[{"data":1,"prerenderedAt":448},["ShallowReactive",2],{"slug-5-trends-that-will-determine-the-hospital-from-the-future":3},{"post":4,"relatedPosts":199,"relatedBooks":339},{"id":5,"date":6,"date_gmt":7,"guid":8,"modified":10,"modified_gmt":11,"slug":12,"status":13,"type":14,"link":15,"title":16,"content":18,"excerpt":21,"author":23,"featured_media":24,"comment_status":25,"ping_status":25,"sticky":26,"template":27,"format":28,"meta":29,"categories":30,"tags":39,"project_category":52,"contact_email_category":57,"yst_prominent_words":58,"class_list":72,"better_featured_image":103,"acf":129,"yoast_meta":144,"_links":146},47227,"2026-04-30T10:23:02","2026-04-30T08:23:02",{"rendered":9},"https:\u002F\u002Fmedicalfuturist.com\u002F?post_id=47227&_wpnonce=2100cd11c6&status=auto-draft&type=post","2026-04-30T10:23:05","2026-04-30T08:23:05","5-trends-that-will-determine-the-hospital-from-the-future","publish","post","https:\u002F\u002Fmedicalfuturist.com\u002F5-trends-that-will-determine-the-hospital-from-the-future",{"rendered":17},"5 Trends That Will Determine The Hospital From The Future",{"rendered":19,"protected":20},"\n\u003Cp>For centuries, scientists have been trying to \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.ncbi.nlm.nih.gov\u002Fpmc\u002Farticles\u002FPMC402202\u002F\" target=\"_blank\">envision the future of hospitals\u003C\u002Fa>. Following the recent shift towards digital health technologies and the adoption of remote care approaches, it is only natural to wonder how these developments will impact those healthcare institutions. What can we expect from them in the future? Will there be hospitals altogether in a decade?\u003C\u002Fp>\n\n\n\n\u003Cp>The short answer is yes, physical institutions will still be part of the future of healthcare. However, their roles will be significantly different from what they currently are. They will integrate new elements of design, accommodate digital health technologies, and become specialised centers for invasive procedures, acute care, and disease prevention. In tandem, a significant portion of care will be offloaded outside of the confines of hospitals and healthcare professionals will need to adopt new roles for this purpose.\u003C\u002Fp>\n\n\n\u003Cdiv class=\"ebook-block-spacer\">\u003C\u002Fdiv>\n\u003Cdiv class=\"ebook-block-backdrop backdrop-blur\" id=\"modal-backdrop-ebook-block_b71c4ea3bbeb3c251b3f291533686a79\">\u003C\u002Fdiv>\n\u003Cinput style=\"display: none\" id=\"modal-ebook-block_b71c4ea3bbeb3c251b3f291533686a79\"\n       value=\"{"featured":{"ID":47427,"post_author":"6","post_date":"2022-09-29 09:59:00","post_date_gmt":"2022-09-29 07:59:00","post_content":"<!-- wp:paragraph -->\\n<p>Learn how hospitals of the future will be designed, and what technologies will be used in hospitals to change the healthcare experience for all.<\\\u002Fp>\\n<!-- \\\u002Fwp:paragraph -->","post_title":"A Guide To The Future Of Hospitals - The Medical Futurist","post_excerpt":"","post_status":"publish","comment_status":"closed","ping_status":"closed","post_password":"","post_name":"a-guide-to-the-future-of-hospitals","to_ping":"","pinged":"","post_modified":"2023-03-12 18:17:06","post_modified_gmt":"2023-03-12 17:17:06","post_content_filtered":"","post_parent":0,"guid":"https:\\\u002F\\\u002Fapi.medicalfuturist.com\\\u002F?post_type=book&p=47427","menu_order":5,"post_type":"book","post_mime_type":"","comment_count":"0","filter":"raw","featured_image":["https:\\\u002F\\\u002Fcdn.medicalfuturist.com\\\u002Fwp-content\\\u002Fuploads\\\u002F2022\\\u002F09\\\u002Fguide-to-the-future-of-hospitals.png",320,414,false],"leanpub_url":"https:\\\u002F\\\u002Fleanpub.com\\\u002Ffuture-of-hospitals","preview":[{"image":"https:\\\u002F\\\u002Fcdn.medicalfuturist.com\\\u002Fwp-content\\\u002Fuploads\\\u002F2022\\\u002F09\\\u002F0926_Future_of_Hospitals_Cover.png"}],"buy_button_text":"Get it on Leanpub"},"others":[]}\"\u002F>\n\u003Cdiv id=\"ebook-block_b71c4ea3bbeb3c251b3f291533686a79\" class=\"ebook\">\n    \u003Cdiv class=\"ebook-block h-100\">\n        \u003Cdiv class=\"container h-100\">\n            \u003Cdiv class=\"article-body h-100\">\n                \u003Cdiv class=\"row h-100 align-items-center\">\n                    \u003Cdiv class=\"col-md-5 pr-md-5 mb-4 mb-md-0\">\n                        \u003Cimg decoding=\"async\" src=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2022\u002F09\u002Fguide-to-the-future-of-hospitals.png\" alt=\"\" class=\"img-fluid\">\n                    \u003C\u002Fdiv>\n                    \u003Cdiv class=\"col-md-7 pl-md-3\">\n                        \u003Ch3>A Guide To The Future Of Hospitals – The Medical Futurist\u003C\u002Fh3>\n                        \u003C!-- wp:paragraph -->\n\u003Cp>Learn how hospitals of the future will be designed, and what technologies will be used in hospitals to change the healthcare experience for all.\u003C\u002Fp>\n\u003C!-- \u002Fwp:paragraph -->                        \u003Cbutton data-target=\"modal-ebook-block_b71c4ea3bbeb3c251b3f291533686a79\"\n                                class=\"ebook-block-button btn btn-lg font-weight-bold btn-tmf-blue mt-3\">\n                            Start Reading Now\n                        \u003C\u002Fbutton>\n                    \u003C\u002Fdiv>\n                \u003C\u002Fdiv>\n            \u003C\u002Fdiv>\n        \u003C\u002Fdiv>\n    \u003C\u002Fdiv>\n\u003C\u002Fdiv>\n\n\n\n\u003Cp>To dive into the trends shaping up this future and the required elements for hospitals to be future-ready, The Medical Futurist updated \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fleanpub.com\u002Ffuture-of-hospitals\u002F\" target=\"_blank\">our beloved e-book ‘A Guide To The Future Of Hospitals\u003C\u002Fa>‘. Composed of seven chapters and including input from industry experts, this e-book aims to equip policymakers, healthcare professionals, and digital health businesses with adequate insights to prepare for the future of hospitals.\u003C\u002Fp>\n\n\n\n\u003Cp>To provide a glimpse of what to expect from our new publication, this article explores five trends that will help shape the hospital of the future. We go into more details in our e-book and we would encourage you to discover more by purchasing a copy of The Guide To The Future Of Hospitals.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>1. The shift of the POC towards homes\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>The point-of-care (POC) refers to the location where care is delivered. Traditionally, this referred to the patient’s bedside in a healthcare facility. But as recent years have highlighted, the POC extends beyond hospital walls to include where the patients are, thanks to remote care and telehealth services, wearables, portable diagnostics, and at-home lab tests.\u003C\u002Fp>\n\n\n\n\u003Cp>This means that patients often can now be monitored and receive healthcare recommendations from the comfort of their homes. This has spurred the new concept of ‘\u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fwelcome-to-the-virtual-ward\" target=\"_blank\">virtual wards\u003C\u002Fa>’.\u003C\u002Fp>\n\n\n\u003Cdiv class=\"wp-block-image\">\n\u003Cfigure class=\"aligncenter size-large\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F06\u002Ftmf_article_277-01-768x432.png\" alt=\"physician shortage moves care from hospitals to the patients' homes\" class=\"wp-image-34881\" srcset=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F06\u002Ftmf_article_277-01-768x432.png 768w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F06\u002Ftmf_article_277-01-370x208.png 370w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F06\u002Ftmf_article_277-01-1536x864.png 1536w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F06\u002Ftmf_article_277-01.png 1920w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \u002F>\u003C\u002Ffigure>\n\u003C\u002Fdiv>\n\n\n\u003Cp>Virtual wards offer hospital-grade attention to patients in their own homes using remote monitoring health tools. These provide real-time monitoring which, combined with two-way communication, allows patients to be in touch with healthcare professionals. The latter can subsequently provide prompt intervention if they identify signs of deterioration. Procedures such as intravenous therapies that require trained professionals are performed by a visiting nurse.\u003C\u002Fp>\n\n\n\n\u003Cp>Such approaches have already been piloted in countries like the \u003Ca href=\"https:\u002F\u002Fwww.england.nhs.uk\u002Fvirtual-wards\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">U.K.\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fwww.linkedin.com\u002Fpulse\u002Fvirtual-wards-why-widely-adopted-across-us-healthcare-lloyd-price\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">U.S.\u003C\u002Fa>, \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.healthcareitnews.com\u002Fnews\u002Fasia\u002Fcovid-19-virtual-ward-helped-singaporean-health-system-save-over-3500-bed-days\" target=\"_blank\">Singapore\u003C\u002Fa> and \u003Ca href=\"https:\u002F\u002Fwww.9news.com.au\u002Fnational\u002Fvirtual-hospital-adelaide-my-home-hospital-for-sa-health\u002Fdc90a123-8d67-4efb-902c-5e9b74df7e01\" target=\"_blank\" rel=\"noreferrer noopener\">Australia\u003C\u002Fa>. As they become more common in the future, hospitals have to be adequately equipped and designed to support such a modality of care delivery.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>2. Designing specific spaces for remote care consultations\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>Virtual wards aren’t the only approach that will make use of remote care but a significant proportion of outpatient consultations will also be handled in this manner. McKinsey forecasts that, in the future, \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.bloomberg.com\u002Fnews\u002Farticles\u002F2021-02-23\u002Fhow-the-pandemic-is-transforming-hospital-design\" target=\"_blank\">25% of outpatient services\u003C\u002Fa> could be conducted through telemedicine. Such an approach can help diminish the rate of unnecessary visits while improving the patient experience. \u003C\u002Fp>\n\n\n\u003Cdiv class=\"wp-block-image\">\n\u003Cfigure class=\"aligncenter size-large\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F03\u002Ftmf_article_250-51-01-768x432.png\" alt=\"Hospital healtcare gap democratise future\" class=\"wp-image-33551\" srcset=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F03\u002Ftmf_article_250-51-01-768x432.png 768w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F03\u002Ftmf_article_250-51-01-370x208.png 370w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F03\u002Ftmf_article_250-51-01-1536x864.png 1536w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F03\u002Ftmf_article_250-51-01.png 1920w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \u002F>\u003C\u002Ffigure>\n\u003C\u002Fdiv>\n\n\n\u003Cp>To handle the new normal, clinical spaces will need rethinking to accommodate rooms dedicated to virtual consultations and remote care. These will include user-friendly sound and lighting control, with dual screens to simultaneously converse with the patient and access their medical records,” Dr Diana Anderson \u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fthe-future-of-hospital-design-inside-the-point-of-care\u002F\">told The Medica\u003C\u002Fa>\u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fthe-future-of-hospital-design-inside-the-point-of-care\u002F\" target=\"_blank\">l\u003C\u002Fa>\u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fthe-future-of-hospital-design-inside-the-point-of-care\u002F\" target=\"_blank\" rel=\"noreferrer noopener\"> Futurist\u003C\u002Fa>.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>3. From hand-written notes to voice-to-text\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>Clinical documentation systems \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fthe-evolution-of-clinical-documentation-from-paper-to-ai\" target=\"_blank\">evolved significantly during the past decades\u003C\u002Fa>, moving from paper to computers. While most hospitals currently rely on electronic health record (EHR) systems, the necessary administration is among the top contributors to physician burnout. Healthcare professionals spend \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.beckershospitalreview.com\u002Fehrs\u002F6-stats-on-ehr-related-physician-burnout-and-7-tips-to-combat-it.html\" target=\"_blank\">a considerable amount of time\u003C\u002Fa> entering data into EHRs, leaving them with less time to spend with their patients. Many consider EHRs as their \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fvoice-to-text-technologies-shape-the-future\u002F\" target=\"_blank\">number one challenge\u003C\u002Fa>.\u003C\u002Fp>\n\n\n\n\u003Cp>A promising alternative to manually inputting data into EHRs is voice-to-text technology. It operates via a voice recognition system that transcribes patient-doctor visits without requiring physical input.\u003C\u002Fp>\n\n\n\u003Cdiv class=\"wp-block-image\">\n\u003Cfigure class=\"aligncenter size-large\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-768x432.gif\" alt=\"voice to text technologies help future hospitals to operate more efficiently \" class=\"wp-image-24827\" srcset=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-768x432.gif 768w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-370x208.gif 370w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-1536x864.gif 1536w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-2048x1152.gif 2048w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-512x288.gif 512w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \u002F>\u003C\u002Ffigure>\n\u003C\u002Fdiv>\n\n\n\u003Cp>This field has been developing steadily for decades, but progress has become very evident in the past few years. \u003Ca href=\"https:\u002F\u002Fwww.nuance.com\u002Fen-gb\u002Fhealthcare\u002Fphysician-and-clinical-speech\u002Fdragon-medical.html\">Nuance\u003C\u002Fa> and \u003Ca href=\"https:\u002F\u002Fwww.3m.com\u002F3M\u002Fen_US\u002Fhealth-information-systems-us\u002Fcreate-time-to-care\u002Fclinician-solutions\u002Fspeech-recognition\u002Ffluency-direct\u002F\">3M\u003C\u002Fa> were among the first to focus significant efforts on the automated (medical) scribe segment, offering voice recognition services that create clinical notes that integrate into EHRs.\u003C\u002Fp>\n\n\n\n\u003Cp>Microsoft’s $16bn acquisition of Nuance in 2022 shows new levels of commitment, resources, and partnerships. Following the\u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.modernhealthcare.com\u002Fdigital-health\u002Fhimss-2023-epic-microsoft-bring-openais-gpt-4-ehrs\" target=\"_blank\"> early 2023 announcements\u003C\u002Fa> of working on integrating GPT-4 into Epic’s EHR systems, Nuance’s artificial intelligence (AI) based \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.healthcareitnews.com\u002Fnews\u002Fnuance-ai-copilot-now-fully-embedded-epic-ehr\" target=\"_blank\">DAX CoPilot is now fully embedded\u003C\u002Fa> in Epic EHR, and is available to hundreds of hospitals and health systems. \u003C\u002Fp>\n\n\n\n\u003Cp>But Nuance’s DAX (and Dragon) are not the only ones offering AI scribes for medical purposes. A French contender, \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.patreon.com\u002Fposts\u002Fnabla-copilot-4-82088198\" target=\"_blank\">Nabla Copilot\u003C\u002Fa> is also successful \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.hcinnovationgroup.com\u002Fanalytics-ai\u002Farticle\u002F53098833\u002Fchildrens-hospital-los-angeles-to-roll-out-nabla-copilot-ambient-ai-assistant\" target=\"_blank\">on the other side of the Atlantic\u003C\u002Fa>. \u003C\u002Fp>\n\n\n\n\u003Cp>By slashing the need to type into EHRs, physicians can spend more time with their patients and provide medical attention.\u003C\u002Fp>\n\n\n\n\u003Cp>The healthcare sector shifted from paper records to administrators, electronic medical records, and now, voice-to-text applications. But it is not the end of the road. We are looking forward to the potential of \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fwhy-it-is-important-to-understand-multimodal-large-language-models-in-healthcare\u002F\" target=\"_blank\">Multimodal Large Language Models\u003C\u002Fa> (M-LLMs) which promise a comprehensive and efficient system, potentially reclaiming the human touch in medical care.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>4. AI in decision-making\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>Another technology with major potential to enhance the functioning of hospitals is artificial intelligence (AI). Its contribution ranges from reducing \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fambient-intelligence-and-emotion-ai-in-healthcare\u002F\" target=\"_blank\">alarm fatigue\u003C\u002Fa> to \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Ftop-12-health-chatbots\u002F\" target=\"_blank\">triaging\u003C\u002Fa>, from administration to clinical decision-making. \u003C\u002Fp>\n\n\n\n\u003Cp>AI can indeed assist in \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fwhat-has-a-i-in-medicine-ever-done-for-us\" target=\"_blank\">a multitude of diagnostic processes\u003C\u002Fa>. Such software can, for instance, provide pointers from medical data to help clinicians identify conditions such as \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fpubmed.ncbi.nlm.nih.gov\u002F23361114\u002F\" target=\"_blank\">ADHD\u003C\u002Fa>, \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.ncbi.nlm.nih.gov\u002Fpmc\u002Farticles\u002FPMC10731177\u002F#:~:text=AI%20can%20also%20help%20in,periodic%20leg%20movement%20disorders%2C%20etc.\" target=\"_blank\">sleep disorders\u003C\u002Fa>, and \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.mobihealthnews.com\u002Fnews\u002Fzebra-medical-vision-lands-fda-clearance-tool-detect-cardiovascular-disease\" target=\"_blank\">quantify coronary artery calcification\u003C\u002Fa>. \u003C\u002Fp>\n\n\n\u003Cdiv class=\"wp-block-image\">\n\u003Cfigure class=\"aligncenter size-large\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F214_tmf-01-768x432.png\" alt=\"things you can and can't expect from A.I. in future hospitals\" class=\"wp-image-30779\" srcset=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F214_tmf-01-768x432.png 768w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F214_tmf-01-370x208.png 370w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F214_tmf-01-1536x864.png 1536w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F214_tmf-01.png 1920w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \u002F>\u003C\u002Ffigure>\n\u003C\u002Fdiv>\n\n\n\u003Cp>Essentially, AI-powered tools can become the doctor’s new assistant that can crunch through volumes of data from their EHRs and \u003Ca href=\"https:\u002F\u002Fwww.lunduniversity.lu.se\u002Farticle\u002Fai-supported-mammography-screening-found-be-safe\" target=\"_blank\" rel=\"noreferrer noopener\">radiological scans\u003C\u002Fa>. They can then \u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fhow-can-you-use-ai-in-your-healthcare-right-now\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">detect patterns and suspicious signs\u003C\u002Fa>, and provide recommendations. Physicians can subsequently interpret those recommendations and determine the optimal clinical route for the patient.\u003C\u002Fp>\n\n\n\n\u003Cp>One especially exciting aspect of the AI revolution is the field of \u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fgenerative-ai-explained-its-impact-and-future-in-healthcare\" target=\"_blank\" rel=\"noreferrer noopener\">generative AI\u003C\u002Fa>, and large (\u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fusing-chatgpt-offline-the-emergence-of-small-language-models\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">and small\u003C\u002Fa>) language models in particular – a segment that stepped into the spotlight recently. \u003C\u002Fp>\n\n\n\n\u003Cp>Although these “general” large language models were not developed (and approved) for giving medical advice, medical LLMs do exist. One of the most prominent examples is \u003Ca rel=\"noreferrer noopener\" style=\"\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fmedpalm-new-ai-medical-chatbots-will-soon-be-better-than-waiting-for-a-doctor\u002F\" target=\"_blank\">Google’s Med-PaLM 2\u003C\u002Fa>. This LLM is \u003Ca rel=\"noreferrer noopener\" style=\"\" href=\"https:\u002F\u002Fsites.research.google\u002Fmed-palm\u002F\" target=\"_blank\">specifically trained on a massive dataset of medical text\u003C\u002Fa>, including research papers, clinical notes, and textbooks. This specialised training allows Med-PaLM 2 to understand complex medical terminology and concepts and \u003Ca rel=\"noreferrer noopener\" style=\"\" href=\"https:\u002F\u002Farxiv.org\u002Fpdf\u002F2305.09617.pdf\" target=\"_blank\">according to this pre-print paper\u003C\u002Fa>, with impressive accuracy. Med-PaLM 2 is not accessible to the general public, but the Mayo Clinic has \u003Ca rel=\"noreferrer noopener\" style=\"\" href=\"https:\u002F\u002Fwww.theverge.com\u002F2023\u002F7\u002F8\u002F23788265\u002Fgoogle-med-palm-2-mayo-clinic-chatbot-bard-chatgpt\" target=\"_blank\">reportedly been testing\u003C\u002Fa> the system since 2023.\u003C\u002Fp>\n\n\n\n\u003Cp>This brings us to the next major concept: multimodal large language models, or M-LLMs, we mentioned at the end of the previous segment. M-LLMs \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fwhy-it-is-important-to-understand-multimodal-large-language-models-in-healthcare\u002F\" target=\"_blank\">will be crucial in the future of hospital\u003C\u002Fa>\u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fwhy-it-is-important-to-understand-multimodal-large-language-models-in-healthcare\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">s\u003C\u002Fa>. Multimodal systems can process and interpret multiple types of input data, such as text, images, audio, and video, simultaneously. These M-LLM systems will eventually serve as a central hub for various unimodal AI applications in hospitals, translating between various technologies and humans, allowing a single, easy-to-use interface to control a wide range of applications. \u003C\u002Fp>\n\n\n\n\u003Cp>AI has \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fleanpub.com\u002FArtificialIntelligenceinHealthcare\" target=\"_blank\">a vast amount\u003C\u002Fa> of potential in healthcare and as it becomes integral to care delivery, hospitals should be able to accommodate them. \u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fcloud-gaming-can-bring-artificial-intelligence-to-the-doctors-office\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">Cloud computing infrastructure\u003C\u002Fa> could be such a means to make healthcare facilities AI-ready, but the medical staff should also get acquainted with the technology and \u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002F10-things-you-can-definitely-expect-from-the-future-of-healthcare-ai\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">its realistic potential\u003C\u002Fa>.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>5. Cybersecurity and how hospitals can keep patients’ data safe\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>With the increased digitisation of healthcare, healthcare establishments will need to acknowledge the \u003Ca rel=\"noreferrer noopener\" style=\"\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fyour-privacy-in-the-digital-health-era-the-medical-futurists-guide\u002F\" target=\"_blank\">accompanying cybersecurity risks\u003C\u002Fa>. Cyberattacks, which \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.aha.org\u002Faha-center-health-innovation-market-scan\u002F2023-10-10-how-prevent-high-impact-cyberattack\" target=\"_blank\">experienced a rise\u003C\u002Fa> in the past years, can \u003Ca rel=\"noreferrer noopener\" style=\"\" href=\"https:\u002F\u002Fhealthitsecurity.com\u002Fnews\u002Fthe-10-biggest-healthcare-data-breaches-of-2020\" target=\"_blank\">compromise sensitive patient data\u003C\u002Fa> as well as \u003Ca rel=\"noreferrer noopener\" style=\"\" href=\"https:\u002F\u002Fwww.hhs.gov\u002Fblog\u002F2022\u002F02\u002F28\u002Fimproving-cybersecurity-posture-healthcare-2022.html\" target=\"_blank\">force the cancellation\u003C\u002Fa> of crucial services such as surgeries and radiology exams. \u003C\u002Fp>\n\n\n\n\u003Cp>Hospitals should thus set up proper safeguarding protocols and approaches against cybercrimes. They can \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fcyberthreats-to-hospitals-2021\u002F\" target=\"_blank\">educate and train staff\u003C\u002Fa> to identify and counter activities of malicious third parties, which often \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.csoonline.com\u002Farticle\u002F3648654\u002Fsocial-engineering-definition-examples-and-techniques.html\" target=\"_blank\">exploit human psychology\u003C\u002Fa>. \u003C\u002Fp>\n\n\n\n\u003Cp>Regarding the technical aspect, anti-virus and anti-ransomware protection should be employed; and operating systems and software applications should be updated. Outdated software was in fact behind the leading cause of the infamous \u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fthe-nhs-ransomware-attack-data-privacy-in-digital-health-part-one\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">WannaCry cyberattack on 61 NHS institutions\u003C\u002Fa> in 2017.\u003C\u002Fp>\n\n\n\n\u003Cp>On top of these cybersecurity concerns, hospitals will need to ensure that patients’ data are transparently handled. As they will increasingly employ AI tools, hospitals will need to use patient data to train the algorithms, often while collaborating with Big Tech companies. However, patients might not be explicitly informed of such uses of their data. The collaboration between Google’s DeepMind AI unit and the Royal Free London NHS Trust \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.medicaldevice-network.com\u002Ffeatures\u002Fdata-privacy-advertising-amazon-and-artificial-intelligence\u002F\" target=\"_blank\">exemplifies this\u003C\u002Fa>. In the latter case, certain healthcare-related details of \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Ftechcrunch.com\u002F2016\u002F05\u002F04\u002Fconcerns-raised-over-broad-scope-of-deepmind-nhs-health-data-sharing-deal\u002F\" target=\"_blank\">some 1.6 million patients\u003C\u002Fa> were shared without properly informing patients of such use.\u003C\u002Fp>\n\n\n\n\u003Cp>While there is essentially no effective AI without patient data to train them on, privacy-focused training methods could be adopted. One such approach is decentralised \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Ffederated-learning-can-protect-patients-data-in-hospitals\u002F\" target=\"_blank\">federated learning\u003C\u002Fa>, which has been shown to \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.nature.com\u002Farticles\u002Fs41746-020-00323-1\" target=\"_blank\">perform comparably\u003C\u002Fa> to other centralised models to deliver \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.medrxiv.org\u002Fcontent\u002F10.1101\u002F2020.12.22.20245407v1.full\" target=\"_blank\">quality\u003C\u002Fa> and \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.jmir.org\u002F2020\u002F10\u002Fe20891\" target=\"_blank\">reliable\u003C\u002Fa> performance. \u003C\u002Fp>\n\n\n\n\u003Cp>Hospitals will thus need to ensure that patients’ data are handled responsibly and transparently; in particular in order to foster a trusting relationship between patients, hospitals and developers for effective digital health adoption.\u003C\u002Fp>\n\n\n\u003Cdiv class=\"wp-block-image\">\n\u003Cfigure class=\"aligncenter size-large\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"463\" src=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2022\u002F09\u002Fhealthcare-privacy-768x463.png\" alt=\"healthcare privacy tmf hacker laptop computer data\" class=\"wp-image-47163\" srcset=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2022\u002F09\u002Fhealthcare-privacy-768x463.png 768w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2022\u002F09\u002Fhealthcare-privacy-1536x926.png 1536w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2022\u002F09\u002Fhealthcare-privacy.png 1792w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \u002F>\u003C\u002Ffigure>\n\u003C\u002Fdiv>\n\n\n\u003Cp>While these five trends indicate how the hospital in the future will operate, many more factors come into play. These range from specific design elements through the impact of tech giants to the new role of healthcare professionals. We provide in-depth analyses regarding how these elements factor in the functioning of the hospital of the future and we invite you to discover them in detail in our e-book \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fleanpub.com\u002Ffuture-of-hospitals\" target=\"_blank\">A Guide To The Future Of Hospitals\u003C\u002Fa>.\u003C\u002Fp>\n\n\n\n\u003Cp>\u003Cem>Written by Dr. Bertalan Meskó & Dr. Pranavsingh Dhunnoo\u003C\u002Fem>\u003C\u002Fp>\n",false,{"rendered":22,"protected":20},"\u003Cp>Let’s explore five important trends that will help shape the hospital of the future and how they will transform care!\u003C\u002Fp>\n",16,47421,"closed",true,"","standard",{"_acf_changed":20,"footnotes":27},[31,32,33,34,35,36,37,38],7079,6261,504,798,521,499,516,494,[40,41,42,43,44,45,46,47,48,49,50,51],543,4471,609,134,4925,637,207,723,275,6743,313,7639,[53,54,55,56],949,950,951,952,[],[59,60,61,62,63,64,65,66,67,68,69,70,71],2605,2611,1617,3825,1631,4449,1683,1709,1721,1723,1807,2125,2339,[73,14,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102],"post-47227","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tmf","category-forecast","category-artificial-intelligence","category-digital-health-research","category-future-medicine","category-healthcare-design","category-medical-education","category-telemedicine","tag-future-of-hospital","tag-remote-care","tag-healthcare-design","tag-ai","tag-point-of-care","tag-telehealth","tag-digital-health","tag-telemedicine","tag-healthcare","tag-hospitals","tag-medicine","tag-future-hospitals","project_category-educators","project_category-medical-professionals","project_category-patients","project_category-policy-makers",{"id":24,"alt_text":27,"caption":27,"description":27,"media_type":104,"media_details":105,"post":5,"source_url":128},"image",{"width":106,"height":107,"file":108,"sizes":109,"image_meta":126},1280,720,"2022\u002F09\u002FFuture_of_Hospitals_Header_tmf.png",{"medium":110,"large":116,"thumbnail":121,"medium_large":125},{"file":111,"width":112,"height":113,"mime-type":114,"source_url":115},"Future_of_Hospitals_Header_tmf-370x208.png","370","208","image\u002Fpng","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2022\u002F09\u002FFuture_of_Hospitals_Header_tmf-370x208.png",{"file":117,"width":118,"height":119,"mime-type":114,"source_url":120},"Future_of_Hospitals_Header_tmf-768x432.png","768","432","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2022\u002F09\u002FFuture_of_Hospitals_Header_tmf-768x432.png",{"file":122,"width":123,"height":123,"mime-type":114,"source_url":124},"Future_of_Hospitals_Header_tmf-150x150.png","150","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2022\u002F09\u002FFuture_of_Hospitals_Header_tmf-150x150.png",{"file":117,"width":118,"height":119,"mime-type":114,"source_url":120},{"aperture":127,"credit":27,"camera":27,"caption":27,"created_timestamp":127,"copyright":27,"focal_length":127,"iso":127,"shutter_speed":127,"title":27,"orientation":127},"0","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2022\u002F09\u002FFuture_of_Hospitals_Header_tmf.png",{"cta_type":130,"cta_color":27,"subtitle":27,"related_books":131,"related_posts_footer":135,"related_posts":20,"key_takeaways":139},"subscribe",[132,133,134],24761,31417,52203,[136,137,138],55367,55033,55227,[140,142],{"title":141},"\u003Cp>We will have hospitals in 2040 too, but their roles will be different.\u003C\u002Fp>\n",{"title":143},"\u003Cp>Parallel to this transformation, the roles of healthcare personnel will also be different with AI, remote care transforming diagnostics and patient-doctor interactions.\u003C\u002Fp>\n",{"yoast_wpseo_title":17,"yoast_wpseo_metadesc":145,"yoast_wpseo_canonical":15},"Let's explore five important trends that shape the hospital of the future and how they transform care and the role of patients and medical professionals!",{"self":147,"collection":153,"about":156,"author":159,"replies":162,"version-history":165,"predecessor-version":169,"wp:featuredmedia":173,"wp:attachment":176,"wp:term":179,"curies":195},[148],{"href":149,"targetHints":150},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F47227",{"allow":151},[152],"GET",[154],{"href":155},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts",[157],{"href":158},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftypes\u002Fpost",[160],{"embeddable":26,"href":161},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fusers\u002F16",[163],{"embeddable":26,"href":164},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcomments?post=47227",[166],{"count":167,"href":168},34,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F47227\u002Frevisions",[170],{"id":171,"href":172},60691,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F47227\u002Frevisions\u002F60691",[174],{"embeddable":26,"href":175},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia\u002F47421",[177],{"href":178},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia?parent=47227",[180,183,186,189,192],{"taxonomy":181,"embeddable":26,"href":182},"category","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcategories?post=47227",{"taxonomy":184,"embeddable":26,"href":185},"post_tag","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftags?post=47227",{"taxonomy":187,"embeddable":26,"href":188},"project_category","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fproject_category?post=47227",{"taxonomy":190,"embeddable":26,"href":191},"contact_email_category","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcontact_email_category?post=47227",{"taxonomy":193,"embeddable":26,"href":194},"yst_prominent_words","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fyst_prominent_words?post=47227",[196],{"name":197,"href":198,"templated":26},"wp","https:\u002F\u002Fapi.w.org\u002F{rel}",[200],{"id":138,"date":201,"date_gmt":202,"guid":203,"modified":205,"modified_gmt":206,"slug":207,"status":13,"type":14,"link":208,"title":209,"content":211,"excerpt":213,"author":23,"featured_media":215,"comment_status":25,"ping_status":25,"sticky":26,"template":27,"format":28,"meta":216,"categories":217,"tags":218,"project_category":225,"contact_email_category":226,"yst_prominent_words":227,"class_list":232,"better_featured_image":240,"acf":281,"yoast_meta":295,"_links":297},"2024-03-21T09:30:00","2024-03-21T08:30:00",{"rendered":204},"https:\u002F\u002Fmedicalfuturist.com\u002F?post_id=55227&_wpnonce=2ca604b821&status=auto-draft&type=post","2024-03-21T08:25:25","2024-03-21T07:25:25","what-could-an-ai-video-generator-add-to-healthcare","https:\u002F\u002Fmedicalfuturist.com\u002Fwhat-could-an-ai-video-generator-add-to-healthcare",{"rendered":210},"Sora And Healthcare: Revolutionising Healthcare With AI Video Generation",{"rendered":212,"protected":20},"\n\u003Cp>“Historical footage of California during the gold rush.” From this simple prompt, OpenAI’s new text-to-video model \u003Ca href=\"https:\u002F\u002Fopenai.com\u002Fsora\" target=\"_blank\" rel=\"noreferrer noopener\">Sora\u003C\u002Fa> could generate a 25-second footage of what one could at a glance indeed think is real footage from that era. While such abilities of the company’s new artificial intelligence model were demonstrated \u003Ca href=\"https:\u002F\u002Fyoutu.be\u002FHK6y8DAPN_0?si=IHyVTmdQmzmnamz2\" target=\"_blank\" rel=\"noreferrer noopener\">in videos\u003C\u002Fa>, Sora is not currently publicly available.\u003C\u002Fp>\n\n\n\n\u003Cp>Nevertheless, its potential to create videos from simple text is bound to have consequences for the film and advertising industries. This has also led us to contemplate its possible medical and healthcare implications when it will be publicly available \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.theverge.com\u002F2024\u002F3\u002F13\u002F24099402\u002Fopenai-text-to-video-ai-sora-public-availability\" target=\"_blank\">later this year\u003C\u002Fa>.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>Sora’s story\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>When OpenAI publicly unveiled Sora for the first time in early 2024, they described it as “an AI model that can create realistic and imaginative scenes from text instructions”. This was no hyperbole as the demoed clips weren’t far from being realistic.\u003C\u002Fp>\n\n\n\n\u003Cp>However, this is not the first example of text-to-video models. Last year, New York-based Runway \u003Ca href=\"https:\u002F\u002Fwww.nature.com\u002Farticles\u002Fd41586-024-00661-0\" target=\"_blank\" rel=\"noreferrer noopener\">launched Gen-2\u003C\u002Fa>, and Google announced its \u003Ca href=\"https:\u002F\u002Fwww.theverge.com\u002F2024\u002F1\u002F27\u002F24052140\u002Fgoogle-lumiere-ai-video-generation-runway-pika\" target=\"_blank\" rel=\"noreferrer noopener\">Lumiere model\u003C\u002Fa> a few weeks before Sora’s reveal. What makes Sora stand out is that it understands both the prompt and how elements in the output should interact in the physical world.\u003C\u002Fp>\n\n\n\n\u003Cfigure class=\"wp-block-embed aligncenter is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\">\u003Cdiv class=\"wp-block-embed__wrapper\">\n\u003Ciframe loading=\"lazy\" title=\"Introducing Sora — OpenAI’s text-to-video model\" width=\"640\" height=\"360\" src=\"https:\u002F\u002Fwww.youtube.com\u002Fembed\u002FHK6y8DAPN_0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen>\u003C\u002Fiframe>\n\u003C\u002Fdiv>\u003C\u002Ffigure>\n\n\n\n\u003Cp>More technically, Sora is a diffusion model that \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fopenai.com\u002Fsora\" target=\"_blank\">builds on\u003C\u002Fa> OpenAI’s former DALL·E and GPT models research. It is able to interpret the text input to output convincing videos of up to 60 seconds. It generates a clip by initiating a “noisy” clip with static elements and incrementally removing that noise. \u003C\u002Fp>\n\n\n\n\u003Cp>OpenAI acknowledges that its model \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fopenai.com\u002Fsora\" target=\"_blank\">has some downsides\u003C\u002Fa>. For example, it can struggle with complex scenes, precise descriptions, and spatial elements (such as mixing up left and right). The need to further fine-tune the model is likely one of the reasons why Sora is not publicly available. OpenAI has provided access to Sora to “red teamers”, who \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.nature.com\u002Farticles\u002Fd41586-024-00661-0\" target=\"_blank\">are stress-testing\u003C\u002Fa> the tool to better understand and counter how it deals with nefarious users. \u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>From text to tailored healthcare videos\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>While Sora is not yet publicly available and other text-to-video models have yet to be applied in the healthcare setting, it is worth considering the potential of such technologies in the healthcare context. Dr. Meskó \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.linkedin.com\u002Ffeed\u002Fupdate\u002Furn:li:activity:7164211883607052288\u002F\" target=\"_blank\">discussed with The Medical Futurist community\u003C\u002Fa> how it will be used in healthcare and the following potentials stand out.\u003C\u002Fp>\n\n\n\n\u003Ch3 class=\"wp-block-heading\">1. Patient education and management\u003C\u002Fh3>\n\n\n\n\u003Cp>With the ability to make realistic videos, healthcare teams can aid patients in better understanding their condition. Videos could depict the progression of their condition and the impact of adequate medication and lifestyle changes. Such a storytelling tool could assist in the patients’ treatment adherence and improve their health literacy. Furthermore, patients and their physicians could generate videos to devise the appropriate treatment journey that fits the patients’ individual schedules.\u003C\u002Fp>\n\n\n\n\u003Cp>For example, a new video could be created to instruct a patient on how to properly perform exercises recommended by a physiotherapist or how to use a personal health sensor at home. \u003C\u002Fp>\n\n\n\n\u003Ch3 class=\"wp-block-heading\">2. Medical training materials\u003C\u002Fh3>\n\n\n\n\u003Cp>Generating videos could assist in training healthcare professionals. Through such visualisations, trainees could better understand rare conditions, visualise complex procedures, and even simulate challenging conditions. \u003C\u002Fp>\n\n\n\u003Cdiv class=\"wp-block-image\">\n\u003Cfigure class=\"aligncenter size-large\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F05\u002Ftmf_article_363-768x432.png\" alt=\"\" class=\"wp-image-51097\" srcset=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F05\u002Ftmf_article_363-768x432.png 768w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F05\u002Ftmf_article_363-370x208.png 370w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F05\u002Ftmf_article_363-1536x864.png 1536w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F05\u002Ftmf_article_363.png 1920w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \u002F>\u003C\u002Ffigure>\n\u003C\u002Fdiv>\n\n\n\u003Cp>These are only two examples, but the actual use cases that could appear are limited by one’s creativity. As such, other uses of AI-generated videos are likely and can range from visualising medical research findings to visual aids for medical students.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>Challenges of AI-generated videos\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>While outputs from text-to-video generators have the potential to enhance healthcare practice and delivery, they will also undoubtedly lead to some challenges. Such AI tools rely on training data and to generate medically-relevant videos, they will have to be trained on similar content. This can raise well-founded concerns \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.forbes.com\u002Fsites\u002Ftalpatalon\u002F2024\u002F02\u002F17\u002Fopenais-sora-challenges-the-art-of-medicine\u002F\" target=\"_blank\">over patient privacy\u003C\u002Fa>. Most people won’t take it lightly to be filmed during a medical consultation or surgery only to have that video used to train an AI.\u003C\u002Fp>\n\n\n\n\u003Cp>Moreover, with the ease of creating realistic videos comes the \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.nature.com\u002Farticles\u002Fd41586-024-00661-0\" target=\"_blank\">increased risk of misinformation content\u003C\u002Fa>. In the healthcare context, it can have irreparable consequences if a patient is provided wrongful information on their condition management. One solution could be to \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.nature.com\u002Farticles\u002Fd41586-024-00661-0\" target=\"_blank\">integrate watermarks\u003C\u002Fa>, visible or embedded in metadata, in AI-generated videos. \u003C\u002Fp>\n\n\n\n\u003Cp>Such concerns, while currently speculative, are well worth our attention. With OpenAI’s Sora expected to be available this year, similar tools will likely follow suit. The healthcare industry needs to be prepared to not only consider the opportunities of such tools but also to counter its challenges. \u003C\u002Fp>\n\n\n\n\u003Cp>\u003Cem>Written by Dr. Bertalan Meskó & Dr. Pranavsingh Dhunnoo\u003C\u002Fem>\u003C\u002Fp>\n",{"rendered":214,"protected":20},"\u003Cp>Text-to-video generators will be excellent for patient education – among other use cases -, and present new challenges regarding privacy and credibility. \u003C\u002Fp>\n",55283,{"_acf_changed":20,"footnotes":27},[31,33],[219,220,221,222,223,224],7671,7725,7747,7919,7921,7923,[54],[],[228,63,65,68,229,230,231],5623,1803,2691,3651,[233,14,74,75,76,77,78,79,81,234,235,236,237,238,239,100],"post-55227","tag-ai-in-healthcare","tag-chatgpt","tag-openai","tag-sora","tag-ai-video-generator","tag-text-to-video",{"id":215,"alt_text":241,"caption":27,"description":27,"media_type":104,"media_details":242,"post":138,"source_url":280},"Sora, Text-to-video, AI video generator",{"width":243,"height":244,"file":245,"filesize":246,"sizes":247,"image_meta":278},6667,3750,"2024\u002F03\u002Ftmf_article_405v2.png",1563583,{"medium":248,"large":254,"thumbnail":260,"medium_large":265,"1536x1536":266,"2048x2048":272},{"file":249,"width":250,"height":251,"mime-type":114,"filesize":252,"source_url":253},"tmf_article_405v2-370x208.png",370,208,31814,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2-370x208.png",{"file":255,"width":256,"height":257,"mime-type":114,"filesize":258,"source_url":259},"tmf_article_405v2-768x432.png",768,432,86430,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2-768x432.png",{"file":261,"width":262,"height":262,"mime-type":114,"filesize":263,"source_url":264},"tmf_article_405v2-150x150.png",150,11028,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2-150x150.png",{"file":255,"width":256,"height":257,"mime-type":114,"filesize":258,"source_url":259},{"file":267,"width":268,"height":269,"mime-type":114,"filesize":270,"source_url":271},"tmf_article_405v2-1536x864.png",1536,864,234475,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2-1536x864.png",{"file":273,"width":274,"height":275,"mime-type":114,"filesize":276,"source_url":277},"tmf_article_405v2-2048x1152.png",2048,1152,353675,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2-2048x1152.png",{"aperture":127,"credit":27,"camera":27,"caption":27,"created_timestamp":127,"copyright":27,"focal_length":127,"iso":127,"shutter_speed":127,"title":27,"orientation":127,"keywords":279},[],"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2.png",{"cta_type":130,"cta_color":27,"subtitle":27,"key_takeaways":282,"related_books":289,"related_posts_footer":291,"related_posts":20},[283,285,287],{"title":284},"\u003Cp>\u003Cspan style=\"font-weight: 400;\">OpenAI recently revealed Sora, its new AI model that can generate short videos from text prompts.\u003C\u002Fspan>\u003C\u002Fp>\n",{"title":286},"\u003Cp>\u003Cspan style=\"font-weight: 400;\">Sora is not available to the public currently and is being stress-tested to counter potential nefarious activities.\u003C\u002Fspan>\u003C\u002Fp>\n",{"title":288},"\u003Cp>\u003Cspan style=\"font-weight: 400;\">Sora is not the only text-to-video AI generator announced and such technologies can be applied to the healthcare setting but will also generate new concerns.\u003C\u002Fspan>\u003C\u002Fp>\n",[134,132,290],30419,[292,293,294],55115,54811,54887,{"yoast_wpseo_title":210,"yoast_wpseo_metadesc":296,"yoast_wpseo_canonical":208},"Text-to-video generators will be excellent for patient education - among other use cases -, and present new challenges regarding privacy and credibility.",{"self":298,"collection":303,"about":305,"author":307,"replies":309,"version-history":312,"predecessor-version":316,"wp:featuredmedia":320,"wp:attachment":323,"wp:term":326,"curies":337},[299],{"href":300,"targetHints":301},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F55227",{"allow":302},[152],[304],{"href":155},[306],{"href":158},[308],{"embeddable":26,"href":161},[310],{"embeddable":26,"href":311},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcomments?post=55227",[313],{"count":314,"href":315},19,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F55227\u002Frevisions",[317],{"id":318,"href":319},55285,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F55227\u002Frevisions\u002F55285",[321],{"embeddable":26,"href":322},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia\u002F55283",[324],{"href":325},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia?parent=55227",[327,329,331,333,335],{"taxonomy":181,"embeddable":26,"href":328},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcategories?post=55227",{"taxonomy":184,"embeddable":26,"href":330},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftags?post=55227",{"taxonomy":187,"embeddable":26,"href":332},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fproject_category?post=55227",{"taxonomy":190,"embeddable":26,"href":334},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcontact_email_category?post=55227",{"taxonomy":193,"embeddable":26,"href":336},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fyst_prominent_words?post=55227",[338],{"name":197,"href":198,"templated":26},[340],{"id":134,"date":341,"date_gmt":342,"guid":343,"modified":345,"modified_gmt":346,"slug":347,"status":13,"type":348,"link":349,"title":350,"content":352,"excerpt":354,"author":356,"featured_media":357,"comment_status":25,"ping_status":25,"template":27,"yst_prominent_words":358,"class_list":359,"better_featured_image":362,"acf":396,"yoast_meta":416,"_links":419},"2023-08-26T14:44:31","2023-08-26T12:44:31",{"rendered":344},"https:\u002F\u002Fapi.medicalfuturist.com\u002F?post_type=book&p=52203","2023-08-26T14:59:40","2023-08-26T12:59:40","generative-ai-in-healthcare-the-chatgpt-revolution","book","https:\u002F\u002Fapi.medicalfuturist.com\u002Fbooks\u002Fgenerative-ai-in-healthcare-the-chatgpt-revolution\u002F",{"rendered":351},"Generative AI in Healthcare – The ChatGPT Revolution",{"rendered":353,"protected":20},"\n\u003Cp>Dive into the world of generative AI with “The ChatGPT Revolution” ebook. Understand the impact of ChatGPT, explore the vast potential of Large Language Models, and anticipate a multimodal AI-driven healthcare future. A must-read for those keen on the next medical revolution.\u003C\u002Fp>\n",{"rendered":355,"protected":20},"\u003Cp>Dive into the world of generative AI with “The ChatGPT Revolution” ebook. Understand the impact of ChatGPT, explore the vast potential of Large Language Models, […]\u003C\u002Fp>\n",6,52205,[],[360,348,361,75,77,78],"post-52203","type-book",{"id":357,"alt_text":27,"caption":27,"description":27,"media_type":104,"media_details":363,"post":134,"source_url":395},{"width":364,"height":365,"file":366,"filesize":367,"sizes":368,"image_meta":393},2000,2590,"2023\u002F08\u002FGenerative_AI_companies.png",2016564,{"medium":369,"large":373,"thumbnail":378,"medium_large":382,"1536x1536":383,"2048x2048":388},{"file":370,"width":250,"height":251,"mime-type":114,"filesize":371,"source_url":372},"Generative_AI_companies-370x208.png",54639,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002FGenerative_AI_companies-370x208.png",{"file":374,"width":256,"height":375,"mime-type":114,"filesize":376,"source_url":377},"Generative_AI_companies-768x995.png",995,325064,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002FGenerative_AI_companies-768x995.png",{"file":379,"width":262,"height":262,"mime-type":114,"filesize":380,"source_url":381},"Generative_AI_companies-150x150.png",26235,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002FGenerative_AI_companies-150x150.png",{"file":374,"width":256,"height":375,"mime-type":114,"filesize":376,"source_url":377},{"file":384,"width":385,"height":268,"mime-type":114,"filesize":386,"source_url":387},"Generative_AI_companies-1186x1536.png",1186,591766,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002FGenerative_AI_companies-1186x1536.png",{"file":389,"width":390,"height":274,"mime-type":114,"filesize":391,"source_url":392},"Generative_AI_companies-1581x2048.png",1581,899535,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002FGenerative_AI_companies-1581x2048.png",{"aperture":127,"credit":27,"camera":27,"caption":27,"created_timestamp":127,"copyright":27,"focal_length":127,"iso":127,"shutter_speed":127,"title":27,"orientation":127,"keywords":394},[],"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002FGenerative_AI_companies.png",{"buy_button_text":397,"leanpub_url":398,"preview":399},"Get it on Leanpub","https:\u002F\u002Fleanpub.com\u002Fgenerative-ai-in-healthcare",[400,402,404,406,408,410,412,414],{"image":401},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Fgenerativ-ai-in-healthcare-1-8-1.png",{"image":403},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Fgenerativ-ai-in-healthcare-1-8-2.png",{"image":405},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Fgenerativ-ai-in-healthcare-1-8-3.png",{"image":407},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Fgenerativ-ai-in-healthcare-1-8-4.png",{"image":409},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Fgenerativ-ai-in-healthcare-1-8-5.png",{"image":411},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Fgenerativ-ai-in-healthcare-1-8-6.png",{"image":413},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Fgenerativ-ai-in-healthcare-1-8-7.png",{"image":415},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Fgenerativ-ai-in-healthcare-1-8-8.png",{"yoast_wpseo_title":417,"yoast_wpseo_metadesc":418,"yoast_wpseo_canonical":349},"Generative AI in Healthcare - The ChatGPT Revolution - The Medical Futurist","ChatGPT Revolution: Explore generative AI's impact on healthcare. Dive into ChatGPT's rise, LLMs' potential, and envision a multimodal AI future. Read now",{"self":420,"collection":425,"about":428,"author":431,"replies":434,"wp:featuredmedia":437,"wp:attachment":440,"wp:term":443,"curies":446},[421],{"href":422,"targetHints":423},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fbook\u002F52203",{"allow":424},[152],[426],{"href":427},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fbook",[429],{"href":430},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftypes\u002Fbook",[432],{"embeddable":26,"href":433},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fusers\u002F6",[435],{"embeddable":26,"href":436},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcomments?post=52203",[438],{"embeddable":26,"href":439},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia\u002F52205",[441],{"href":442},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia?parent=52203",[444],{"taxonomy":193,"embeddable":26,"href":445},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fyst_prominent_words?post=52203",[447],{"name":197,"href":198,"templated":26},1786620375894]