{"id":67387,"date":"2026-07-09T18:15:02","date_gmt":"2026-07-09T10:15:02","guid":{"rendered":"https:\/\/sgbuzz.com\/?p=67387"},"modified":"2026-07-09T18:15:02","modified_gmt":"2026-07-09T10:15:02","slug":"healthcare-ai-models-tailored-to-spore-patients-being-built","status":"publish","type":"post","link":"https:\/\/sgbuzz.com\/?p=67387","title":{"rendered":"Healthcare AI models tailored to S&#8217;pore patients being built"},"content":{"rendered":"<p><br \/>\n<\/p>\n<div>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">SINGAPORE \u2013<!-- --> <!-- -->Healthcare artificial intelligence models tailored specifically for Singaporean patients and medical practices are being developed under a new national initiative.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">Announced on July 9, the initiative called Singapore Medical Foundation AI Model (SIMFONI) aims to<!-- --> help clinicians better diagnose conditions such as diabetes, high cholesterol and eye diseases <!-- -->by addressing a gap in the data used for AI training.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">The problem is that most AI foundation models used in healthcare today are trained on data from Western populations, which can limit the accuracy and relevance in Singapore\u2019s clinical settings.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">\u201cIn other words, they haven\u2019t gone to our local medical school. SIMFONI would have gone to our local medical school,\u201d said Health Minister Ong Ye Kung, in announcing the new initiative at the NCS Impact 2026 conference.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">Ong <!-- -->said that the AI models can offer possible diagnosis, treatment pathways and next steps, but doctors still make the final call.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">The plan is for the AI models to be deployed throughout the public healthcare system when it is ready, <!-- -->he added, without <!-- -->disclosing<!-- --> the timeline.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">SIMFONI is supported by<!-- --> the<!-- --> National Medical Research Council <!-- -->(NMRC)<!-- --> Office under <!-- -->the Ministry of Health (MOH)<!-- --> and the NMRC SIMFONI Funding Initiative under MOH Holdings. It is run by the Consortium for Clinical Research and Innovation Singapore<!-- --> (CRIS).<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">CRIS said that AI models<!-- --> customised for <!-- -->Singapore\u2019s population and clinical context will help doctors make more accurate and relevant decisions.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\"><b><i>Executive director of SIMFONI<\/i><\/b>\u00a0Professor Robert Morris said <!-- -->that the AI models are still being selected. They need to be able to interpret medical images, understand clinical records and support clinical reasoning.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">Many of the AI models available also differ in performance, safety behaviour and how readily they can be adapted to Singapore\u2019s clinical context.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">\u201cEach candidate goes through a rigorous evaluation and selection process. (They are) tested on established medical benchmarks, assessed against Singapore\u2019s clinical guidelines, and validated on local data,\u201d said Prof Morris.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">De-identified clinical data from Singapore\u2019s public healthcare system that reflects Singapore\u2019s population will be used.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">One of the AI models will be trained to help doctors manage diabetes, high blood pressure and high cholesterol \u2013 <!-- -->which together is one of<!-- --> the largest chronic disease <!-- -->burdens on <!-- -->Singapore\u2019s<!-- --> primary-care<!-- --> systems.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">For instance, Asians tend to develop diabetes at a lower body mass index compared <!-- -->with<!-- --> Westerners, and genetic risk factors also differ.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">So,<!-- --> the AI system will need to identify patients who may need early treatment,<!-- --> and <!-- -->check Singapore\u2019s national clinical guidelines to ensure recommendations follow current standards of care. <!-- -->Then the system will assess<!-- --> the patient\u2019s medical history, current condition and other relevant<!-- --> data <!-- -->to suggest treatment options <!-- -->or complications<!-- --> that the doctor may need to look<!-- --> at.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">Another<!-- --> focus area<!-- --> is eye diseases such as cataracts, retinal diseases and glaucoma. <!-- -->New multimodal AI systems that can understand <!-- -->text, images and audio<!-- --> will be designed to process<!-- --> conversations with patients, eye images and medical records into clinical notes to support doctors\u2019 decisions.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">CRIS added that as the eye provides valuable insights into other conditions \u2013 including diabetes,<!-- --> and<!-- --> cardiovascular and neurological disorders \u2013 the work lays the foundation to expand into other medical specialties.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">Ong also outlined three criteria needed<!-- --> to deploy AI well in healthcare: a strong digital operating environment, good quality data, and a sound policy and organisational structure.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">\u201cGood use of AI is not just about having the best AI tools. There need to be prerequisites. Otherwise, it\u2019s like having a state-of-the-art home appliance, say, a very smart TV. But so what? You have no electrical socket,\u201d said Ong.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">Taking on board the advice, <!-- -->MOH is in the final phases of replacing numerous <!-- -->isolated<!-- --> IT systems <!-- -->to ensure that systems <!-- -->covering the entire public healthcare sector <!-- -->are integrated for data sharing.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">The \u201cHerculean task\u201d has been done over many years, and includes adopting a common electronic medical record system by<!-- --> 2028. It will l<!-- -->ink all three public healthcare clusters \u2013 National University Health System, National Healthcare Group and Singapore Health Services \u2013 together, said Ong.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">Other improvements to the digital operating environment<!-- --> include the adoption of national IT systems for core functions such as billing, pharmacy operations, patient referrals across community settings and supply chain management.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">Next, Singapore needs to generate good quality data.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">Ong pointed out that just as organisations have finance and human resource departments to look after people and money, there needs to be departments looking after data for research, analysis and operational improvement.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">One major milestone is the National Electronic Health Record system, where key health information of patients will be shared across public and private healthcare providers. All healthcare providers will have to contribute to NEHR by early 2027.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">Another milestone is a national data analytics platform TRUST that gives public researchers and selected industry partners secure access to nearly 50 anonymised health and health-related datasets.<\/p>\n<p>Ong pointed out that healthcare is a well-regulated sector that considers carefully how to proceed with Al. \u201cWe ask ourselves: What are the problems we face? What are the areas of improvement? How does AI technology help to overcome them?\u201d he said.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">A lot of thought is put in in deciding how to, say, automate medical note-taking and clinical coding, predict outpatient attendance to improve hospital operations, help radiologists interpret scans, and identify people at high risk of developing chronic diseases for early intervention.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">For instance, Al diagnostic tools are capable of detecting even the slightest anomaly. But it will be designed to highlight only cases where there are established ways to diagnose, treat or follow up on.<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">Urging the audience to learn to work and coexist with Al, Ong said: \u201cWe cannot charge ahead, driven solely by commercial considerations, even as recursive AI systems gain self-reinforcing intelligence, agency and influence. Otherwise, the machines just seem wiser than their makers.\u201d<\/p>\n<p class=\"text-primary font-tertiary-body-baseline-regular\" data-testid=\"article-paragraph-annotation-test-id\">He added: \u201cWe must decide deliberately where to embrace AI, where to rein it in, and where human judgement and effort must prevail.\u201d<\/p>\n<\/div>\n<p><br \/>\n<center><br \/>\n<br \/><a href=\"https:\/\/www.straitstimes.com\/singapore\/ai-models-tuned-to-spore-patients-clinical-data-being-built-under-new-national-drive\" target=\"_blank\" rel=\"noopener\">Read Full Article At Source <\/a><br \/>\n<center\/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>SINGAPORE \u2013 Healthcare artificial intelligence models tailored specifically for Singaporean patients and medical practices are being developed under a new national initiative. Announced on July&#8230;<\/p>\n","protected":false},"author":1,"featured_media":67388,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[2611],"tags":[],"class_list":["post-67387","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-buzz-headlines","wpcat-2611-id"],"_links":{"self":[{"href":"https:\/\/sgbuzz.com\/index.php?rest_route=\/wp\/v2\/posts\/67387","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sgbuzz.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sgbuzz.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sgbuzz.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sgbuzz.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=67387"}],"version-history":[{"count":0,"href":"https:\/\/sgbuzz.com\/index.php?rest_route=\/wp\/v2\/posts\/67387\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sgbuzz.com\/index.php?rest_route=\/wp\/v2\/media\/67388"}],"wp:attachment":[{"href":"https:\/\/sgbuzz.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=67387"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sgbuzz.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=67387"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sgbuzz.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=67387"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}