{"id":37169,"date":"2025-04-21T02:21:17","date_gmt":"2025-04-21T02:21:17","guid":{"rendered":"https:\/\/www.europesays.com\/uk\/37169\/"},"modified":"2025-04-21T02:21:17","modified_gmt":"2025-04-21T02:21:17","slug":"germany-and-europe-lead-digital-innovation-and-ai-with-collaborative-health-data-use-at-continental-level","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/uk\/37169\/","title":{"rendered":"Germany and Europe lead digital innovation and AI with collaborative health data use at continental level"},"content":{"rendered":"<p>Bienzeisler et al.<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 1\" title=\"Bienzeisler, J. et al. Implementation report on pioneering federated data access for the German National Emergency Department Data Registry. npj Digital Med. 8, 94 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR1\" id=\"ref-link-section-d150970625e456\" target=\"_blank\" rel=\"noopener\">1<\/a> show how federated access to 7.9 million data sets representing 2 million patients enables the nationwide secondary use of emergency medicine records while adhering to national and European law. It is an exemplary use case and an early glimpse of where Germany and Europe are headed for building health data research capacity at scale and trust among citizens.<\/p>\n<p>National Emergency Department Data Registry<\/p>\n<p>The National Emergency Department Data Registry is a federated research infrastructure. It is one pillar of and operated within the German Network of University Medicine (see below) and provides federated access to standardized, structured electronic health records from emergency rooms<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Bienzeisler, J. et al. Implementation report on pioneering federated data access for the German National Emergency Department Data Registry. npj Digital Med. 8, 94 (2025).\" href=\"#ref-CR1\" id=\"ref-link-section-d150970625e467\">1<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Kulla, M. et al. National data set &#x201C;emergency department&#x201D;: development, structure and approval by the Deutsche Interdisziplin&#xE4;re Vereinigung f&#xFC;r Intensivmedizin und Notfallmedizin. Anaesthesist 63, 243&#x2013;252 (2014).\" href=\"#ref-CR2\" id=\"ref-link-section-d150970625e467_1\">2<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 3\" title=\"High Level Seven Fast Healthcare Interoperability Resources (HL7 FIHR). &#010;                  https:\/\/hl7.org\/fhir\/&#010;                  &#010;                 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR3\" id=\"ref-link-section-d150970625e470\" target=\"_blank\" rel=\"noopener\">3<\/a>. Individual informed consent can be forgone because records remain locally stored, thereby adhering to general medical confidentiality and data privacy legislation. Researchers can file requests with a data use and access committee for review and approval to enforce ethical and scientific standards. After authorization, data are collected and analyzed in a trusted research environment. Bienzeisler et al.<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 1\" title=\"Bienzeisler, J. et al. Implementation report on pioneering federated data access for the German National Emergency Department Data Registry. npj Digital Med. 8, 94 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR1\" id=\"ref-link-section-d150970625e474\" target=\"_blank\" rel=\"noopener\">1<\/a> should be commended not only for the high level of coordinated structured data collection in their system but perhaps even more so for successfully taking on the challenge of decentralized data governance, where each of the 16 German federal states has its own medical and general data processing regulations combined with the European General Data Protection Regulation (GDPR) provisions. Alternatives to this complexity would be the Canadian Province of Alberta, where the entire population\u2019s health records are stored in one provincial electronic health record in a structured and coordinated fashion, allowing easy implementation of disease-specific care pathways and decision support tools at the provincial level<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"An overview of Alberta&#x2019;s Electronic Health Record Information System. &#10;                  https:\/\/www.albertanetcare.ca\/documents\/An_Overview_of_Albertas_ERHIS.pdf&#10;                  &#10;                .\" href=\"#ref-CR4\" id=\"ref-link-section-d150970625e478\">4<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Sutton, R. T. et al. The effect of an electronic medical record-based clinical decision support system on adherence to clinical protocols in inflammatory Bowel disease care: interrupted time series study. JMIR Med. Inf. 12, e55314 (2024).\" href=\"#ref-CR5\" id=\"ref-link-section-d150970625e478_1\">5<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 6\" title=\"Sutton, R. T. et al. An overview of clinical decision support systems: benefits, risks, and strategies for success. npj Digital Med. 3, 17 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR6\" id=\"ref-link-section-d150970625e481\" target=\"_blank\" rel=\"noopener\">6<\/a> or the United Kingdoms\u2019 Emergency Care Data Set (ECDS)<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 7\" title=\"Emergency Care Data Set (ECDS). &#010;                  https:\/\/digital.nhs.uk\/data-and-information\/data-collections-and-data-sets\/data-sets\/emergency-care-data-set-ecds&#010;                  &#010;                 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR7\" id=\"ref-link-section-d150970625e485\" target=\"_blank\" rel=\"noopener\">7<\/a>.<\/p>\n<p>Rapid digital transformation of the German healthcare system<\/p>\n<p>Germany provides healthcare to its eighty-three million citizens through the world\u2019s first social insurance system introduced in 1883 by German chancellor Otto von Bismarck, who laid the foundation for the current statutory health insurance system covering most Germans and inspired other health systems ever since. Its origins date back to the Middle Ages when guilds and selected businesses assumed responsibility for financing medical and nursing care for their members and employees<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 8\" title=\"The German healthcare system. &#010;                  https:\/\/www.bundesgesundheitsministerium.de\/fileadmin\/Dateien\/5_Publikationen\/Gesundheit\/Broschueren\/200629_BMG_Das_deutsche_Gesundheitssystem_EN.pdf&#010;                  &#010;                 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR8\" id=\"ref-link-section-d150970625e497\" target=\"_blank\" rel=\"noopener\">8<\/a>.<\/p>\n<p>Today, some 1900 hospitals and 430,000 doctors look after the country\u2019s population, costing more than one billion \u20ac per day, i.e., over 10% of Germany\u2019s gross domestic product. Like all Group of Seven (G7) and Organization for Economic Cooperation and Development (OECD) countries, Germany has been struggling with increasing healthcare expenditures. Germany fell behind when the United States, Canada, and the European Nordic countries decided to deploy digital technologies to take on the challenge in the late nineties and the beginning of this century. The recent pandemic was a wake-up call exposing Germany\u2019s weakness when crisis management was hampered due to the lack of centralized health data systems to nationally coordinate resources requiring manual transcription of fax messages. In contrast, other jurisdictions like the Canadian Province of Alberta, with a provincially rolled out electronic health record system, operated a fully digital emergency command center<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 9\" title=\"Baumgart, D. C. Digital advantage in the COVID-19 response: perspective from Canada&#x2019;s largest integrated digitalized healthcare system. npj Digital Med. 3, 114 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR9\" id=\"ref-link-section-d150970625e504\" target=\"_blank\" rel=\"noopener\">9<\/a>.<\/p>\n<p>The first initiative to overcome this problem was launched in 2020 as the Network of University Medicine, a nationwide academic medical center network for crisis management, and coordinated COVID-19<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 10\" title=\"Wu, F. et al. A new coronavirus associated with human respiratory disease in China. Nature 579, 265&#x2013;269 (2020).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR10\" id=\"ref-link-section-d150970625e511\" target=\"_blank\" rel=\"noopener\">10<\/a> research. Its mission has evolved to promote clinical research and accelerated knowledge transfer comparable to the Canadian Institute of Health Research\u2019s strategy for patient-oriented research<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 11\" title=\"Strategy for Patient-Oriented Research (SPOR). &#010;                  https:\/\/www.cihr-irsc.gc.ca\/e\/41204.html&#010;                  &#010;                 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR11\" id=\"ref-link-section-d150970625e515\" target=\"_blank\" rel=\"noopener\">11<\/a>. Around the same time, Germany launched its 500 million \u20ac medical informatics funding scheme to make secondary life science data more accessible to strengthen biomedical research and improve patient care. The Medical Informatics Initiative unites stakeholders in academic medicine and all research institutions, businesses, payors, and patient advocacy groups<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 12\" title=\"Medical Informatics Initiative. Strengthening research and advancing healthcare. &#010;                  https:\/\/www.medizininformatik-initiative.de\/en\/start&#010;                  &#010;                 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR12\" id=\"ref-link-section-d150970625e519\" target=\"_blank\" rel=\"noopener\">12<\/a> (Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#Fig1\" target=\"_blank\" rel=\"noopener\">1<\/a>).<\/p>\n<p><b id=\"Fig1\" class=\"c-article-section__figure-caption\" data-test=\"figure-caption-text\">Fig. 1: Overview of the Medical Informatics Initiative (MII) in Germany<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 12\" title=\"Medical Informatics Initiative. Strengthening research and advancing healthcare. &#010;                  https:\/\/www.medizininformatik-initiative.de\/en\/start&#010;                  &#010;                 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR12\" id=\"ref-link-section-d150970625e536\" target=\"_blank\" rel=\"noopener\">12<\/a>.<\/b><a class=\"c-article-section__figure-link\" data-test=\"img-link\" data-track=\"click\" data-track-label=\"image\" data-track-action=\"view figure\" href=\"https:\/\/www.nature.com\/articles\/s41746-025-01631-0\/figures\/1\" rel=\"nofollow noopener\" target=\"_blank\"><img decoding=\"async\" aria-describedby=\"Fig1\" src=\"https:\/\/www.europesays.com\/uk\/wp-content\/uploads\/2025\/04\/41746_2025_1631_Fig1_HTML.png\" alt=\"figure 1\" loading=\"lazy\" width=\"685\" height=\"510\"\/><\/a><\/p>\n<p>The biggest boost, however, comes from this year\u2019s launch of the National Health Data Lab<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 13\" title=\"Health Data Lab (HDL). &#010;                  https:\/\/www.healthdatalab.de\/&#010;                  &#010;                 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR13\" id=\"ref-link-section-d150970625e553\" target=\"_blank\" rel=\"noopener\">13<\/a>. It makes pseudonymized health data from all people (some 75 million or roughly 90% of Germany\u2019s population) insured in Germany\u2019s statutory health system available for research purposes. The strategic goal is to ensure efficient and effective medical care through the complete digitalization of the entire healthcare system. Additional supporting initiatives are Germany\u2019s artificial intelligence (AI) strategy<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"OECD (2024), OECD Artificial Intelligence Review of Germany, OECD Publishing, Paris, &#010;                  https:\/\/doi.org\/10.1787\/609808d6-en&#010;                  &#010;                .\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR14\" id=\"ref-link-section-d150970625e557\" target=\"_blank\" rel=\"noopener\">14<\/a>, including both an online platform for learning systems<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 15\" title=\"Learning Systems. Germany&#x2019;s Platform for Artificial Intelligence. &#010;                  https:\/\/www.plattform-lernende-systeme.de\/home-en.html&#010;                  &#010;                 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR15\" id=\"ref-link-section-d150970625e561\" target=\"_blank\" rel=\"noopener\">15<\/a>, where experts from academia, industry, politics, and civic organizations discuss the development and responsible use, as well as a national artificial intelligence observatory<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 16\" title=\"Artificial Intelligence Observatory. &#010;                  https:\/\/www.ki-observatorium.de\/&#010;                  &#010;                 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR16\" id=\"ref-link-section-d150970625e565\" target=\"_blank\" rel=\"noopener\">16<\/a> monitoring the impact of AI at the workplace and on society.<\/p>\n<p>A milestone for the European Health Data Space (EHDS)<\/p>\n<p>Germany\u2019s recent substantial investments in the digital transformation of its national healthcare system mark a critical milestone for the European Health Data Space (EHDS) launched this month. The European Union (EU) appreciates the importance of meaningful transnational data use. The EHDS aims to enhance individuals\u2019 access to and control over their personal electronic health data while enabling secondary data use for public interest, policy support, and scientific research. It includes establishment of a harmonized legal and technical frameworks for electronic health record systems<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 17\" title=\"European Union. European Health Data Space Regulation (EHDS). &#010;                  https:\/\/health.ec.europa.eu\/ehealth-digital-health-and-care\/european-health-data-space-regulation-ehds_en&#010;                  &#010;                 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR17\" id=\"ref-link-section-d150970625e577\" target=\"_blank\" rel=\"noopener\">17<\/a>.<\/p>\n<p>Impact on North America and outlook for the world<\/p>\n<p>The United States has created and is home to some of the most iconic resources for life science research, such as the fully digitalized National Library of Medicine or the Health Level Seven International (HL7) organization standardizing interoperability<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 3\" title=\"High Level Seven Fast Healthcare Interoperability Resources (HL7 FIHR). &#010;                  https:\/\/hl7.org\/fhir\/&#010;                  &#010;                 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR3\" id=\"ref-link-section-d150970625e590\" target=\"_blank\" rel=\"noopener\">3<\/a> and also most of the world\u2019s largest digital technology companies including those focused on artificial intelligence. Canada was an early adopter of digital health, including telemedicine, to deliver healthcare across its vast geography. It was the first country to have a national AI strategy<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 18\" title=\"Pan-Canadian Artificial Intelligence Strategy. &#010;                  https:\/\/ised-isde.canada.ca\/site\/ai-strategy\/en&#010;                  &#010;                 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR18\" id=\"ref-link-section-d150970625e594\" target=\"_blank\" rel=\"noopener\">18<\/a> and profoundly advanced deep learning and reinforcement learning.<\/p>\n<p>The digital health and life science AI race will be ultimately determined by access to population-representative health data to train dependable models. This is where countries like Germany and the EU are leading the way now. All countries are invited to follow their initiative and are welcome to join. Non-EU European countries, like the United Kingdom (UK) have developed national strategies for federated health data sharing like their Health Data Research Gateway (HDR UK), National Health Service Data Federated Data Platform (NHS FDP), the NHS Artificial Intelligence Laboratory and the associated UK Biobank. The United States and the EU introduced the data privacy framework with cross-border data transfer agreements<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 19\" title=\"Tschider, C. et al. The new EU-US data protection framework&#x2019;s implications for healthcare. J. Law Biosci. 11, lsae022 (2024).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR19\" id=\"ref-link-section-d150970625e601\" target=\"_blank\" rel=\"noopener\">19<\/a>. Canada has recently joined Horizon Europe, with its strong life science and technology focus, and has also taken steps towards transnational data sharing<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 20\" title=\"Baumgart, D. C. et al. Canada and the EU united for global health, but challenges remain. Lancet 405, 890&#x2013;891 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR20\" id=\"ref-link-section-d150970625e605\" target=\"_blank\" rel=\"noopener\">20<\/a>. However, despite efforts like the multinational Data for Health Initiative, their focus has been mostly on privacy<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Baumgart, D. C. An intriguing vision for transatlantic collaborative health data use and artificial intelligence development. npj Digital Med. 7, 19 (2024).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR21\" id=\"ref-link-section-d150970625e609\" target=\"_blank\" rel=\"noopener\">21<\/a> (Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#Fig2\" target=\"_blank\" rel=\"noopener\">2<\/a>).<\/p>\n<p><b id=\"Fig2\" class=\"c-article-section__figure-caption\" data-test=\"figure-caption-text\">Fig. 2: A vision for transatlantic collaborative health data sharing<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Baumgart, D. C. An intriguing vision for transatlantic collaborative health data use and artificial intelligence development. npj Digital Med. 7, 19 (2024).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR21\" id=\"ref-link-section-d150970625e626\" target=\"_blank\" rel=\"noopener\">21<\/a>.<\/b><a class=\"c-article-section__figure-link\" data-test=\"img-link\" data-track=\"click\" data-track-label=\"image\" data-track-action=\"view figure\" href=\"https:\/\/www.nature.com\/articles\/s41746-025-01631-0\/figures\/2\" rel=\"nofollow noopener\" target=\"_blank\"><img decoding=\"async\" aria-describedby=\"Fig2\" src=\"https:\/\/www.europesays.com\/uk\/wp-content\/uploads\/2025\/04\/41746_2025_1631_Fig2_HTML.png\" alt=\"figure 2\" loading=\"lazy\" width=\"685\" height=\"385\"\/><\/a><\/p>\n<p>Health (relevant) and life science (related) data originates not only in primary health care or research environments. Instead, stakeholders in healthcare, academia, industry, society, and government all contribute to it. Collaborative use of multisource health and life science data to enable digital innovation requires cultural change, establishing trust among all stakeholders, harmonizing technical and legal standards, aligned regulatory processes, and a streamlined exchange platform for citizens, researchers, developers, and innovators. Reproduced with permission.<\/p>\n<p>Bienzeisler et al.\u2019s<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 1\" title=\"Bienzeisler, J. et al. Implementation report on pioneering federated data access for the German National Emergency Department Data Registry. npj Digital Med. 8, 94 (2025).\" href=\"http:\/\/www.nature.com\/articles\/s41746-025-01631-0#ref-CR1\" id=\"ref-link-section-d150970625e643\" target=\"_blank\" rel=\"noopener\">1<\/a> work impressively demonstrates the potential of collaborative health data sharing and how to master complex legal constraints. Global health, life science research, and the biomedical industry would benefit most if more nations and continents followed Germany\u2019s and Europe\u2019s lead and contemplated national and continental health data spaces for the greater good of humankind.<\/p>\n","protected":false},"excerpt":{"rendered":"Bienzeisler et al.1 show how federated access to 7.9 million data sets representing 2 million patients enables the&hellip;\n","protected":false},"author":2,"featured_media":37170,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5310],"tags":[21370,3967,12848,13450,18852,8668,21371,2000,299,3968,1824,3941,21372,15612,21373,477,3690,7462,1096,20181,21374,21375,1093,2753,3016,21376,21377,7154,21378,21379],"class_list":{"0":"post-37169","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-germany","8":"tag-biomarkers","9":"tag-biomedicine","10":"tag-biotechnology","11":"tag-computational-biology-and-bioinformatics","12":"tag-computational-science","13":"tag-computer-science","14":"tag-diseases","15":"tag-eu","16":"tag-europe","17":"tag-general","18":"tag-germany","19":"tag-health-care","20":"tag-health-care-economics","21":"tag-health-policy","22":"tag-health-services","23":"tag-information-technology","24":"tag-machine-learning","25":"tag-mathematics-and-computing","26":"tag-medical-research","27":"tag-medicine-public-health","28":"tag-pathogenesis","29":"tag-prognosis","30":"tag-public-health","31":"tag-risk-factors","32":"tag-scientific-community","33":"tag-scientific-data","34":"tag-signs-and-symptoms","35":"tag-software","36":"tag-systems-biology","37":"tag-therapeutics"},"share_on_mastodon":{"url":"","error":"Validation failed: Text character limit of 500 exceeded"},"_links":{"self":[{"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/posts\/37169","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/comments?post=37169"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/posts\/37169\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/media\/37170"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/media?parent=37169"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/categories?post=37169"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/tags?post=37169"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}