{"id":41677,"date":"2025-12-09T13:23:31","date_gmt":"2025-12-09T12:23:31","guid":{"rendered":"https:\/\/www.l3s.de\/?page_id=41677"},"modified":"2025-12-16T10:54:53","modified_gmt":"2025-12-16T09:54:53","slug":"ai-driving-innovation-in-medicine","status":"publish","type":"page","link":"https:\/\/www.l3s.de\/de\/magazine\/binaire-articles\/ai-driving-innovation-in-medicine\/","title":{"rendered":"KI als Motor biomedizinischer Innovation\u00a0"},"content":{"rendered":"<div data-colibri-id=\"41677-c1\" class=\"style-28770 style-local-41677-c1 position-relative\">\n  <!---->\n  <div data-colibri-component=\"section\" data-colibri-id=\"41677-c2\" id=\"reusable-sections\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-28771 style-local-41677-c2 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"41677-c3\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-28772 style-local-41677-c3 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28773-outer style-local-41677-c4-outer\">\n            <div data-colibri-id=\"41677-c4\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 colibri-featured-img-bg style-28773 style-local-41677-c4 position-relative\">\n              <div class=\"background-wrapper\">\n                <div class=\"background-layer background-layer-media-container-lg\">\n                  <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify colibri-featured-img-bg lazyload\" model-id=\"41677-c4\" media=\"desktop\" is-preview=\"true\" style=\"background-image:inherit;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/AdobeStock_107295809-scaled.jpg&quot;)\"><\/div>\n                <\/div>\n                <div class=\"background-layer background-layer-media-container-md\">\n                  <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify colibri-featured-img-bg lazyload\" model-id=\"41677-c4\" media=\"tablet\" is-preview=\"true\" style=\"background-image:inherit;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/AdobeStock_107295809-scaled.jpg&quot;)\"><\/div>\n                <\/div>\n                <div class=\"background-layer background-layer-media-container\">\n                  <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify colibri-featured-img-bg lazyload\" model-id=\"41677-c4\" media=\"mobile\" is-preview=\"true\" style=\"background-image:inherit;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/AdobeStock_107295809-scaled.jpg&quot;)\"><\/div>\n                <\/div>\n              <\/div>\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100\">\n                <!---->\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"41677-c5\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-28774 style-local-41677-c5 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28775-outer style-local-41677-c6-outer\">\n            <div data-colibri-id=\"41677-c6\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-28775 style-local-41677-c6 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"41677-c7\" class=\"h-text h-text-component style-28776 style-local-41677-c7 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>\u00a9Das Bild wurde von ChatGPT zu Einzelzell-Grundlagenmodellen generiert.<\/p>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"41677-c8\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-28777 style-local-41677-c8 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28778-outer style-local-41677-c9-outer\">\n            <div data-colibri-id=\"41677-c9\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-28778 style-local-41677-c9 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"41677-c10\" class=\"h-text h-text-component style-28779 style-local-41677-c10 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>Ausgabe: 02\/2025<\/p>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"41677-c11\" class=\"h-x-container style-28780 style-local-41677-c11 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-x-container-inner style-dynamic-41677-c11-group style-28780-spacing style-local-41677-c11-spacing\"><span class=\"h-link__outer style-28781-outer style-local-41677-c12-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"https:\/\/www.l3s.de\/de\/magazine\/#2025\"  data-colibri-id=\"41677-c12\" class=\"d-flex w-100 align-items-center h-link style-28781 style-local-41677-c12 position-relative\"><!----><!----> <span>KI-Forschung: Gegenwart und Zukunft<\/span><\/a>\n                    <\/span>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"41677-c13\" class=\"style-28782 style-local-41677-c13 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-28783-outer style-local-41677-c14-outer\">\n            <div data-colibri-id=\"41677-c14\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-28783 style-local-41677-c14 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"41677-c15\" class=\"h-global-transition-all h-heading style-28784 style-local-41677-c15 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-28784 style-local-41677-c15\">\n                    <!---->\n                    <!---->\n                    <h6 class=\"\">Foundation Models in der Biomedizin <\/h6>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"41677-c16\" class=\"h-global-transition-all h-heading style-28785 style-local-41677-c16 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-28785 style-local-41677-c16\">\n                    <!---->\n                    <!---->\n                    <h1 class=\"\">KI als Motor biomedizinischer Innovation <\/h1>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"41677-c17\" class=\"style-28786 style-local-41677-c17 position-relative h-element\">\n                  <!---->\n                <\/div>\n                <div data-colibri-id=\"41677-c18\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-28787 style-local-41677-c18 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-28788-outer style-local-41677-c19-outer\">\n                      <div data-colibri-id=\"41677-c19\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-28788 style-local-41677-c19 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"41677-c20\" class=\"h-text h-text-component style-28789 style-local-41677-c20 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Von der Entschl\u00fcsselung der DNA bis zur klinischen Entscheidungsfindung \u2013 sogenannte Foundation Models, auf Deutsch Grundlagenmodelle, er\u00f6ffnen neue Perspektiven f\u00fcr die biomedizinische Forschung, Diagnostik und Therapie.<\/p>\n                              <p>Bekannte Modelle wie ChatGPT, Claude oder DALL\u00b7E haben in k\u00fcrzester Zeit gezeigt, wie leistungsf\u00e4hig moderne KI-Systeme sind. Sie basieren auf sogenannten Transformern \u2013 neuronalen Netzen, die aus riesigen Datenmengen lernen: Inhalte aus dem Internet, lizenzierte Daten, Beitr\u00e4ge von Partnern, kuratierte Materialien wie B\u00fccher, Code oder Fachzeitschriften \u2013 teils auch k\u00fcnstlich erzeugte Daten.<\/p>\n                              <p>Das Vortraining ist zeit- und rechenintensiv, doch der Aufwand lohnt sich: Einmal trainiert, lassen sich die Modelle flexibel anpassen \u2013 durch Feinabstimmung oder gezielte Eingaben, sogenannte Prompts. Dadurch k\u00f6nnen sie eine enorme Bandbreite an Aufgaben \u00fcbernehmen: Texte schreiben, Programmfehler finden, Bilder generieren oder komplexe Fragen beantworten. Diese Entwicklung hat auch die biomedizinische Forschung befl\u00fcgelt: Sie adaptiert die Modelle f\u00fcr ihre eigenen Zwecke.<\/p>\n                              <p><strong style=\"font-weight: 700;\">Fortschritte in Medizin und Biologie<\/strong><\/p>\n                              <p>In der Biomedizin lernen Foundation Models, Muster \u00fcber viele Ebenen hinweg zu erkennen \u2013 von klinischen Dokumenten und R\u00f6ntgenbildern bis hin zu Genen, Proteinen und einzelnen Zellen.<\/p>\n                              <ul>\n                                <li>Textbasierte medizinische Modelle wie ClinicalBERT oder BioBERT wurden auf umfangreichen Sammlungen klinischer Notizen, elektronischer Gesundheitsakten und Fachartikeln vortrainiert. Die Systeme erreichen in Bereichen wie Diagnostik oder Prognose ann\u00e4hernd Expertenniveau.<\/li>\n                                <li>Auch in der medizinischen Bildanalyse erzielen solche Modelle ebenfalls bemerkenswerte Fortschritte: Systeme wie MedSAM, SAMed oder UNI wurden auf Millionen Radiologie- und Pathologie-Aufnahmen trainiert. Sie nutzen Methoden wie promptbasierte Segmentierung oder Unsicherheitsabsch\u00e4tzung, um die Genauigkeit bei Aufgaben wie Organsegmentierung, Tumorlokalisierung und Krankheitsklassifikation zu erh\u00f6hen.<\/li>\n                                <li>In der Molekularbiologie helfen moderne Modelle, die \u201eGrammatik\u201c der DNA zu entschl\u00fcsseln. Transformer wie DNABERT, Nucleotide Transformer oder das am L3S entwickelte GeneMask erkennen regulatorische Abschnitte und potenziell krankheitsrelevante Mutationen.<\/li>\n                                <li>Proteinmodelle wie AlphaFold erreichen nahezu experimentelle Genauigkeit bei der Vorhersage von Proteinstrukturen. Modelle wie ProtGPT2 oder ProteinBERT, die auf Millionen Proteinsequenzen trainiert wurden, erkennen evolution\u00e4re Muster und funktionale Eigenschaften. Sie k\u00f6nnen helfen, neue Proteine zu entwerfen, die bestimmte Funktionen erf\u00fcllen sollen \u2013 ein wichtiger Schritt f\u00fcr die Arzneimittelforschung und die synthetische Biologie.<\/li>\n                              <\/ul>\n                              <p><strong style=\"font-weight: 700;\">Forschung am L3S und CAIMED: KI auf Zellebene<\/strong><\/p>\n                              <p>Am Nieders\u00e4chsischen Zentrum f\u00fcr KI &amp; Kausale Methoden in der Medizin (CAIMED) arbeitet Dr. Michelle Tang gemeinsam mit ihren Kollegen vom Forschungszentrum L3S an sogenannten Einzelzell-Grundlagenmodellen. Diese Modelle werden mit Hunderten Millionen Datenpunkten aus Einzelzellanalysen trainiert \u2013 also Messungen, die zeigen, welche Gene in einer einzelnen Zelle aktiv sind. So lernen die Modelle, Zelltypen zu unterscheiden, Krankheitsmechanismen zu verstehen oder vorherzusagen, wie Zellen auf Medikamente reagieren.<\/p>\n                              <p>Die L3S-Forscher haben f\u00fchrende Modelle wie scGPT, scFoundation und Geneformer systematisch verglichen. Besonders scFoundation zeigte eine starke Leistung bei der Zelltyp-Erkennung und beim \u00dcbertragen von Wissen auf neue Datens\u00e4tze.<\/p>\n                              <p>\u201eWir planen nun, eigene Modelle zu entwickeln und sie in konkrete medizinische Anwendungen zu bringen\u201c, sagt Tang. Die Zusammenarbeit in CAIMED spielt dabei eine zentrale Rolle.<\/p>\n                              <p><strong style=\"font-weight: 700;\">Vom Labor in die Klinik<\/strong><\/p>\n                              <p>Biomedizinische Grundlagenmodelle stehen noch am Anfang ihrer Entwicklung. K\u00fcnftig sollen sie energieeffizienter, transparenter und vielseitiger werden. Vielversprechend sind neue Architekturen, die Sprache, Bilder und Zeitverl\u00e4ufe gleichzeitig verarbeiten k\u00f6nnen. Auch Fragen zu Datenschutz, Fairness und regulatorischen Anforderungen m\u00fcssen noch gel\u00f6st werden.<\/p>\n                              <p>\u201eWenn solche Systeme sicher, erkl\u00e4rbar und verantwortungsvoll eingesetzt werden k\u00f6nnen, werden sie den Sprung in die klinische Praxis schaffen\u201c, so Tang. Dann k\u00f6nnten sie die Medizin nachhaltig ver\u00e4ndern.<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n  <div data-colibri-component=\"section\" data-colibri-id=\"41677-c21\" id=\"reusable-sections-2\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-28790 style-local-41677-c21 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"41677-c22\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-28791 style-local-41677-c22 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28792-outer style-local-41677-c23-outer\">\n            <div data-colibri-id=\"41677-c23\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-28792 style-local-41677-c23 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"41677-c24\" class=\"h-divider style-28793 style-local-41677-c24 position-relative h-element\">\n                  <!----><span class=\"h-divider__line style-28793-line style-local-41677-c24-line style-28793-line style-local-41677-c24-line\"><\/span><\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"41677-c25\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-28794 style-local-41677-c25 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28795-outer style-local-41677-c26-outer\">\n            <div data-colibri-id=\"41677-c26\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-28795 style-local-41677-c26 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"41677-c27\" class=\"h-global-transition-all h-heading style-28796 style-local-41677-c27 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-28796 style-local-41677-c27\">\n                    <!---->\n                    <!---->\n                    <h6 class=\"\">Vorgestellte Projekte<\/h6>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"41677-c28\" class=\"d-block style-28797 style-local-41677-c28 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/caimed\/\" h-use-smooth-scroll=\"true\" class=\"image-link\">\n                      <div class=\"h-image__frame-container\">\n                        <!---->\n                        <!---->\n                        <img decoding=\"async\" width=\"1147\" height=\"296\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB.jpg\" class=\"wp-image-29571 style-28797-image style-local-41677-c28-image lazyload\" alt=\"CAIMed Logo\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB.jpg 1147w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB-300x72.jpg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB-1024x247.jpg 1024w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB-768x185.jpg 768w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB-18x4.jpg 18w\" data-sizes=\"(max-width: 1147px) 100vw, 1147px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1147px; --smush-placeholder-aspect-ratio: 1147\/296;\" \/>\n                        <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-28797-frameImage style-local-41677-c28-frameImage\"><\/div>\n                      <\/div>\n                    <\/a>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28799-outer style-local-41677-c29-outer\">\n            <div data-colibri-id=\"41677-c29\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-28799 style-local-41677-c29 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"41677-c30\" class=\"h-global-transition-all h-heading style-28796 style-local-41677-c30 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-28796 style-local-41677-c30\">\n                    <!---->\n                    <!---->\n                    <h6 class=\"\">Kontakt<\/h6>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"41677-c31\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-28800 style-local-41677-c31 position-relative\">\n                  <!---->\n                  <div 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class=\"d-block style-28802 style-local-41677-c33 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-image__frame-container-outer\">\n                              <div class=\"h-image__frame-container\">\n                                <!---->\n                                <!---->\n                                <img decoding=\"async\" width=\"1568\" height=\"1558\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/11\/cropped-Tang-Michelle.jpg\" class=\"wp-image-41694 style-28802-image style-local-41677-c33-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/11\/cropped-Tang-Michelle.jpg 1568w, https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/11\/cropped-Tang-Michelle-300x298.jpg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/11\/cropped-Tang-Michelle-1024x1017.jpg 1024w, https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/11\/cropped-Tang-Michelle-150x150.jpg 150w, https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/11\/cropped-Tang-Michelle-768x763.jpg 768w, https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/11\/cropped-Tang-Michelle-1536x1526.jpg 1536w, https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/11\/cropped-Tang-Michelle-12x12.jpg 12w\" data-sizes=\"(max-width: 1568px) 100vw, 1568px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1568px; --smush-placeholder-aspect-ratio: 1568\/1558;\" \/>\n                                <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-28802-frameImage style-local-41677-c33-frameImage\"><\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"41677-c34\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-28803 style-local-41677-c34 position-relative\">\n                            <!---->\n                            <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                              <!---->\n                              <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-28804-outer style-local-41677-c35-outer\">\n                                <div data-colibri-id=\"41677-c35\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-28804 style-local-41677-c35 position-relative\">\n                                  <!---->\n                                  <!---->\n                                  <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                    <!---->\n                                    <div data-colibri-id=\"41677-c36\" class=\"h-global-transition-all h-heading style-28805 style-local-41677-c36 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-heading__outer style-28805 style-local-41677-c36\">\n                                        <!---->\n                                        <!---->\n                                        <h4 class=\"\">Dr. Michelle Tang<\/h4>\n                                      <\/div>\n                                    <\/div>\n                                    <div data-colibri-id=\"41677-c37\" class=\"h-x-container style-28806 style-local-41677-c37 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-x-container-inner style-dynamic-41677-c37-group style-28806-spacing style-local-41677-c37-spacing\"><span class=\"h-link__outer style-28807-outer style-local-41677-c38-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:tang@L3S.de\"  data-colibri-id=\"41677-c38\" class=\"d-flex w-100 align-items-center h-link style-28807 style-local-41677-c38 position-relative\"><!----><!----> <span>tang@L3S.de<\/span><\/a>\n                                        <\/span>\n                                      <\/div>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"41677-c39\" class=\"h-text h-text-component style-28808 style-local-41677-c39 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Michelle Tang ist Wissenschaftlerin am L3S. Ihre Forschung bewegt sich an der Schnittstelle von k\u00fcnstlicher Intelligenz und Biomedizin, mit einem besonderen Schwerpunkt auf biologischen Foundation Models f\u00fcr medizinische Anwendungen. <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u00a9The image generated by ChatGPT for single-cell basic models Issue: 02\/2025 AI Research: Present and Future Foundation Models in Biomedicine AI Driving Innovation in Medicine From decoding DNA to supporting clinical decision-making, so-called foundation models are opening up entirely new horizons for biomedical research, diagnostics and therapy. Well-known systems such as ChatGPT, Claude or DALL\u00b7E [&hellip;]<\/p>","protected":false},"author":11,"featured_media":41814,"parent":2750,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"_acf_changed":false,"footnotes":""},"categories":[],"tags":[28,229],"class_list":["post-41677","page","type-page","status-publish","has-post-thumbnail","hentry","tag-binaire","tag-binaire-2025-02"],"acf":[],"aioseo_notices":[],"publishpress_future_action":{"enabled":false,"date":"2026-05-22 13:27:23","action":"category","newStatus":"draft","terms":[75],"taxonomy":"category","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/41677","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/comments?post=41677"}],"version-history":[{"count":7,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/41677\/revisions"}],"predecessor-version":[{"id":41891,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/41677\/revisions\/41891"}],"up":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/2750"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media\/41814"}],"wp:attachment":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media?parent=41677"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/categories?post=41677"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/tags?post=41677"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}