-advanced-columns alignfull has-1-columns has-desktop-equal-layout has-tablet-equal-layout has-mobile-equal-layout has-vertical-unset has-light-bg\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-1923ab03\" class=\"wp-block-themeisle-blocks-advanced-column imagen-destacada\"><figure style=\"padding-right:0vw;padding-left:0vw;\" class=\"alignwide wp-block-post-featured-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"980\" src=\"https:\/\/wearebigcheese.com\/wp-content\/uploads\/2025\/02\/Screenshot-2025-02-10-at-3.10.21\u202fPM.png\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"\" style=\"object-fit:cover;\" srcset=\"https:\/\/wearebigcheese.com\/wp-content\/uploads\/2025\/02\/Screenshot-2025-02-10-at-3.10.21\u202fPM.png 1200w, https:\/\/wearebigcheese.com\/wp-content\/uploads\/2025\/02\/Screenshot-2025-02-10-at-3.10.21\u202fPM-300x245.png 300w, https:\/\/wearebigcheese.com\/wp-content\/uploads\/2025\/02\/Screenshot-2025-02-10-at-3.10.21\u202fPM-1024x836.png 1024w, https:\/\/wearebigcheese.com\/wp-content\/uploads\/2025\/02\/Screenshot-2025-02-10-at-3.10.21\u202fPM-768x627.png 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/figure><\/div>\n<\/div><\/div>\n\n<div id=\"manifiesto\" class=\"wp-block-themeisle-blocks-advanced-columns alignfull has-1-columns has-desktop-equal-layout has-tablet-equal-layout has-mobile-equal-layout has-vertical-unset has-light-bg\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-fa5f4536\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<div id=\"wp-block-themeisle-blocks-advanced-columns-9b76d05f\" class=\"wp-block-themeisle-blocks-advanced-columns alignwide has-1-columns has-desktop-equal-layout has-tablet-equal-layout has-mobile-equal-layout has-vertical-unset\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-2a8f2d1e\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\" style=\"border-top-style:none;border-top-width:0px;border-right-style:none;border-right-width:0px;border-bottom-color:var(--wp--preset--color--nv-c-2);border-bottom-width:1px;border-left-style:none;border-left-width:0px\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 id=\"wp-block-themeisle-blocks-advanced-heading-2f23fbf4\" class=\"wp-block-themeisle-blocks-advanced-heading wp-block-themeisle-blocks-advanced-heading-2f23fbf4\">Colsanitas and Avedian with AI<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:45%\">\n<div id=\"wp-block-themeisle-blocks-advanced-columns-4318a3ee\" class=\"wp-block-themeisle-blocks-advanced-columns has-1-columns has-desktop-oneTwo-layout has-tablet-equal-layout has-mobile-collapsedRows-layout has-vertical-top\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-68122a64\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<p><strong>Transforming Hospital Management with Artificial Intelligence<\/strong>.  <\/p>\n\n\n\n<p>In an environment where resource optimization is key to ensure quality care, Cl\u00ednica Reina Sof\u00eda (Colsanitas) implemented an innovative artificial intelligence model developed by Avedian, with AWS technology. This solution improved the prediction of hospital stay, optimized resource allocation and generated a significant economic impact, demonstrating the power of machine learning in clinical management. <\/p>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-dbb5c762 wp-block-columns-is-layout-flex\" style=\"border-style:none;border-width:0px;padding-top:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 id=\"wp-block-themeisle-blocks-advanced-heading-7c4d0a2c\" class=\"wp-block-themeisle-blocks-advanced-heading wp-block-themeisle-blocks-advanced-heading-7c4d0a2c\">About <a href=\"https:\/\/avedian.tech\/\">Avedian<\/a><\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:45%\">\n<div id=\"wp-block-themeisle-blocks-advanced-columns-2c1b6d03\" class=\"wp-block-themeisle-blocks-advanced-columns has-1-columns has-desktop-oneTwo-layout has-tablet-equal-layout has-mobile-collapsedRows-layout has-vertical-top\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-498e39af\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<p>Avedian is a technology company specialized in advanced solutions for measuring hospital production and population health. Through models based on Diagnosis Related Groups (DRG), it provides tools that help managers of health institutions to make better clinical-economic decisions. With a presence in several Latin American countries, Avedian seeks to lead the implementation of patient classification systems to optimize hospital management, patient safety and health sector financing.  <\/p>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-dbb5c762 wp-block-columns-is-layout-flex\" style=\"border-style:none;border-width:0px;padding-top:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 id=\"wp-block-themeisle-blocks-advanced-heading-9a59b868\" class=\"wp-block-themeisle-blocks-advanced-heading wp-block-themeisle-blocks-advanced-heading-9a59b868\">About <a href=\"https:\/\/www.clinicareinasofia.com\/\">Colsanitas, Cl\u00ednica Reina Sof\u00eda<\/a><\/h2>\n\n\n\n<h2 id=\"wp-block-themeisle-blocks-advanced-heading-0b77c7e6\" class=\"wp-block-themeisle-blocks-advanced-heading wp-block-themeisle-blocks-advanced-heading-0b77c7e6\"><\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:45%\">\n<div id=\"wp-block-themeisle-blocks-advanced-columns-f7c1bde1\" class=\"wp-block-themeisle-blocks-advanced-columns has-1-columns has-desktop-oneTwo-layout has-tablet-equal-layout has-mobile-collapsedRows-layout has-vertical-top\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-3d0397a9\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<p>Cl\u00ednica Reina Sof\u00eda, part of the Colsanitas Group, is a reference in medical care in Colombia, standing out for its focus on advanced and humanized medicine. With more than 30 years of experience, it has modernized its infrastructure and technology to offer high complexity services in specialties such as oncology, cardiology and major surgery. It is currently working to obtain the Joint Commission international certification, reaffirming its commitment to safety and quality of care.  <\/p>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-dbb5c762 wp-block-columns-is-layout-flex\" style=\"border-style:none;border-width:0px;padding-top:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 id=\"wp-block-themeisle-blocks-advanced-heading-259f49b4\" class=\"wp-block-themeisle-blocks-advanced-heading wp-block-themeisle-blocks-advanced-heading-259f49b4\">The Challenge<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:45%\">\n<div id=\"wp-block-themeisle-blocks-advanced-columns-9abfa58b\" class=\"wp-block-themeisle-blocks-advanced-columns has-1-columns has-desktop-oneTwo-layout has-tablet-equal-layout has-mobile-collapsedRows-layout has-vertical-top\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-2461982f\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<p>Cl\u00ednica Reina Sof\u00eda faced the challenge of optimizing hospital stay management to improve patient care and operational efficiency. The lack of accurate predictive tools made it difficult to plan resources and personnel, resulting in long waiting times, cost overruns and reduced bed availability. <\/p>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-dbb5c762 wp-block-columns-is-layout-flex\" style=\"border-style:none;border-width:0px;padding-top:var(--wp--preset--spacing--40)\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 id=\"wp-block-themeisle-blocks-advanced-heading-92651773\" class=\"wp-block-themeisle-blocks-advanced-heading wp-block-themeisle-blocks-advanced-heading-92651773\">The Solution<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:45%\">\n<div id=\"wp-block-themeisle-blocks-advanced-columns-b4de4ac9\" class=\"wp-block-themeisle-blocks-advanced-columns has-1-columns has-desktop-oneTwo-layout has-tablet-equal-layout has-mobile-collapsedRows-layout has-vertical-top\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-5e11e5b5\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<p>To address this challenge, <a href=\"https:\/\/avedian.tech\/\">Avedian<\/a> implemented a machine learning model on the <strong>AWS SageMaker<\/strong> platform designed to predict patient hospital stay. Two models based on <strong>Random Forest Regression<\/strong> were developed: <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Short-Term Prediction Model<\/strong> (up to 7 days): Analyzes known variables in the first 48 hours of admission, such as age, gender, type of admission and morbidity risk, to estimate the duration of hospitalization.<\/li>\n\n\n\n<li><strong>Long-Term Prediction Model<\/strong> (more than 7 days): Incorporates additional factors such as case severity, mechanical ventilation and principal diagnosis to improve accuracy in prolonged stays.<\/li>\n<\/ul>\n\n\n\n<p>These models were integrated into a <strong>real-time dashboard<\/strong>, facilitating decision making and optimizing resource allocation.<\/p>\n\n\n\n<p>The combination of artificial intelligence and cloud technology has enabled Cl\u00ednica Reina Sof\u00eda to improve operational efficiency, optimize costs and raise service quality.  <\/p>\n\n\n\n<p>This success story demonstrates how the use of <strong>machine learning<\/strong> and <strong>AWS<\/strong> can transform hospital management, benefiting both patients and healthcare institutions.<\/p>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-60002329 wp-block-columns-is-layout-flex\" style=\"border-style:none;border-width:0px;padding-top:var(--wp--preset--spacing--30)\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--80)\">\n<h2 id=\"wp-block-themeisle-blocks-advanced-heading-2375405d\" class=\"wp-block-themeisle-blocks-advanced-heading wp-block-themeisle-blocks-advanced-heading-2375405d\">AWS applied in this challenge<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:45%\">\n<div id=\"wp-block-themeisle-blocks-advanced-columns-982e1e06\" class=\"wp-block-themeisle-blocks-advanced-columns has-1-columns has-desktop-oneTwo-layout has-tablet-equal-layout has-mobile-collapsedRows-layout has-vertical-top\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-6000b77d\" class=\"wp-block-themeisle-blocks-advanced-column g\">\n<ul class=\"wp-block-list\">\n<li><strong>Amazon SageMaker<\/strong> (training and deployment of models)<\/li>\n\n\n\n<li><strong>AWS Redshift<\/strong> (data management and analysis)<\/li>\n\n\n\n<li><strong>Amazon S3<\/strong> (data storage)<\/li>\n\n\n\n<li><strong>EMR Cluster<\/strong> (high volume data processing)<\/li>\n\n\n\n<li><strong>Feature Store<\/strong> (storage of model features)<\/li>\n\n\n\n<li><strong>MLflow with Docker<\/strong> (model lifecycle management)<\/li>\n<\/ul>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n\n<div id=\"estadisticas\" class=\"wp-block-themeisle-blocks-advanced-columns alignfull has-1-columns has-desktop-equal-layout has-tablet-equal-layout has-mobile-equal-layout has-vertical-top has-light-bg\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-ff341079\" class=\"wp-block-themeisle-blocks-advanced-column has-light-bg estadisticas-width\"><div class=\"wp-block-themeisle-blocks-advanced-column-overlay\"><\/div>\n<div id=\"wp-block-themeisle-blocks-advanced-columns-6b68d43c\" class=\"wp-block-themeisle-blocks-advanced-columns alignwide has-1-columns has-desktop-equal-layout has-tablet-equal-layout has-mobile-equal-layout has-vertical-unset\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-f65106b1\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<div class=\"wp-block-group is-vertical is-content-justification-stretch is-layout-flex wp-container-core-group-is-layout-b16ad781 wp-block-group-is-layout-flex\">\n<h2 class=\"wp-block-heading\" style=\"font-size:32px\">The results<\/h2>\n\n\n\n<p>The implementation of the artificial intelligence model had a significant impact between May and July 2024:<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-edda2a69 wp-block-columns-is-layout-flex\" style=\"padding-top:50px\">\n<div class=\"wp-block-column columna-1 is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--30)\">\n<p style=\"font-size:55px\">37,21%<\/p>\n\n\n\n<p><strong>37.21% reduction in out-of-norm episodes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>In May, 10.05% of the episodes were outliers (prolonged hospital stays). In July, this value was reduced to 6.31%. <\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column columna-2 is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--30)\">\n<p style=\"font-size:55px\">24,43%<\/p>\n\n\n\n<p><strong>24.43% decrease in variability of days of stay<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The variance in hospital days decreased from 35.33 to 26.70, improving hospital predictability and planning.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column columna-3 is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--30)\">\n<p style=\"font-size:55px\">$197.500<\/p>\n\n\n\n<p><strong>Savings of $197,500 in operating costs<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The reduction in unnecessary stays freed up 395 bed days, generating significant savings in hospital resources.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n\n<div id=\"wp-block-themeisle-blocks-advanced-columns-1b58c931\" class=\"wp-block-themeisle-blocks-advanced-columns has-1-columns has-desktop-equal-layout has-tablet-equal-layout has-mobile-equal-layout has-vertical-unset\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-9e083ce3\" class=\"wp-block-themeisle-blocks-advanced-column\">\n<div id=\"wp-block-themeisle-blocks-advanced-columns-a573dde0\" class=\"wp-block-themeisle-blocks-advanced-columns has-1-columns has-desktop-equal-layout has-tablet-equal-layout has-mobile-equal-layout has-vertical-unset\"><div class=\"wp-block-themeisle-blocks-advanced-columns-overlay\"><\/div><div class=\"innerblocks-wrap\">\n<div id=\"wp-block-themeisle-blocks-advanced-column-c51ea199\" class=\"wp-block-themeisle-blocks-advanced-column grilla-portfolio\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading has-text-align-center\">Related cases<\/h3>\n<\/div>\n<\/div>\n\n\n<div class='pt-cv-wrapper'> <div class=\"pt-cv-view pt-cv-blockgrid iscvblock iscvreal grid1 layout1\" id=\"pt-cv-view-tc9l4xk8\"><div data-id=\"pt-cv-page-1\" class=\"pt-cv-page\" data-cvc=\"3\"><div class=\" pt-cv-content-item pt-cv-1-col\"  data-pid=\"3108\"><div class=\"pt-cv-thumb-wrapper  \"><a href=\"https:\/\/wearebigcheese.com\/en\/governance\/\" class=\"_self pt-cv-href-thumbnail pt-cv-thumb-default\" target=\"_self\" ><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"806\" src=\"https:\/\/wearebigcheese.com\/wp-content\/uploads\/2024\/04\/3-Governance.jpg\" class=\"pt-cv-thumbnail\" alt=\"Governance\" \/><\/a><\/div>\n<div 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