{"id":26055,"date":"2025-09-12T21:23:57","date_gmt":"2025-09-12T19:23:57","guid":{"rendered":"https:\/\/sano.science\/?p=26055"},"modified":"2025-09-17T21:34:31","modified_gmt":"2025-09-17T19:34:31","slug":"acdsa-2025-knowledge-graphs-pediatric-allergy-decision-support","status":"publish","type":"post","link":"https:\/\/sano.science\/acdsa-2025-knowledge-graphs-pediatric-allergy-decision-support\/","title":{"rendered":"Yousef Khan presents pediatric allergy decision support research at ACDSA 2025"},"content":{"rendered":"\n<p class=\" eplus-wrapper\">From 7\u20139 August 2025, the 2nd International Conference on Artificial Intelligence, Computer, Data Sciences and Applications (ACDSA 2025) convened in Antalya, T\u00fcrkiye, gathering researchers and industry to discuss advances in AI, data science, and applied computing. Amid a strong technical program, PhD student Yousef Khan (Computational Intelligence) presented \u201cCompositional Knowledge Graph for Clinical Decision Support in Pediatric Allergy Diagnostics,\u201d drawing interest for its practical, explainable AI angle.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading eplus-wrapper\">Research focus<\/h2>\n\n\n\n<p class=\" eplus-wrapper\">Diagnosing allergies in children remains complex due to overlapping symptoms, fragmented records, and limited standardized biomarkers. Khan\u2019s work addresses these challenges by structuring clinical knowledge into a compositional knowledge graph that links patients, allergens, symptoms, tests, and outcomes. By integrating large language models with graph\u2011based reasoning, the approach aims to improve transparency and clinical interpretability.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading eplus-wrapper\">How the approach helps clinicians<\/h2>\n\n\n\n<p class=\" eplus-wrapper\">Strengthens the reliability of pediatric allergy assessments by connecting scattered evidence into a coherent semantic network.<\/p>\n\n\n\n<p class=\" eplus-wrapper\">Provides interpretable, data\u2011driven support at the point of care, clarifying why a recommendation is made.<\/p>\n\n\n\n<p class=\" eplus-wrapper\">Reduces uncertainty arising from partial histories and heterogeneous data sources.<\/p>\n\n\n\n<p class=\" eplus-wrapper\">Lays the groundwork for personalised pathways in pediatric allergy management.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading eplus-wrapper\">Conference context<\/h2>\n\n\n\n<p class=\" eplus-wrapper\">ACDSA 2025 continues to serve as a venue for high\u2011quality, peer\u2011reviewed exchange across AI methodologies, control systems, data science, and real\u2011world applications in health and industry. Khan\u2019s presentation aligned with the conference\u2019s mission by translating computational intelligence into concrete clinical decision\u2011support strategies for pediatrics.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading eplus-wrapper\">Looking ahead<\/h2>\n\n\n\n<p class=\" eplus-wrapper\">The Antalya presentation marks a key milestone in disseminating Khan\u2019s doctoral research. Future work will aim to expand data coverage, refine graph composition, and evaluate performance in clinical workflows, with a focus on explainability, scalability, and integration with modern research infrastructure.<\/p>\n","protected":false},"excerpt":"From 7\u20139 August 2025, the 2nd International Conference on Artificial Intelligence, Computer, Data Sciences and Applications (ACDSA 2025) convened in Antalya, T\u00fcrkiye, gathering researchers and industry to discuss advances in AI, data science, and applied computing. Amid a strong technical program, PhD student Yousef Khan (Computational Intelligence) presented \u201cCompositional Knowledge Graph for Clinical Decision Support [&hellip;]","author":8,"featured_media":26056,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"editor_plus_post_options":"{}","editor_plus_copied_stylings":"{}","footnotes":""},"categories":[1],"tags":[],"class_list":["post-26055","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Yousef Khan presents pediatric allergy decision support research at ACDSA 2025 - Centre for Computational Personalized Medicine<\/title>\n<meta name=\"description\" content=\"At ACDSA 2025 in Antalya, PhD student Yousef Khan presented a compositional knowledge graph approach to clinical decision support in pediatric allergy diagnostics, combining LLMs and graph methods for explainable, scalable insights.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sano.science\/acdsa-2025-knowledge-graphs-pediatric-allergy-decision-support\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yousef Khan presents pediatric allergy decision support research at ACDSA 2025\" \/>\n<meta property=\"og:description\" content=\"At ACDSA 2025 in Antalya, PhD student Yousef Khan presented a compositional knowledge graph approach to clinical decision support in pediatric allergy diagnostics, combining LLMs and graph methods for explainable, scalable insights.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sano.science\/acdsa-2025-knowledge-graphs-pediatric-allergy-decision-support\/\" \/>\n<meta property=\"og:site_name\" content=\"Centre for Computational Personalized Medicine\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/sano.science\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-12T19:23:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-17T19:34:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/sano.science\/wp-content\/uploads\/2025\/09\/Yousef-Khan-Presents-at-ACDSA-2025-scaled.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"2560\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Sano\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@sanoscience\" \/>\n<meta name=\"twitter:site\" content=\"@sanoscience\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sano\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/sano.science\\\/acdsa-2025-knowledge-graphs-pediatric-allergy-decision-support\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/sano.science\\\/acdsa-2025-knowledge-graphs-pediatric-allergy-decision-support\\\/\"},\"author\":{\"name\":\"Sano\",\"@id\":\"https:\\\/\\\/sano.science\\\/#\\\/schema\\\/person\\\/561b69b48b6a8f7904aed06df5d03c98\"},\"headline\":\"Yousef Khan presents pediatric allergy decision support research at ACDSA 2025\",\"datePublished\":\"2025-09-12T19:23:57+00:00\",\"dateModified\":\"2025-09-17T19:34:31+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/sano.science\\\/acdsa-2025-knowledge-graphs-pediatric-allergy-decision-support\\\/\"},\"wordCount\":286,\"publisher\":{\"@id\":\"https:\\\/\\\/sano.science\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/sano.science\\\/acdsa-2025-knowledge-graphs-pediatric-allergy-decision-support\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/sano.science\\\/wp-content\\\/uploads\\\/2025\\\/09\\\/Yousef-Khan-Presents-at-ACDSA-2025-scaled.jpeg\",\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/sano.science\\\/acdsa-2025-knowledge-graphs-pediatric-allergy-decision-support\\\/\",\"url\":\"https:\\\/\\\/sano.science\\\/acdsa-2025-knowledge-graphs-pediatric-allergy-decision-support\\\/\",\"name\":\"Yousef Khan presents pediatric allergy decision support research at ACDSA 2025 - 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Amid a strong technical program, PhD student Yousef Khan (Computational Intelligence) presented \u201cCompositional Knowledge Graph for Clinical Decision Support in Pediatric Allergy Diagnostics,\u201d drawing interest for its practical, explainable AI angle.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">From 7\u20139 August 2025, the 2nd International Conference on Artificial Intelligence, Computer, Data Sciences and Applications (ACDSA 2025) convened in Antalya, T\u00fcrkiye, gathering researchers and industry to discuss advances in AI, data science, and applied computing. Amid a strong technical program, PhD student Yousef Khan (Computational Intelligence) presented \u201cCompositional Knowledge Graph for Clinical Decision Support in Pediatric Allergy Diagnostics,\u201d drawing interest for its practical, explainable AI angle.<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-Mo7orm","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/heading","attrs":{"epAnimationGeneratedClass":"edplus_anim-doBFTO","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<h2 class=\"wp-block-heading eplus-wrapper\">Research focus<\/h2>\n","innerContent":["\n<h2 class=\"wp-block-heading eplus-wrapper\">Research focus<\/h2>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-G5ulXY","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">Diagnosing allergies in children remains complex due to overlapping symptoms, fragmented records, and limited standardized biomarkers. Khan\u2019s work addresses these challenges by structuring clinical knowledge into a compositional knowledge graph that links patients, allergens, symptoms, tests, and outcomes. By integrating large language models with graph\u2011based reasoning, the approach aims to improve transparency and clinical interpretability.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">Diagnosing allergies in children remains complex due to overlapping symptoms, fragmented records, and limited standardized biomarkers. Khan\u2019s work addresses these challenges by structuring clinical knowledge into a compositional knowledge graph that links patients, allergens, symptoms, tests, and outcomes. By integrating large language models with graph\u2011based reasoning, the approach aims to improve transparency and clinical interpretability.<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-Mo7orm","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/heading","attrs":{"epAnimationGeneratedClass":"edplus_anim-GVv5zP","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<h2 class=\"wp-block-heading eplus-wrapper\">How the approach helps clinicians<\/h2>\n","innerContent":["\n<h2 class=\"wp-block-heading eplus-wrapper\">How the approach helps clinicians<\/h2>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-KSxxnj","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">Strengthens the reliability of pediatric allergy assessments by connecting scattered evidence into a coherent semantic network.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">Strengthens the reliability of pediatric allergy assessments by connecting scattered evidence into a coherent semantic network.<\/p>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-H75t3i","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">Provides interpretable, data\u2011driven support at the point of care, clarifying why a recommendation is made.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">Provides interpretable, data\u2011driven support at the point of care, clarifying why a recommendation is made.<\/p>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-Xa63H5","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">Reduces uncertainty arising from partial histories and heterogeneous data sources.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">Reduces uncertainty arising from partial histories and heterogeneous data sources.<\/p>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-DOnK3m","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">Lays the groundwork for personalised pathways in pediatric allergy management.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">Lays the groundwork for personalised pathways in pediatric allergy management.<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-Mo7orm","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/heading","attrs":{"epAnimationGeneratedClass":"edplus_anim-WV3N9v","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<h2 class=\"wp-block-heading eplus-wrapper\">Conference context<\/h2>\n","innerContent":["\n<h2 class=\"wp-block-heading eplus-wrapper\">Conference context<\/h2>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-s0ayVN","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">ACDSA 2025 continues to serve as a venue for high\u2011quality, peer\u2011reviewed exchange across AI methodologies, control systems, data science, and real\u2011world applications in health and industry. Khan\u2019s presentation aligned with the conference\u2019s mission by translating computational intelligence into concrete clinical decision\u2011support strategies for pediatrics.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">ACDSA 2025 continues to serve as a venue for high\u2011quality, peer\u2011reviewed exchange across AI methodologies, control systems, data science, and real\u2011world applications in health and industry. Khan\u2019s presentation aligned with the conference\u2019s mission by translating computational intelligence into concrete clinical decision\u2011support strategies for pediatrics.<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-Mo7orm","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/heading","attrs":{"epAnimationGeneratedClass":"edplus_anim-aagH6V","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<h2 class=\"wp-block-heading eplus-wrapper\">Looking ahead<\/h2>\n","innerContent":["\n<h2 class=\"wp-block-heading eplus-wrapper\">Looking ahead<\/h2>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-dBzBju","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">The Antalya presentation marks a key milestone in disseminating Khan\u2019s doctoral research. Future work will aim to expand data coverage, refine graph composition, and evaluate performance in clinical workflows, with a focus on explainability, scalability, and integration with modern research infrastructure.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">The Antalya presentation marks a key milestone in disseminating Khan\u2019s doctoral research. Future work will aim to expand data coverage, refine graph composition, and evaluate performance in clinical workflows, with a focus on explainability, scalability, and integration with modern research infrastructure.<\/p>\n"]}],"meta_data":{"has_thumbnail_pattern":false,"share_on_social_media":{"has_social_media":false}},"featured_image":{"url":"https:\/\/sano.science\/wp-content\/uploads\/2025\/09\/Yousef-Khan-Presents-at-ACDSA-2025-768x1024.jpeg"},"main_category":{"name":"Uncategorized"},"prev_page":{"slug":"shaping-the-future-of-digital-medicine-at-world-health-expo-in-dubai"},"next_page":{"slug":"sparking-translational-modelling-at-cmbbe-2025-in-barcelona"},"_links":{"self":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts\/26055","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/comments?post=26055"}],"version-history":[{"count":1,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts\/26055\/revisions"}],"predecessor-version":[{"id":26057,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts\/26055\/revisions\/26057"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/media\/26056"}],"wp:attachment":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/media?parent=26055"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/categories?post=26055"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/tags?post=26055"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}