{"id":416,"date":"2025-09-22T14:38:53","date_gmt":"2025-09-22T14:38:53","guid":{"rendered":"https:\/\/imardgroup.com\/web\/?page_id=416"},"modified":"2025-10-01T13:31:34","modified_gmt":"2025-10-01T13:31:34","slug":"research-prediction","status":"publish","type":"page","link":"https:\/\/imardgroup.com\/web\/research-prediction\/","title":{"rendered":"Development of neuroimaging-based diagnostic and treatment prediction tools"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Development of neuroimaging-based diagnostic and treatment prediction tools<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/imardgroup.com\/web\/wp-content\/uploads\/2025\/09\/5f902e84-66f8-4d36-a7e2-401969a5ba35-e1758616100855.png\" alt=\"\" class=\"wp-image-431\"\/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p>We are developing and validating imaging-based machine-learning models that integrate structural and functional brain data with clinical information. This combination allows us to capture the complexity of mental disorders from multiple perspectives, identifying subtle patterns that are not visible through traditional methods. By leveraging large and diverse datasets, we aim to build models that are robust, generalizable, and clinically meaningful.<\/p>\n\n\n\n<p>These tools are designed to improve the accuracy of diagnosis and to predict the course and treatment outcomes of psychiatric conditions, particularly mood- and anxiety-related disorders. By combining advanced neuroimaging with artificial intelligence, our ultimate goal is to equip clinicians with decision-support systems that can guide more personalized and effective interventions, moving the field closer to true precision psychiatry.<\/p>\n<\/div>\n<\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"110\" src=\"https:\/\/imardgroup.com\/web\/wp-content\/uploads\/2025\/09\/4925274-e1759143848375-1024x110.png\" alt=\"\" class=\"wp-image-565\" style=\"width:633px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><em>Last news:<\/em><\/h3>\n\n\n\n<p><\/p>\n\n\n      <div id=\"post-grid-lazy-477\" class=\"post-grid-lazy\"><img decoding=\"async\" alt=\"\" src=\"\" \/><\/div>\n    <script>\n      jQuery('#post-grid-lazy-477').ready(function($) {\n        $('#post-grid-lazy-477').fadeOut();\n        $('#post-grid-477   ').fadeIn();\n      })\n    <\/script>\n    <style type=\"text\/css\">\n      #post-grid-477 {\n        display: none;\n      }\n\n      .post-grid-lazy {\n        text-align: center;\n      }\n    <\/style>\n    <div data-options='{&quot;id&quot;:&quot;477&quot;,&quot;lazy_load&quot;:&quot;yes&quot;,&quot;masonry_enable&quot;:&quot;no&quot;,&quot;view_type&quot;:&quot;grid&quot;}' id=\"post-grid-477\" class=\"post-grid grid\">\n    \n\n\n    <div class=\"grid-items\">\n      <div class=\"item item-799 skin flat even 0 \">\n        <div class=\"layer-wrapper layout-\">\n        <div class=\"layer-media\"><\/div>\n  <div class=\"layer-content\">\n        <div\r\n        class=\"element element_0  element-media \">\r\n        <a target=\"_self\" href=\"https:\/\/knowledge-hub.ecnp.eu\/podcasts\/clinician-20-data-science-defining-future-mental-health\"><img loading=\"lazy\" decoding=\"async\" width=\"375\" height=\"225\" src=\"https:\/\/imardgroup.com\/web\/wp-content\/uploads\/2025\/11\/joaquim_radua_kh_image_use.png.jpg\" class=\"attachment-large size-large wp-post-image\" alt=\"\" \/><\/a>    <\/div>\r\n    <div class=\"element element_1  title_link \">\r\n                    <a target=\"\"\r\n                href=\"https:\/\/knowledge-hub.ecnp.eu\/podcasts\/clinician-20-data-science-defining-future-mental-health\">Clinician 2.0: Is data science defining the future of mental health?<\/a>\r\n            <\/div>\r\n    <div class=\"element element_2  excerpt \">\r\n        In this ECNP Brains on Brains podcast, Joaquim Radua and Michele De Prisco discuss how data science, predictive models, neuroimaging,            <\/div>\r\n            <a class=\"element element_3  read_more \"\r\n            target=\"\"\r\n            href=\"https:\/\/knowledge-hub.ecnp.eu\/podcasts\/clinician-20-data-science-defining-future-mental-health\"><\/a>\r\n      <\/div>\n    <\/div>\n  <\/div><div class=\"item item-647 skin flat odd 1 \">\n        <div class=\"layer-wrapper layout-\">\n        <div class=\"layer-media\"><\/div>\n  <div class=\"layer-content\">\n        <div\r\n        class=\"element element_0  element-media \">\r\n        <a target=\"_self\" href=\"https:\/\/www.ecnp.eu\/congress2025\/programme\/provisional-programme\/#!sessiondetails\/0000163400_0\"><img loading=\"lazy\" decoding=\"async\" width=\"375\" height=\"225\" src=\"https:\/\/imardgroup.com\/web\/wp-content\/uploads\/2025\/09\/1758017714585.jpg\" class=\"attachment-large size-large wp-post-image\" alt=\"\" \/><\/a>    <\/div>\r\n    <div class=\"element element_1  title_link \">\r\n                    <a target=\"\"\r\n                href=\"https:\/\/www.ecnp.eu\/congress2025\/programme\/provisional-programme\/#!sessiondetails\/0000163400_0\">Campfire Session: Machine learning in mental health research: practical tips to maximise benefits and minimise risks<\/a>\r\n            <\/div>\r\n    <div class=\"element element_2  excerpt \">\r\n        The campfire session at ECNP2025 will be guided by Joaquim Radua and Clara Sophie Vetter on making machine learning...            <\/div>\r\n            <a class=\"element element_3  read_more \"\r\n            target=\"\"\r\n            href=\"https:\/\/www.ecnp.eu\/congress2025\/programme\/provisional-programme\/#!sessiondetails\/0000163400_0\"><\/a>\r\n      <\/div>\n    <\/div>\n  <\/div>    <\/div>\n    <div class=\"pagination\">\n      <div class=\"paginate\">\n      <\/div>\n  <style type=\"text\/css\">\n    #post-grid-477 .pagination .page-numbers {\n      font-size: 16px;\n      color: #fff;\n      background: #646464;\n    }\n\n    #post-grid-477 .pagination .page-numbers:hover,\n    #post-grid-477 .pagination .page-numbers.current {\n      background: #4b4b4b;\n    }\n  <\/style>\n  <\/div>\n      <script>\n          <\/script>\n    <style type=\"text\/css\">\n    #post-grid-477 .element_0 {\n      display: block;font-size: 21px;line-height: normal;padding: 5px 10px;text-align: left; text-decoration: none;    }\n\n    #post-grid-477 .element_1 {\n      display: block;font-size: 21px;line-height: normal;padding: 5px 10px;text-align: left; text-decoration: none;    }\n\n    #post-grid-477 .element_2 {\n      display: block;font-size: 14px;padding: 5px 10px;text-align: left;    }\n\n    #post-grid-477 .element_3 {\n      display: block;font-size: 12px;font-weight: bold;padding: 0 10px;text-align: left;text-decoration: none;    }\n\n    #post-grid-477 .element_0:hover{}#post-grid-477 .element_1:hover{}#post-grid-477 .element_2:hover{}#post-grid-477 .element_3:hover{}  <\/style>\n  <style type=\"text\/css\">\n    #post-grid-477 {\n          }\n\n    #post-grid-477 .item {\n      padding: 0px;\n      background: #fff;\n          }\n\n    #post-grid-477 .item .layer-media {\n      height:auto;    }\n\n    @media only screen and (min-width: 0px) and (max-width: 767px) {\n      #post-grid-477 .grid-items {\n        display: grid;\n        grid-template-columns: 1fr ;\n        column-gap: 10px;\n        row-gap: 10px;\n              }\n\n      #post-grid-477 .item {\n        height:auto;      }\n    }\n\n    @media only screen and (min-width: 768px) and (max-width: 1023px) {\n      #post-grid-477 .grid-items {\n        display: grid;\n        grid-template-columns: 1fr 1fr ;\n        column-gap: 10px;\n        row-gap: 10px;\n              }\n\n      #post-grid-477 .item {\n        max-height:auto;      }\n    }\n\n    @media only screen and (min-width: 1024px) {\n      #post-grid-477 .grid-items {\n        display: grid;\n        grid-template-columns: 1fr 1fr 1fr ;\n        column-gap: 10px;\n        row-gap: 10px;\n              }\n\n      #post-grid-477 .item {\n        height:auto;      }\n    }\n\n      <\/style>\n  <\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Development of neuroimaging-based diagnostic and treatment prediction tools We are developing and validating imaging-based machine-learning models that integrate structural and functional brain data with clinical information. This combination allows us to capture the complexity of mental disorders from multiple perspectives, identifying subtle patterns that are not visible through traditional methods. By leveraging large and diverse&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_kad_post_transparent":"","_kad_post_title":"hide","_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":"","footnotes":"","_links_to":"","_links_to_target":""},"folder":[38],"class_list":["post-416","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/imardgroup.com\/web\/wp-json\/wp\/v2\/pages\/416","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/imardgroup.com\/web\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/imardgroup.com\/web\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/imardgroup.com\/web\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/imardgroup.com\/web\/wp-json\/wp\/v2\/comments?post=416"}],"version-history":[{"count":0,"href":"https:\/\/imardgroup.com\/web\/wp-json\/wp\/v2\/pages\/416\/revisions"}],"wp:attachment":[{"href":"https:\/\/imardgroup.com\/web\/wp-json\/wp\/v2\/media?parent=416"}],"wp:term":[{"taxonomy":"folder","embeddable":true,"href":"https:\/\/imardgroup.com\/web\/wp-json\/wp\/v2\/folder?post=416"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}