{"id":1365,"date":"2025-11-20T11:22:54","date_gmt":"2025-11-20T10:22:54","guid":{"rendered":"https:\/\/giulia-governatori.alwaysdata.net\/?post_type=projects&#038;p=1365"},"modified":"2025-11-29T19:10:20","modified_gmt":"2025-11-29T18:10:20","slug":"predicting-heart-disease-with-machine-learning","status":"publish","type":"projects","link":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/projects\/predicting-heart-disease-with-machine-learning\/","title":{"rendered":"Pr\u00e9dire les maladies cardiaques gr\u00e2ce au Machine Learning"},"content":{"rendered":"<style>.kadence-column1365_715d09-5e > .kt-inside-inner-col,.kadence-column1365_715d09-5e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_715d09-5e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_715d09-5e > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_715d09-5e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_715d09-5e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_715d09-5e{position:relative;}.kadence-column1365_715d09-5e, .kt-inside-inner-col > .kadence-column1365_715d09-5e:not(.specificity){margin-top:30px;margin-bottom:30px;}@media all and (max-width: 1024px){.kadence-column1365_715d09-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_715d09-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_715d09-5e\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap{column-gap:var(--global-kb-gap-none, 0rem );row-gap:var(--global-kb-gap-none, 0rem );padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id1365_001f80-cb > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1365_001f80-cb alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-4-columns kt-row-layout-row kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column1365_6942e2-07 > .kt-inside-inner-col,.kadence-column1365_6942e2-07 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_6942e2-07 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_6942e2-07 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_6942e2-07 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_6942e2-07 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_6942e2-07{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_6942e2-07 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_6942e2-07 > .kt-inside-inner-col{display:flex;flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_6942e2-07\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28, .wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28[data-kb-block=\"kb-adv-heading1365_671626-28\"]{font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28[data-kb-block=\"kb-adv-heading1365_671626-28\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28[data-kb-block=\"kb-adv-heading1365_671626-28\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading1365_671626-28 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_671626-28\">Healthcare &#8211; European Cardiovascular Health Consortium (Personal)<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col,.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_9f0fe0-63{position:relative;}.kadence-column1365_9f0fe0-63, .kt-inside-inner-col > .kadence-column1365_9f0fe0-63:not(.specificity){margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;}@media all and (max-width: 1024px){.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_9f0fe0-63\"><div class=\"kt-inside-inner-col\"><h1 style=\"padding-top:0px;padding-bottom:0px;padding-left:0px;padding-right:0px;margin-top:0px;margin-bottom:0px;margin-left:0px;margin-right:0px;\" class=\"wp-block-post-title\">Predicting Heart disease with Machine Learning<\/h1><\/div><\/div>\n\n\n<style>.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{display:flex;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col,.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{flex-direction:column;align-items:flex-start;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_88e0cb-d8{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}@media all and (max-width: 767px){.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_88e0cb-d8\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id1365_9cd41a-e2{margin-top:0px;margin-bottom:0px;}.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-none, 0rem );row-gap:var(--global-kb-gap-sm, 1rem);max-width:922px;margin-left:auto;margin-right:auto;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;grid-template-columns:minmax(0, calc(40% - ((var(--global-kb-gap-none, 0rem ) * 2 )\/3)))minmax(0, calc(20% - ((var(--global-kb-gap-none, 0rem ) * 2 )\/3)))minmax(0, calc(40% - ((var(--global-kb-gap-none, 0rem ) * 2 )\/3)));}.kb-row-layout-id1365_9cd41a-e2 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap{padding-bottom:1px;grid-template-columns:minmax(0, 1fr) minmax(0, 1fr) minmax(0, 2fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1365_9cd41a-e2 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-3-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-right-half kt-row-valign-top\">\n<style>.kadence-column1365_acc226-5a > .kt-inside-inner-col{display:flex;}.kadence-column1365_acc226-5a > .kt-inside-inner-col,.kadence-column1365_acc226-5a > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_acc226-5a > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_acc226-5a > .kt-inside-inner-col{flex-direction:column;align-items:flex-start;}.kadence-column1365_acc226-5a > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column1365_acc226-5a > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column1365_acc226-5a > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_acc226-5a > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_acc226-5a{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_acc226-5a > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}@media all and (max-width: 767px){.kadence-column1365_acc226-5a > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_acc226-5a\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44, .wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44[data-kb-block=\"kb-adv-heading1365_e9ec5c-44\"]{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;color:#ff275d;}.wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44[data-kb-block=\"kb-adv-heading1365_e9ec5c-44\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44[data-kb-block=\"kb-adv-heading1365_e9ec5c-44\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading1365_e9ec5c-44 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_e9ec5c-44\">Fictional<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col,.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_0f4a46-e9{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col{display:flex;flex-direction:column;justify-content:center;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_0f4a46-e9\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b, .wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b[data-kb-block=\"kb-adv-heading1365_7f2402-8b\"]{font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b[data-kb-block=\"kb-adv-heading1365_7f2402-8b\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b[data-kb-block=\"kb-adv-heading1365_7f2402-8b\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading1365_7f2402-8b wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_7f2402-8b\">|<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column1365_aba150-66 > .kt-inside-inner-col,.kadence-column1365_aba150-66 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_aba150-66 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_aba150-66 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_aba150-66 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_aba150-66 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_aba150-66{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_aba150-66 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_aba150-66 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_aba150-66\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58, .wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58[data-kb-block=\"kb-adv-heading1365_193253-58\"]{text-align:left;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58[data-kb-block=\"kb-adv-heading1365_193253-58\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58[data-kb-block=\"kb-adv-heading1365_193253-58\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading1365_193253-58 project-dates wp-block-kadence-advancedheading has-theme-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading1365_193253-58\">01\/10\/2025 &gt; 19\/11\/2025<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column1365_743c10-8f > .kt-inside-inner-col,.kadence-column1365_743c10-8f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_743c10-8f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_743c10-8f > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_743c10-8f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_743c10-8f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_743c10-8f{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_743c10-8f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_743c10-8f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_743c10-8f\"><div class=\"kt-inside-inner-col\">\n<hr class=\"wp-block-separator aligncenter has-text-color has-theme-palette-4-color has-alpha-channel-opacity has-theme-palette-4-background-color has-background is-style-wide\" style=\"margin-top:20px\"\/>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{display:flex;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col,.kadence-column1365_7b37ff-94 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column1365_7b37ff-94{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_7b37ff-94{position:relative;}.kadence-column1365_7b37ff-94, .kt-inside-inner-col > .kadence-column1365_7b37ff-94:not(.specificity){margin-top:30px;margin-bottom:0px;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column1365_7b37ff-94{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 1024px){.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column1365_7b37ff-94{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_7b37ff-94\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id1365_275d61-a5 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1365_275d61-a5 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1365_275d61-a5 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-sm, 1rem);padding-top:10px;padding-bottom:24px;grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}.kb-row-layout-id1365_275d61-a5 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1365_275d61-a5 > .kt-row-column-wrap{grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id1365_275d61-a5 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1365_275d61-a5 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-left-golden kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column1365_ce6d38-8f > .kt-inside-inner-col,.kadence-column1365_ce6d38-8f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_ce6d38-8f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_ce6d38-8f > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_ce6d38-8f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_ce6d38-8f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_ce6d38-8f{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_ce6d38-8f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_ce6d38-8f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_ce6d38-8f\"><div class=\"kt-inside-inner-col\"><style>.kb-gallery-id-1365_751d98-6d.kb-gallery-ul.kb-gallery-type-fluidcarousel .kt-blocks-carousel figure .kb-gal-image-radius, .kb-gallery-id-1365_751d98-6d.kb-gallery-ul.kb-gallery-type-fluidcarousel .kt-blocks-carousel figure .kb-gal-image-radius img{height:350px;}.kb-gallery-id-1365_751d98-6d .kadence-blocks-gallery-item .kb-gal-image-radius, .kb-gallery-id-1365_751d98-6d .kb-slide-item .kb-gal-image-radius img{border-radius:0px 0px 0px 0px;;}.kb-gallery-wrap-id-1365_751d98-6d.wp-block-kadence-advancedgallery{overflow:visible;}.kb-gallery-wrap-id-1365_751d98-6d.wp-block-kadence-advancedgallery .kt-blocks-carousel{overflow:visible;max-width:100%;}.kb-gallery-id-1365_751d98-6d .splide.kt-carousel-dotstyle-outlinelight .splide__pagination__page{background-color:transparent;box-shadow:inset 0 0 0 1px #fff;-webkit-transition:box-shadow 0.3s ease;-moz-transition:box-shadow 0.3s ease;transition:box-shadow 0.3s ease;}.kb-gallery-id-1365_751d98-6d .splide.kt-carousel-dotstyle-outlinelight .splide__pagination__page.is-active{background-color:transparent;box-shadow:inset 0 0 0 8px #fff;}<\/style><div class=\"kb-gallery-wrap-id-1365_751d98-6d alignnone wp-block-kadence-advancedgallery\"><div class=\"kb-gallery-ul kb-gallery-non-static kb-gallery-type-fluidcarousel kb-gallery-id-1365_751d98-6d kb-gallery-caption-style-bottom-hover kb-gallery-filter-none kb-gallery-magnific-init\" data-image-filter=\"none\" data-lightbox-caption=\"true\"><div class=\"kt-blocks-carousel splide kt-carousel-container-dotstyle-outlinelight kt-carousel-arrowstyle-blackonlight kt-carousel-dotstyle-outlinelight kb-slider-group-arrow kb-slider-arrow-position-center\" data-slider-anim-speed=\"1500\" data-slider-scroll=\"1\" data-slider-arrows=\"true\" data-slider-dots=\"true\" data-slider-hover-pause=\"false\" data-slider-auto=\"1\" data-slider-speed=\"3000\" data-slider-type=\"fluidcarousel\" data-slider-center-mode=\"true\" data-slider-gap=\"10px\" data-slider-gap-tablet=\"10px\" data-slider-gap-mobile=\"10px\" data-show-pause-button=\"false\"><div class=\"splide__track\"><ul class=\"kt-blocks-carousel-init kb-blocks-fluid-carousel splide__list\"><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1.webp\" width=\"1418\" height=\"807\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1.webp\" data-id=\"1380\" class=\"wp-image-1380 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1.webp 1418w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1-600x341.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1-768x437.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1418px) 100vw, 1418px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1.webp\" width=\"1649\" height=\"933\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1.webp\" data-id=\"1381\" class=\"wp-image-1381 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1.webp 1649w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1-768x435.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1-1536x869.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1649px) 100vw, 1649px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1.webp\" width=\"1653\" height=\"929\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1.webp\" data-id=\"1382\" class=\"wp-image-1382 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1.webp 1653w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1-600x337.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1-768x432.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1-1536x863.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1653px) 100vw, 1653px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1.webp\" width=\"1650\" height=\"931\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1.webp\" data-id=\"1383\" class=\"wp-image-1383 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1.webp 1650w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1-768x433.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1-1536x867.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1650px) 100vw, 1650px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1.webp\" width=\"1652\" height=\"930\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1.webp\" data-id=\"1384\" class=\"wp-image-1384 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1.webp 1652w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1-600x338.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1-768x432.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1-1536x865.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1652px) 100vw, 1652px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1.webp\" width=\"1651\" height=\"928\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1.webp\" data-id=\"1385\" class=\"wp-image-1385 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1.webp 1651w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1-600x337.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1-768x432.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1-1536x863.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1651px) 100vw, 1651px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1.webp\" width=\"1653\" height=\"927\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1.webp\" data-id=\"1386\" class=\"wp-image-1386 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1.webp 1653w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1-600x336.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1-768x431.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1-1536x861.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1653px) 100vw, 1653px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1.webp\" width=\"1652\" height=\"927\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1.webp\" data-id=\"1387\" class=\"wp-image-1387 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1.webp 1652w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1-600x337.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1-768x431.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1-1536x862.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1652px) 100vw, 1652px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1.webp\" width=\"1656\" height=\"932\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1.webp\" data-id=\"1388\" class=\"wp-image-1388 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1.webp 1656w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1-600x338.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1-768x432.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1-1536x864.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1656px) 100vw, 1656px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1.webp\" width=\"1649\" height=\"926\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1.webp\" data-id=\"1389\" class=\"wp-image-1389 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1.webp 1649w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1-600x337.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1-768x431.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1-1536x863.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1649px) 100vw, 1649px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1.webp\" width=\"1654\" height=\"930\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1.webp\" data-id=\"1390\" class=\"wp-image-1390 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1.webp 1654w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1-600x337.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1-768x432.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1-1536x864.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1654px) 100vw, 1654px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1.webp\" width=\"1021\" height=\"614\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1.webp\" data-id=\"1391\" class=\"wp-image-1391 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1.webp 1021w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1-600x361.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1-150x90.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1-768x462.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1-18x12.webp 18w\" sizes=\"auto, (max-width: 1021px) 100vw, 1021px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><\/ul><\/div><\/div><\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column1365_bfeb29-41 > .kt-inside-inner-col,.kadence-column1365_bfeb29-41 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_bfeb29-41 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_bfeb29-41 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_bfeb29-41 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_bfeb29-41 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_bfeb29-41{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_bfeb29-41 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_bfeb29-41 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_bfeb29-41\"><div class=\"kt-inside-inner-col\"><style>.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-content-wrap{padding-top:40px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-contents-title-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-contents-title-wrap{color:#9b9958;}.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-contents-title{color:#9b9958;font-size:35px;line-height:5px;font-family:'Crimson Text';font-weight:400;font-style:normal;}.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-content-wrap .kb-table-of-content-list{color:#cef8a9;font-size:22px;font-style:normal;margin-top:var(--global-kb-spacing-sm, 1.5rem);margin-right:0px;margin-bottom:0px;margin-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-content-wrap .kb-table-of-content-list .kb-table-of-contents__entry:hover{color:var(--global-palette2, #2B6CB0);}<\/style><\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08, .wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08[data-kb-block=\"kb-adv-heading1365_6b6bd5-08\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08[data-kb-block=\"kb-adv-heading1365_6b6bd5-08\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08[data-kb-block=\"kb-adv-heading1365_6b6bd5-08\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_6b6bd5-08 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_6b6bd5-08\">Context<\/h2>\n\n\n\n<p>I was commissioned by the European Cardiovascular Health Consortium (ECHC) (fictional), a non-profit consortium of cardiovascular research centers, to develop a machine learning system for preventive heart disease screening. The project was supervised by Dr. Elena Rossi (Head of Preventive Cardiology).<br><br><strong>My role<\/strong> was to:\u2028\u2028<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Build predictive models to assess cardiovascular disease risk from clinical data\u2028<\/li>\n\n\n\n<li>Optimize model performance while addressing overfitting issues\u2028<\/li>\n\n\n\n<li>Create an interactive Power BI dashboard enabling clinicians to explore &#8220;what-if&#8221; scenarios\u2028<\/li>\n\n\n\n<li>Translate complex ML predictions into actionable risk categories (Low\/Moderate\/High)<\/li>\n<\/ul>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97, .wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97[data-kb-block=\"kb-adv-heading1365_a7e442-97\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97[data-kb-block=\"kb-adv-heading1365_a7e442-97\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97[data-kb-block=\"kb-adv-heading1365_a7e442-97\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_a7e442-97 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_a7e442-97\">Datasets<\/h2>\n\n\n\n<p><strong>Source: <br><\/strong>UCI Heart Disease Dataset\u2028<br><strong>Creators: <br><\/strong>Hungarian Institute of Cardiology (Budapest), University Hospital (Zurich), University Hospital (Basel), V.A. Medical Center (Long Beach &amp; Cleveland Clinic Foundation)<br><br><strong>Main dataset: <\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>303 patients from 4 international hospitals\u2028<\/li>\n\n\n\n<li>13 clinical variables: age, sex, chest pain type (cp), resting blood pressure (trestbps), cholesterol (chol), fasting blood sugar (fbs), resting ECG (restecg), max heart rate (thalach), exercise-induced angina (exang), ST depression (oldpeak), ST slope (slope), colored vessels (ca), thalassemia (thal)\u2028<\/li>\n\n\n\n<li>Target variable: presence (1) or absence (0) of heart disease\u2028\u2028<\/li>\n<\/ul>\n\n\n\n<p><strong>Data quality:<\/strong> Zero missing values\u2028<br>Challenge: Original dataset had 5 imbalanced classes (0, 1, 2, 3, 4). Transformed into binary classification (Healthy vs Disease) to achieve balanced classes: 160 healthy (54%) vs 137 diseased (46%).\u2028<br>Dashboard dataset: 133,056 simulated scenarios generated by systematic combinations of clinical parameters for &#8220;What-If&#8221; analysis.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d, .wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d[data-kb-block=\"kb-adv-heading1365_8434fd-9d\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d[data-kb-block=\"kb-adv-heading1365_8434fd-9d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d[data-kb-block=\"kb-adv-heading1365_8434fd-9d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_8434fd-9d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_8434fd-9d\">Workflow<\/h2>\n\n\n\n<p><strong>Environment:<\/strong> Jupyter Notebook (Python 3) using scikit-learn, pandas, numpy, matplotlib, seaborn, joblib\u2028<br><br><strong>1. Data Preparation:<\/strong>\u2028\u2028<br><br>Train-test split: 80% training (237 patients) \/ 20% test (60 patients) with stratification\u2028<br>Avoided data snooping: test set locked until final evaluation\u2028<br>5-Fold Cross-Validation on training set only for hyperparameter tuning\u2028<br><br>Preprocessing pipeline:\u2028\u2028<br>Numerical variables: median imputation + StandardScaler (\u03bc=0, \u03c3=1)\u2028<br>Categorical variables: One-Hot Encoding\u2028\u2028<br><br><strong>2. Model Development:<\/strong>\u2028<br><br>Model 1 \u2013 Random Forest:\u2028\u2028<br><br>Initial GridSearchCV with overfitting detected (AUC gap: 5.1%)\u2028<br><br>Regularization strategy applied:\u2028<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Limited tree depth (max_depth: 10)\u2028<\/li>\n\n\n\n<li>Increased minimum samples per split (min_samples_split: 5)\u2028<\/li>\n\n\n\n<li>Increased minimum samples per leaf (min_samples_leaf: 4)\u2028<\/li>\n\n\n\n<li>Feature randomization (max_features: &#8216;sqrt&#8217;)<\/li>\n<\/ul>\n\n\n\n<p>Result after optimization: Accuracy 85%, AUC 0.946, reduced overfitting gap to 3.5%\u2028\u2028<br><br>Model 2 \u2013 Logistic Regression:\u2028\u2028<br>GridSearchCV with L2 regularization (C: 0.01)<br>Result: Accuracy 86.7%, AUC 0.951, zero overfitting\u2028\u2028<br><br>Model 3 \u2013 Stacking Ensemble:\u2028\u2028<br>Base models: optimized Random Forest + Logistic Regression\u2028<br>Meta-model: Logistic Regression with 5-fold CV\u2028<br>Result: Accuracy 83.3%, AUC 0.953 (best discrimination)\u2028\u2028 <br><br><strong>3. Feature Importance Analysis:<\/strong>\u2028\u2028<br><br>Top 5 predictive variables (62% total importance): chest pain type (15.8%), thalassemia (15.0%), max heart rate (11.1%), colored vessels (10.4%), ST depression (9.8%)\u2028<br>Surprising finding: cholesterol and fasting blood sugar had weak correlation with target\u2028\u2028 <br><br><strong>4. Dashboard Development:<\/strong>\u2028\u2028<br><br>Generated 133,056 What-If scenarios through systematic parameter combinations\u2028<br>Risk categorization: Low (&lt;30%), Moderate (30-70%), High (\u226570%)\u2028<br>Interactive Power BI dashboard with slicers for age, cholesterol, heart rate, chest pain type, thalassemia, ST depression, colored vessels\u2028<br>Exported as heart_disease_dashboard_stacking.csv<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea, .wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea[data-kb-block=\"kb-adv-heading1365_30b465-ea\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea[data-kb-block=\"kb-adv-heading1365_30b465-ea\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea[data-kb-block=\"kb-adv-heading1365_30b465-ea\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_30b465-ea wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_30b465-ea\">Insights<\/h2>\n\n\n\n<p><strong>Model 1: Random Forest (Optimized)<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Test Accuracy: 85.0%<\/li>\n\n\n\n<li>Test AUC-ROC: 0.946<\/li>\n\n\n\n<li>Precision (Disease): 0.88<\/li>\n\n\n\n<li>Recall (Disease): 0.79<\/li>\n\n\n\n<li>F1-Score: 0.83<\/li>\n\n\n\n<li>Overfitting gap reduced: From 11.2% to 6.1% (45% improvement)<\/li>\n<\/ul>\n\n\n\n<p><strong>Model 2: Logistic Regression<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Test Accuracy: 86.7%<\/li>\n\n\n\n<li>Test AUC-ROC: 0.951<\/li>\n\n\n\n<li>Precision (Disease): 0.92<\/li>\n\n\n\n<li>Recall (Disease): 0.79<\/li>\n\n\n\n<li>F1-Score: 0.85<\/li>\n\n\n\n<li>Generalization: Excellent (negative gap = test &gt; training)<\/li>\n<\/ul>\n\n\n\n<p><strong>Model 3: Stacking Ensemble (Selected)<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Test Accuracy: 83.3%<\/li>\n\n\n\n<li>Test AUC-ROC: 0.953 \u2728 (highest)<\/li>\n\n\n\n<li>Cross-validation AUC: 0.903<\/li>\n\n\n\n<li>Precision (Disease): 0.88<\/li>\n\n\n\n<li>Recall (Disease): 0.75<\/li>\n\n\n\n<li>F1-Score: 0.81<\/li>\n\n\n\n<li>Overfitting: Negligible<\/li>\n<\/ul>\n\n\n\n<p><strong>Key findings<\/strong><\/p>\n\n\n\n<p>\u2705 Stacking achieved best discrimination (AUC = 0.953)<br>\u2705 Random Forest had highest sensitivity (79% recall = fewer missed cases)<br>\u2705 Logistic Regression had highest precision (92% = fewer false alarms)<br>\u2705 All models exceeded 0.94 AUC (excellent clinical performance)<\/p>\n\n\n\n<p><strong>Feature Importance (Top 5)<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Chest pain type (cp): 15.8%<\/li>\n\n\n\n<li>Thalassemia (thal): 15.0%<\/li>\n\n\n\n<li>Max heart rate (thalach): 11.1%<\/li>\n\n\n\n<li>Colored vessels (ca): 10.4%<\/li>\n\n\n\n<li>ST depression (oldpeak): 9.8%<\/li>\n<\/ol>\n\n\n\n<p><strong>Total contribution<\/strong>: 62% of predictive power<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71, .wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71[data-kb-block=\"kb-adv-heading1365_95a3eb-71\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71[data-kb-block=\"kb-adv-heading1365_95a3eb-71\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71[data-kb-block=\"kb-adv-heading1365_95a3eb-71\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_95a3eb-71 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_95a3eb-71\">Business Impact<\/h2>\n\n\n\n<p><strong>For Clinicians:\u2028<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Rapid screening tool with 95% discrimination accuracy supporting triage decisions\u2028<\/li>\n\n\n\n<li>Evidence-based prioritization: identifies which patients need immediate cardiological workup vs routine follow-up\u2028<\/li>\n\n\n\n<li>Explainable predictions: feature importance shows which clinical factors drive risk assessment<\/li>\n<\/ul>\n\n\n\n<p><strong>For Patients:\u2028<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Visual risk communication: interactive dashboard translates complex probabilities into clear Low\/Moderate\/High categories\u2028<\/li>\n\n\n\n<li>Empowerment: patients can see how lifestyle changes (reducing cholesterol, improving fitness) would impact their risk score<\/li>\n<\/ul>\n\n\n\n<p><strong>For Healthcare System:\u2028<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Resource optimization: focuses expensive diagnostic tests (echocardiograms, angiography) on moderate\/high-risk patients\u2028<\/li>\n\n\n\n<li>Preventive economics: early detection reduces costly emergency interventions and hospitalizations\u2028<\/li>\n\n\n\n<li>Scalability: model processes unlimited scenarios instantly for population health management<\/li>\n<\/ul>\n\n\n\n<p><strong>Scientific Contribution:\u2028<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Demonstrated that ensemble methods (Stacking) combining linear and non-linear approaches outperform individual models\u2028<\/li>\n\n\n\n<li>Confirmed that diagnostic variables (chest pain characteristics, exercise test results) are more informative than isolated risk factors\u2028<\/li>\n\n\n\n<li>Provided reproducible methodology for small medical datasets (n=303) with rigorous overfitting control<\/li>\n<\/ul>\n\n\n\n<p><strong>Limitations Acknowledged:\u2028<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Small dataset (303 patients) limits generalization\u2028<\/li>\n\n\n\n<li>Geographic bias (4 hospitals only)\u2028<\/li>\n\n\n\n<li>Recall 75-82%: some diseased patients still missed (false negatives)\u2028<\/li>\n\n\n\n<li>Requires validation on prospective real-world patient cohorts<\/li>\n<\/ul>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06, .wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06[data-kb-block=\"kb-adv-heading1365_0bd5fb-06\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06[data-kb-block=\"kb-adv-heading1365_0bd5fb-06\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06[data-kb-block=\"kb-adv-heading1365_0bd5fb-06\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_0bd5fb-06 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_0bd5fb-06\">Links<\/h2>\n\n\n\n<p><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/doc\/projects\/P14\/presentation_heart_diseases_Giulia_Governatori_FR.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Presentation FR<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/doc\/projects\/P14\/presentation_heart_diseases_Giulia_Governatori_IT.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Presentation IT<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/doc\/projects\/P14\/Technical_Report_Giulia_Governatori.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Technical report<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/colab.research.google.com\/drive\/17ChEK6hZ3XSb0VMvl2trAv_Kj0Lhq05f?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">Notebook<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/doc\/projects\/P14\/dictionnaire_variables_GG.xlsx\" target=\"_blank\" rel=\"noreferrer noopener\">Data dictionary<\/a><\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4, .wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4[data-kb-block=\"kb-adv-heading1365_10e657-a4\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4[data-kb-block=\"kb-adv-heading1365_10e657-a4\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4[data-kb-block=\"kb-adv-heading1365_10e657-a4\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_10e657-a4 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_10e657-a4\">Dashboard<\/h2>\n\n\n\n<p><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/dashboard-p14\/\" data-type=\"page\" data-id=\"1396\">Dashboard<\/a><\/p>\n\n\n<style>.kadence-column311_6aa044-75 > .kt-inside-inner-col{display:flex;}.kadence-column311_6aa044-75{max-width:1140px;margin-left:auto;margin-right:auto;}.wp-block-kadence-column.kb-section-dir-horizontal:not(.kb-section-md-dir-vertical)>.kt-inside-inner-col>.kadence-column311_6aa044-75{-webkit-flex:0 1 1140px;flex:0 1 1140px;max-width:unset;margin-left:unset;margin-right:unset;}.kadence-column311_6aa044-75 > .kt-inside-inner-col,.kadence-column311_6aa044-75 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column311_6aa044-75 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column311_6aa044-75 > .kt-inside-inner-col{flex-direction:column;align-items:center;}.kadence-column311_6aa044-75 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column311_6aa044-75 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column311_6aa044-75 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column311_6aa044-75 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column311_6aa044-75{position:relative;}@media all and (min-width: 1025px){.wp-block-kadence-column.kb-section-dir-horizontal>.kt-inside-inner-col>.kadence-column311_6aa044-75{-webkit-flex:0 1 1140px;flex:0 1 1140px;max-width:unset;margin-left:unset;margin-right:unset;}}@media all and (max-width: 1024px){.kadence-column311_6aa044-75 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}@media all and (max-width: 767px){.wp-block-kadence-column.kb-section-sm-dir-vertical:not(.kb-section-sm-dir-horizontal):not(.kb-section-sm-dir-specificity)>.kt-inside-inner-col>.kadence-column311_6aa044-75{max-width:1140px;-webkit-flex:1;flex:1;margin-left:auto;margin-right:auto;}.kadence-column311_6aa044-75 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column311_6aa044-75\"><div class=\"kt-inside-inner-col\">\n<style>\n  .project-select-wrapper {\n    display: flex;\n    align-items: center;\n    gap: 0.5rem;\n    font-family: 'Roboto Mono', monospace;\n    position: relative;\n  }\n\n  .project-select-wrapper label {\n    font-weight: 600;\n    margin: 0;\n    white-space: nowrap; \/* Ne passe pas \u00e0 la ligne *\/\n  }\n\n  .custom-select {\n    font-family: 'Roboto Mono', monospace;\n    font-size: 1rem;\n    font-weight: 700;\n    padding: 0.5rem 0.8rem;\n    border: 1px solid #fff;\n    border-radius: 6px;\n    background: transparent;\n    color: #fff;\n    cursor: pointer;\n    min-width: 90px; \/* juste suffisant pour le texte \"Select\" *\/\n  }\n.custom-select:focus,\n.custom-select:active,\n.custom-select:hover {\n    border: 1px solid #FF678D!important;\n    background: transparent!important;\n    color: #FF678D!important;\n}\n\n  .dropdown-menu {\n    margin-bottom: 5px;\n    position: absolute;\n    bottom: 100%;\n    left: 0;\n    background: #9b9958;\n    border-radius: 6px;\n    display: none;\n    flex-direction: column;\n    z-index: 100;\n    white-space: nowrap;\n  }\n\n  .dropdown-menu a {\n    display: block;\n    padding: 0.5rem 0.8rem;\n    color: #7D0202;\n    text-decoration: none;\n  }\n\n  .dropdown-menu a:hover {\n    background: #7D0202;\n    color: #fff;\n  }\n\n  .project-select-wrapper.open .dropdown-menu {\n    display: flex;\n  }\n<\/style>\n\n<div class=\"project-select-wrapper\">\n  <label for=\"project-toggle\">See other projects<\/label>\n  <button id=\"project-toggle\" class=\"custom-select\" type=\"button\">Select<\/button>\n  <div class=\"dropdown-menu\">\n    <a href=\"\/projects\/real%E2%80%91estate-price-prediction\/\">Real-Estate Price Prediction<\/a>\n    <a href=\"\/projects\/market-segmentation-aaa-strategy-uoi-games\/\">Market Segmentation &#038; AAA Strategy<\/a>\n    <a href=\"\/projects\/portfolio-creation-documentation\/\">Portfolio Creation &#038; Documentation<\/a>\n    <a href=\"\/projects\/the-hidden-realities-of-animation-in-france\/\">Personal survey: \u201cthe Hidden Realities of Animation in France\u201d<\/a>\n    <a href=\"\/projects\/power-bi-project-dashboard-sanitoral\/\">Power BI Project Dashboard<\/a>\n    <a href=\"\/projects\/stock-management-data-cleaning-bottleneck\/\">Stock Management &#038; Data Cleaning<\/a>\n    <a href=\"\/projects\/sales-dashboard-recs-bottleneck\/\">Dashboard &#038; Business Recommandations<\/a>\n    <a href=\"\/projects\/customer-satisfaction-tracking-bestmarket\/\">Customer Satisfaction Tracking<\/a>\n    <a href=\"\/projects\/gdpr%E2%80%91compliant-data-collection\/\">GDPR-Compliant Data Collection<\/a>\n    <a href=\"\/projects\/analyze-customer-churn\/\">Analyze Customer Churn<\/a>\n    <a href=\"\/projects\/sql-practice-housing-insurance\/\">SQL Practice : Housing Insurance<\/a>\n    <a href=\"\/projects\/analysis-of-my-business-intelligence-analyst-training\/\">Analysis of my Business Intelligence Analyst training<\/a>\n  <\/div>\n<\/div>\n\n<script>\n  const toggle = document.getElementById('project-toggle');\n  const wrapper = document.querySelector('.project-select-wrapper');\n\n  toggle.addEventListener('click', () => {\n    wrapper.classList.toggle('open');\n  });\n\n  document.addEventListener('click', (e) => {\n    if (!wrapper.contains(e.target)) {\n      wrapper.classList.remove('open');\n    }\n  });\n\n  document.querySelectorAll('.dropdown-menu a').forEach(link => {\n    link.addEventListener('click', () => {\n      window.location.href = link.href;\n    });\n  });\n<\/script>\n\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Healthcare &#8211; European Cardiovascular Health Consortium (Personal) Fictional | 01\/10\/2025 &gt; 19\/11\/2025 Context I was commissioned by the European Cardiovascular Health Consortium (ECHC) (fictional), a non-profit consortium of cardiovascular research centers, to develop a machine learning system for preventive heart disease screening. The project was supervised by Dr. Elena Rossi (Head of Preventive Cardiology). My&#8230;<\/p>","protected":false},"featured_media":1367,"menu_order":0,"template":"","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":""},"categories":[36,4,5,29,7,19,15,6,31,10,24,25,32],"class_list":["post-1365","projects","type-projects","status-publish","has-post-thumbnail","hentry","category-dashboarding","category-data-methods","category-data-tools","category-dax","category-exploratory-data-analysis","category-google-collab","category-kpi-tracking","category-languages","category-m","category-ml-ai-engineering","category-power-bi","category-power-query","category-python"],"_links":{"self":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/projects\/1365","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/projects"}],"about":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/types\/projects"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/media\/1367"}],"wp:attachment":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/media?parent=1365"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/categories?post=1365"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}