[{"data":1,"prerenderedAt":411},["ShallowReactive",2],{"slug-what-could-an-ai-video-generator-add-to-healthcare":3},{"post":4,"relatedPosts":183,"relatedBooks":316},{"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":33,"project_category":40,"contact_email_category":42,"yst_prominent_words":43,"class_list":51,"better_featured_image":67,"acf":111,"yoast_meta":128,"_links":130},55227,"2024-03-21T09:30:00","2024-03-21T08:30:00",{"rendered":9},"https:\u002F\u002Fmedicalfuturist.com\u002F?post_id=55227&#038;_wpnonce=2ca604b821&#038;status=auto-draft&#038;type=post","2024-03-21T08:25:25","2024-03-21T07:25:25","what-could-an-ai-video-generator-add-to-healthcare","publish","post","https:\u002F\u002Fmedicalfuturist.com\u002Fwhat-could-an-ai-video-generator-add-to-healthcare",{"rendered":17},"Sora And Healthcare: Revolutionising Healthcare With AI Video Generation",{"rendered":19,"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.&nbsp;\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.&nbsp;\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.&nbsp;\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.&nbsp;\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.&nbsp;\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.&nbsp;\u003C\u002Fp>\n\n\n\n\u003Cp>\u003Cem>Written by Dr. Bertalan Meskó &amp; Dr. Pranavsingh Dhunnoo\u003C\u002Fem>\u003C\u002Fp>\n",false,{"rendered":22,"protected":20},"\u003Cp>Text-to-video generators will be excellent for patient education &#8211; among other use cases -, and present new challenges regarding privacy and credibility. \u003C\u002Fp>\n",16,55283,"closed",true,"","standard",{"_acf_changed":20,"footnotes":27},[31,32],7079,504,[34,35,36,37,38,39],7923,7671,7725,7747,7919,7921,[41],950,[],[44,45,46,47,48,49,50],1723,1803,2691,3651,5623,1631,1683,[52,14,53,54,55,56,57,58,59,60,61,62,63,64,65,66],"post-55227","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tmf","category-artificial-intelligence","tag-text-to-video","tag-ai-in-healthcare","tag-chatgpt","tag-openai","tag-sora","tag-ai-video-generator","project_category-medical-professionals",{"id":24,"alt_text":68,"caption":27,"description":27,"media_type":69,"media_details":70,"post":5,"source_url":110},"Sora, Text-to-video, AI video generator","image",{"width":71,"height":72,"file":73,"filesize":74,"sizes":75,"image_meta":107},6667,3750,"2024\u002F03\u002Ftmf_article_405v2.png",1563583,{"medium":76,"large":83,"thumbnail":89,"medium_large":94,"1536x1536":95,"2048x2048":101},{"file":77,"width":78,"height":79,"mime-type":80,"filesize":81,"source_url":82},"tmf_article_405v2-370x208.png",370,208,"image\u002Fpng",31814,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2-370x208.png",{"file":84,"width":85,"height":86,"mime-type":80,"filesize":87,"source_url":88},"tmf_article_405v2-768x432.png",768,432,86430,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2-768x432.png",{"file":90,"width":91,"height":91,"mime-type":80,"filesize":92,"source_url":93},"tmf_article_405v2-150x150.png",150,11028,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2-150x150.png",{"file":84,"width":85,"height":86,"mime-type":80,"filesize":87,"source_url":88},{"file":96,"width":97,"height":98,"mime-type":80,"filesize":99,"source_url":100},"tmf_article_405v2-1536x864.png",1536,864,234475,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2-1536x864.png",{"file":102,"width":103,"height":104,"mime-type":80,"filesize":105,"source_url":106},"tmf_article_405v2-2048x1152.png",2048,1152,353675,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2-2048x1152.png",{"aperture":108,"credit":27,"camera":27,"caption":27,"created_timestamp":108,"copyright":27,"focal_length":108,"iso":108,"shutter_speed":108,"title":27,"orientation":108,"keywords":109},"0",[],"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F03\u002Ftmf_article_405v2.png",{"cta_type":112,"cta_color":27,"subtitle":27,"key_takeaways":113,"related_books":120,"related_posts_footer":124,"related_posts":20},"subscribe",[114,116,118],{"title":115},"\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":117},"\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":119},"\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",[121,122,123],52203,24761,30419,[125,126,127],55115,54811,54887,{"yoast_wpseo_title":17,"yoast_wpseo_metadesc":129,"yoast_wpseo_canonical":15},"Text-to-video generators will be excellent for patient education - among other use cases -, and present new challenges regarding privacy and credibility.",{"self":131,"collection":137,"about":140,"author":143,"replies":146,"version-history":149,"predecessor-version":153,"wp:featuredmedia":157,"wp:attachment":160,"wp:term":163,"curies":179},[132],{"href":133,"targetHints":134},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F55227",{"allow":135},[136],"GET",[138],{"href":139},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts",[141],{"href":142},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftypes\u002Fpost",[144],{"embeddable":26,"href":145},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fusers\u002F16",[147],{"embeddable":26,"href":148},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcomments?post=55227",[150],{"count":151,"href":152},19,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F55227\u002Frevisions",[154],{"id":155,"href":156},55285,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F55227\u002Frevisions\u002F55285",[158],{"embeddable":26,"href":159},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia\u002F55283",[161],{"href":162},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia?parent=55227",[164,167,170,173,176],{"taxonomy":165,"embeddable":26,"href":166},"category","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcategories?post=55227",{"taxonomy":168,"embeddable":26,"href":169},"post_tag","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftags?post=55227",{"taxonomy":171,"embeddable":26,"href":172},"project_category","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fproject_category?post=55227",{"taxonomy":174,"embeddable":26,"href":175},"contact_email_category","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcontact_email_category?post=55227",{"taxonomy":177,"embeddable":26,"href":178},"yst_prominent_words","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fyst_prominent_words?post=55227",[180],{"name":181,"href":182,"templated":26},"wp","https:\u002F\u002Fapi.w.org\u002F{rel}",[184],{"id":127,"date":185,"date_gmt":186,"guid":187,"modified":189,"modified_gmt":190,"slug":191,"status":13,"type":14,"link":192,"title":193,"content":195,"excerpt":197,"author":199,"featured_media":200,"comment_status":25,"ping_status":25,"sticky":26,"template":27,"format":28,"meta":201,"categories":202,"tags":204,"project_category":207,"contact_email_category":210,"yst_prominent_words":211,"class_list":220,"better_featured_image":227,"acf":257,"yoast_meta":271,"_links":273},"2026-07-14T09:34:40","2026-07-14T07:34:40",{"rendered":188},"https:\u002F\u002Fmedicalfuturist.com\u002F?post_id=54887&#038;_wpnonce=0ec9f39f0d&#038;status=auto-draft&#038;type=post","2026-07-14T09:34:41","2026-07-14T07:34:41","digital-health-menopause-and-the-150-billion-ignorance","https:\u002F\u002Fmedicalfuturist.com\u002Fdigital-health-menopause-and-the-150-billion-ignorance",{"rendered":194},"Digital Health, Menopause, And The $150 Billion Ignorance",{"rendered":196,"protected":20},"\n\u003Cp>The idea of this story came from personal experience. During the past year, I have spent countless hours and a bucketload of money trying to figure out what the heck is wrong with my health. I was feeling worse and worse, having various symptoms, totally inexplicable with my impeccable test results. During this journey, not a single doctor asked or suggested that my symptoms may come from entering perimenopause &#8211; the stage of life of women preceding menopause.&nbsp;\u003C\u002Fp>\n\n\n\n\u003Cp>I am 47 years old, and as I have learned since then, extremely average in starting to have perimenopause symptoms at the age of 47. Also very average with the specific symptoms I have. And even more average in entering this phase of my life with zero practical knowledge or info about the possible symptoms, and treatment options. As it turns out, an overwhelming majority, \u003Ca href=\"https:\u002F\u002Fwww.ucl.ac.uk\u002Fnews\u002F2023\u002Fapr\u002Fnine-ten-women-were-never-educated-about-menopause\" target=\"_blank\" rel=\"noreferrer noopener\">about 90% of women\u003C\u002Fa> report the same.&nbsp;\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">A loss of $150 billion every year\u003C\u002Fh2>\n\n\n\n\u003Cp>Perimenopause and menopause have lasting health implications that profoundly impact our aging process &#8211; how we retain strength, mobility, and cognitive abilities. This isn&#8217;t an issue confined to a few years, it impacts all women over 45 &#8211; that&#8217;s roughly 1.2 billion people worldwide, about 30% of the living female population till the end of their lives. And around 40% in developed nations where lifespans are longer.\u003C\u002Fp>\n\n\n\n\u003Cp>Even if we don’t care about the “subjective” factors, like women feeling terrible and getting osteoporosis, hard economic reasoning also dictates that humanity should tackle the issue of (peri)menopause. The annual global economic impact from productivity loss and healthcare costs is estimated at $150 billion, \u003Ca href=\"https:\u002F\u002Fwww.bloomberg.com\u002Fnews\u002Farticles\u002F2021-06-18\u002Fwomen-are-leaving-the-workforce-for-a-little-talked-about-reason\" target=\"_blank\" rel=\"noreferrer noopener\">Bloomberg reported\u003C\u002Fa>.\u003C\u002Fp>\n\n\n\n\u003Cp>Despite menopause&#8217;s far-reaching consequences, funding for medical research in this area is \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Ffinance.yahoo.com\u002Fnews\u002Fmenopause-600-billion-opportunity-report-110019808.html\" target=\"_blank\">shockingly scarce\u003C\u002Fa>. Of the $254 million invested in women&#8217;s health technology over the past decade, a mere 5% has been allocated to menopause treatments. Most funds were prioritized for reproductive health and fertility. We \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Funderfunding-research-of-female-health-leaves-huge-amounts-of-money-on-the-table\u002F\" target=\"_blank\">have already analysed\u003C\u002Fa> how underfunded female health issues \u003Ca href=\"https:\u002F\u002Fwww.nature.com\u002Farticles\u002Fd41586-023-01472-5\">are in general\u003C\u002Fa>, menopause is a great example.&nbsp;\u003C\u002Fp>\n\n\n\n\u003Cp>Dr. Mary Clair Haver, an American OB-GYN specializing in menopause revealed a \u003Ca href=\"https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=oQqcnYcKx68\" target=\"_blank\" rel=\"noreferrer noopener\">disheartening observation\u003C\u002Fa> from her training: many women detailing (what we now recognize as) \u003Ca href=\"https:\u002F\u002Fwww.mymenopausecentre.com\u002Fsymptom-checker\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">menopausal symptoms\u003C\u002Fa> were handed over to her with the label &#8220;WW patient&#8221; (as in whiny woman) along with dismissive condolences. Even today, responses such as &#8220;It&#8217;s all in your head&#8221; or &#8220;Why the drama, get over it!&#8221; remain distressingly typical.\u003C\u002Fp>\n\n\n\n\u003Cp>The doctor also shared that it&#8217;s not uncommon for women to be taking 7-8-10 different medications for various symptoms by the time they reach her. These women recognize that something is wrong, seeking help from one doctor to another. However, healthcare professionals often fail to recognize (peri)menopause as the root cause. Instead, they either dismiss the issue or prescribe separate treatments for individual symptoms.\u003C\u002Fp>\n\n\n\n\u003Cp>This is worrisome for two reasons: these women fail to receive crucially important info on how to preserve their physical and mental health, strength, bone density, and muscle mass while taking a handful of unnecessary drugs day after day. And meanwhile, their overall quality of life doesn’t improve.\u003C\u002Fp>\n\n\n\n\u003Cp>(Peri)menopause symptoms can be confusing: from heart palpitations to anxiety, from sleep troubles to weight gain, from tinnitus to brain fog, from burning mouth to muscle pains, bloating, hair loss and fatigue &#8211; seemingly unrelated, very varied. But they are also well documented and should be considered when a woman in the right age cohort (meaning: over 35) starts listing them. Or so you would think.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">70% have serious symptoms, 10% receive treatment info\u003C\u002Fh2>\n\n\n\n\u003Cp>While 70% of women report that (peri)menopause symptoms negatively affect their quality of life, only 10% get sufficient information about treatment options &#8211; these shocking figures come from \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=uEZpg0n7jcY\" target=\"_blank\">this interview\u003C\u002Fa>. Canadian Dr. Peter Attia talks about how misinterpretations of the results of the \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FWomen%27s_Health_Initiative\" target=\"_blank\">Women’s Health Initiative (WHI)\u003C\u002Fa> resulted in demonizing hormone replacement therapies in the past few decades.&nbsp;\u003C\u002Fp>\n\n\n\n\u003Cp>Hormone replacement therapy faced a significant setback when results generated a widespread media hysteria reporting that HRT increased cancer risk by 25%. However, a closer examination reveals that the actual increase was from a very small risk to a slightly larger (but still very small) risk. In fact, HRT&#8217;s long-term protective effects against cardiovascular disease, osteoporosis, muscle loss, mental health issues, and weight management are well-documented and compelling. Yet, the misinterpretation of the WHI study tarnished HRT&#8217;s reputation for decades.\u003C\u002Fp>\n\n\n\n\u003Cp>For many women, HRT \u003Ca href=\"https:\u002F\u002Fwww.mayoclinic.org\u002Fdiseases-conditions\u002Fmenopause\u002Fin-depth\u002Fhormone-therapy\u002Fart-20046372\" target=\"_blank\" rel=\"noreferrer noopener\">can be an effective\u003C\u002Fa> way to \u003Ca href=\"https:\u002F\u002Fwww.menopause.org\u002Ffor-women\u002Fexpert-answers-to-frequently-asked-questions-about-menopause\" target=\"_blank\" rel=\"noreferrer noopener\">manage menopausal symptoms\u003C\u002Fa> and improve quality of life. It can help with immediate symptoms, and it can also offer decade-long protection against osteoporosis and cardiovascular disease. But we just don’t know about it.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">Digital health to the rescue?\u003C\u002Fh2>\n\n\n\n\u003Cp>There are signs that the digital health sector is starting to recognize the significant potential for innovation in menopause care. One indication of this is the emergence of calls for research, \u003Ca href=\"https:\u002F\u002Fwww.frontiersin.org\u002Fresearch-topics\u002F57739\u002Fusing-digital-health-technologies-to-manage-symptoms-of-menopause\" target=\"_blank\" rel=\"noreferrer noopener\">such as this one\u003C\u002Fa>:\u003C\u002Fp>\n\n\n\n\u003Cfigure class=\"wp-block-image size-large\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F04\u002Ftmf_article_357-768x432.png\" alt=\"TMF, medical student, AI, doctor, data, computer\" class=\"wp-image-50547\" srcset=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F04\u002Ftmf_article_357-768x432.png 768w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F04\u002Ftmf_article_357-370x208.png 370w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F04\u002Ftmf_article_357-1536x864.png 1536w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F04\u002Ftmf_article_357-2048x1152.png 2048w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F04\u002Ftmf_article_357.png 1920w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \u002F>\u003C\u002Ffigure>\n\n\n\n\u003Cp>&#8220;The goal of this Research Topic is to bring together a collection of papers that individually and collectively used digital technologies to shed light on the symptom experience during the menopause transition. In so doing, these insights will identify novel strategies for both clinicians and researchers to use in improving the clinical tools and advancing the science needed for enhancing the management of menopause symptoms.&#8221;\u003C\u002Fp>\n\n\n\n\u003Cp>This call for research highlights the growing recognition that digital technologies can be leveraged to:\u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>Improve symptom tracking and monitoring: digital tools can empower women to track their symptoms more accurately and consistently, providing valuable data for clinicians to inform treatment decisions.\u003C\u002Fli>\n\n\n\n\u003Cli>Enhance self-care: mobile apps and other digital resources can provide women with personalized guidance and support for managing their symptoms, promoting self-efficacy and reducing the burden on healthcare systems.\u003C\u002Fli>\n\n\n\n\u003Cli>Advance clinical research: digital technologies can facilitate the collection of large-scale, real-world data on menopause symptoms, enabling researchers to identify new patterns and trends, and develop more effective treatments.\u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cp>The global menopause market hit $15.4 billion in 2021 and is projected to reach $24.4 billion by 2030, according to \u003Ca href=\"https:\u002F\u002Fwww.grandviewresearch.com\u002Findustry-analysis\u002Fmenopause-market\" target=\"_blank\" rel=\"noreferrer noopener\">data\u003C\u002Fa> from Grand View Research &#8211; \u003Ca href=\"https:\u002F\u002Fwww.fiercehealthcare.com\u002Fhealth-tech\u002Fmenopause-care-market-remains-largely-untapped-heres-why-investors-and-startups-should\" target=\"_blank\" rel=\"noreferrer noopener\">Fierce Healthcare reported\u003C\u002Fa>. According to findings from a \u003Ca href=\"https:\u002F\u002Fwww.aarp.org\u002Fhealth\u002Fconditions-treatments\u002Finfo-2018\u002Fmenopause-symptoms-doctors-relief-treatment.html\" target=\"_blank\" rel=\"noreferrer noopener\">survey\u003C\u002Fa>, of women who seek medical attention 75% are left untreated.\u003C\u002Fp>\n\n\n\n\u003Cp>This is a vast market potential. Venture capital firm SJF Ventures identified 50 startups working in this area, \u003Ca href=\"https:\u002F\u002Fsjfventures.com\u002Fsjf-ventures-market-analysis-outlines-startups-disrupting-menopause-care-and-opportunities-for-investors\u002F#_ftn3\" target=\"_blank\" rel=\"noreferrer noopener\">delivering solutions in five sectors\u003C\u002Fa>, many of which (but not all) list scientific publications and clinical trials on their sites. These categories are\u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>Biopharma: biopharmaceutical and therapeutic solutions to ovarian health and menopause symptoms.\u003C\u002Fli>\n\n\n\n\u003Cli>Consumer Goods: health supplements, personal care, and sexual wellness products.\u003C\u002Fli>\n\n\n\n\u003Cli>Digital Technology: platforms for menopause management, including symptom tracking, educational resources, and social networks.&nbsp;\u003C\u002Fli>\n\n\n\n\u003Cli>Medical Devices: devices or wearables that alleviate menopause symptoms such as hot flashes and vulvovaginal atrophy.&nbsp;\u003C\u002Fli>\n\n\n\n\u003Cli>Virtual and Hybrid Care: clinical care, including consultations and medications, for menopause symptoms.\u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">There are many apps for that\u003C\u002Fh2>\n\n\n\n\u003Cp>If a woman reaches the point where she suspects she might be experiencing menopause symptoms, there are numerous apps to aid her journey. I&#8217;ve downloaded and tested several myself in recent weeks &#8211; including \u003Ca href=\"https:\u002F\u002Fwww.balance-menopause.com\u002Fbalance-app\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">Balance\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fheyperry.com\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">Perry\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fhellocaria.com\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">Caria\u003C\u002Fa> and \u003Ca href=\"https:\u002F\u002Fwww.hopkinsmedicine.org\u002Fnews\u002Farticles\u002F2020\u002F06\u002Fgynecologist-develops-menopause-guide-for-physicians\" target=\"_blank\" rel=\"noreferrer noopener\">Menopause\u003C\u002Fa>. Here&#8217;s what I&#8217;ve learned:\u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>You can save considerable time by getting detailed info from the app compared to starting research from scratch.\u003C\u002Fli>\n\n\n\n\u003Cli>Most apps I tested did an excellent job collecting menopause symptoms.\u003C\u002Fli>\n\n\n\n\u003Cli>Most go beyond basic symptom recording. They promote a holistic approach, offering advice, programs, and information about how to adjust lifestyle, sleep, nutrition, and exercise to offset symptoms and the long-term negative effects of hormonal changes.\u003C\u002Fli>\n\n\n\n\u003Cli>Several apps feature reviews where users evaluate the effectiveness of various treatment options (HRT, herbal therapies, lifestyle changes) determining whether they helped significantly, slightly, or not at all. This is immensely helpful for learning about various treatment options and making informed decisions.\u003C\u002Fli>\n\n\n\n\u003Cli>I tried free apps, and all of these come with in-app purchases. Understandable, they need to make money somehow. But they are also quite annoying with their aggressive pushiness, and tons of locked premium features. On the other hand, they are typically not expensive, and if you haven’t learned a Ph.D. worth of info by the time you get them and live in their service area &#8211; US mostly &#8211; using the full-access versions must be much better.&nbsp;\u003C\u002Fli>\n\n\n\n\u003Cli>The Menopause app from Johns Hopkins is an outlier, which was specifically developed for healthcare providers. Although I am not the target audience, I found its matter-of-fact tone, lack of sales push, and depth of information comforting.\u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cp>Overall, these apps are great resources for women at this particular stage of life. It&#8217;s crucial, however, to raise awareness that they exist, so others find them before they have to spend months researching the topic and visiting dozens of doctors looking for the non-existent illness making them feel off.\u003C\u002Fp>\n",{"rendered":198,"protected":20},"\u003Cp>While 70% of women in (peri)menopause have symptoms, only 10% get sufficient info about treatments &#8211; this is a potential goldmine for digital health\u003C\u002Fp>\n",6,54889,{"_acf_changed":20,"footnotes":27},[31,203],4879,[205,206],7565,7907,[208,41,209],949,951,[],[212,213,214,215,216,217,218,219],2079,2199,1559,1571,1579,1617,1737,1871,[221,14,53,54,55,56,57,58,222,223,224,225,66,226],"post-54887","category-lifestyle-medicine","tag-female-health","tag-menopause-tech","project_category-educators","project_category-patients",{"id":200,"alt_text":228,"caption":27,"description":27,"media_type":69,"media_details":229,"post":127,"source_url":256},"menopause, female health, women, app",{"width":71,"height":72,"file":230,"filesize":231,"sizes":232,"image_meta":254},"2024\u002F02\u002Ftmf_article_402.png",1206102,{"medium":233,"large":237,"thumbnail":241,"medium_large":245,"1536x1536":246,"2048x2048":250},{"file":234,"width":78,"height":79,"mime-type":80,"filesize":235,"source_url":236},"tmf_article_402-370x208.png",31474,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F02\u002Ftmf_article_402-370x208.png",{"file":238,"width":85,"height":86,"mime-type":80,"filesize":239,"source_url":240},"tmf_article_402-768x432.png",85077,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F02\u002Ftmf_article_402-768x432.png",{"file":242,"width":91,"height":91,"mime-type":80,"filesize":243,"source_url":244},"tmf_article_402-150x150.png",14845,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F02\u002Ftmf_article_402-150x150.png",{"file":238,"width":85,"height":86,"mime-type":80,"filesize":239,"source_url":240},{"file":247,"width":97,"height":98,"mime-type":80,"filesize":248,"source_url":249},"tmf_article_402-1536x864.png",224658,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F02\u002Ftmf_article_402-1536x864.png",{"file":251,"width":103,"height":104,"mime-type":80,"filesize":252,"source_url":253},"tmf_article_402-2048x1152.png",346448,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F02\u002Ftmf_article_402-2048x1152.png",{"aperture":108,"credit":27,"camera":27,"caption":27,"created_timestamp":108,"copyright":27,"focal_length":108,"iso":108,"shutter_speed":108,"title":27,"orientation":108,"keywords":255},[],"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2024\u002F02\u002Ftmf_article_402.png",{"cta_type":112,"cta_color":27,"related_books":258,"related_posts_footer":260,"related_posts":20,"subtitle":27,"key_takeaways":264},[123,121,259],47427,[261,262,263],54593,54743,54485,[265,267,269],{"title":266},"\u003Cp>\u003Cspan style=\"font-weight: 400;\">An overwhelming majority of women enter perimenopause with little to no knowledge about symptoms or treatment options, underscoring a critical gap in women&#8217;s healthcare education and support\u003C\u002Fspan>\u003C\u002Fp>\n",{"title":268},"\u003Cp>\u003Cspan style=\"font-weight: 400;\">Despite the profound impact of menopause on health and the economy, with an estimated annual global cost of $150 billion, menopause research and solutions are dramatically underfunded and overlooked\u003C\u002Fspan>\u003C\u002Fp>\n",{"title":270},"\u003Cp>\u003Cspan style=\"font-weight: 400;\">Digital health innovations offer promising new avenues for managing menopause symptoms, providing personalized care and filling the void left by traditional healthcare through symptom tracking, telemedicine, and educational resources\u003C\u002Fspan>\u003C\u002Fp>\n",{"yoast_wpseo_title":194,"yoast_wpseo_metadesc":272,"yoast_wpseo_canonical":192},"While 70% of women in (peri)menopause have symptoms, only 10% get sufficient info about treatments - this is a potential goldmine for digital health",{"self":274,"collection":279,"about":281,"author":283,"replies":286,"version-history":289,"predecessor-version":293,"wp:featuredmedia":297,"wp:attachment":300,"wp:term":303,"curies":314},[275],{"href":276,"targetHints":277},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F54887",{"allow":278},[136],[280],{"href":139},[282],{"href":142},[284],{"embeddable":26,"href":285},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fusers\u002F6",[287],{"embeddable":26,"href":288},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcomments?post=54887",[290],{"count":291,"href":292},17,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F54887\u002Frevisions",[294],{"id":295,"href":296},54943,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F54887\u002Frevisions\u002F54943",[298],{"embeddable":26,"href":299},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia\u002F54889",[301],{"href":302},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia?parent=54887",[304,306,308,310,312],{"taxonomy":165,"embeddable":26,"href":305},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcategories?post=54887",{"taxonomy":168,"embeddable":26,"href":307},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftags?post=54887",{"taxonomy":171,"embeddable":26,"href":309},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fproject_category?post=54887",{"taxonomy":174,"embeddable":26,"href":311},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcontact_email_category?post=54887",{"taxonomy":177,"embeddable":26,"href":313},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fyst_prominent_words?post=54887",[315],{"name":181,"href":182,"templated":26},[317],{"id":123,"date":318,"date_gmt":319,"guid":320,"modified":322,"modified_gmt":323,"slug":324,"status":13,"type":325,"link":326,"title":327,"content":329,"excerpt":331,"author":199,"featured_media":333,"comment_status":25,"ping_status":25,"template":27,"yst_prominent_words":334,"class_list":337,"better_featured_image":340,"acf":358,"yoast_meta":380,"_links":383},"2020-10-01T10:54:54","2020-10-01T08:54:54",{"rendered":321},"https:\u002F\u002Fapi.medicalfuturist.com\u002F?post_type=book&#038;p=30419","2023-03-12T18:16:29","2023-03-12T17:16:29","privacy-in-digital-health","book","https:\u002F\u002Fapi.medicalfuturist.com\u002Fbooks\u002Fprivacy-in-digital-health\u002F",{"rendered":328},"Hackers, Breaches and the Value of Health Data",{"rendered":330,"protected":20},"\n\u003Cp>Today, everyone needs to understand that there is no digital health without sacrificing a part of our privacy. The advanced technologies fueling the transformation cannot improve without our data; and without it, they can’t be implemented as part of regular medical care. And COVID-19 has only made things worse.\u003C\u002Fp>\n\n\n\n\u003Cp>In this e-Book, we defined the three cornerstones of privacy of every privacy discussion going forward: the traditional, the new and the future spheres that deal with your health data, and put forward recommendations on how you can start protecting yourself.\u003C\u002Fp>\n",{"rendered":332,"protected":20},"\u003Cp>Today, everyone needs to understand that there is no digital health without sacrificing a part of our privacy. The advanced technologies fueling the transformation cannot [&hellip;]\u003C\u002Fp>\n",49967,[335,215,336],1693,3633,[338,325,339,54,56,57],"post-30419","type-book",{"id":333,"alt_text":27,"caption":27,"description":27,"media_type":69,"media_details":341,"post":123,"source_url":357},{"width":342,"height":343,"file":344,"filesize":345,"sizes":346,"image_meta":355},320,414,"2020\u002F10\u002Fhack-breaches-health-data.png",89249,{"medium":347,"thumbnail":351},{"file":348,"width":342,"height":79,"mime-type":80,"filesize":349,"source_url":350},"hack-breaches-health-data-320x208.png",53801,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002Fhack-breaches-health-data-320x208.png",{"file":352,"width":91,"height":91,"mime-type":80,"filesize":353,"source_url":354},"hack-breaches-health-data-150x150.png",20987,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002Fhack-breaches-health-data-150x150.png",{"aperture":108,"credit":27,"camera":27,"caption":27,"created_timestamp":108,"copyright":27,"focal_length":108,"iso":108,"shutter_speed":108,"title":27,"orientation":108,"keywords":356},[],"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002Fhack-breaches-health-data.png",{"buy_button_text":359,"leanpub_url":360,"preview":361},"Get it on Leanpub","https:\u002F\u002Fleanpub.com\u002Fprivacy-in-digital-health\u002F",[362,364,366,368,370,372,374,376,378],{"image":363},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F0930_PRIVACY_TMF_EBOOK-01.png",{"image":365},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F0930_PRIVACY_TMF_EBOOK-03.png",{"image":367},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F0930_PRIVACY_TMF_EBOOK-04.png",{"image":369},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F0930_PRIVACY_TMF_EBOOK-05.png",{"image":371},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F0930_PRIVACY_TMF_EBOOK-06.png",{"image":373},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F0930_PRIVACY_TMF_EBOOK-07.png",{"image":375},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F0930_PRIVACY_TMF_EBOOK-08.png",{"image":377},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F0930_PRIVACY_TMF_EBOOK-09.png",{"image":379},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2020\u002F10\u002F0930_PRIVACY_TMF_EBOOK-10.png",{"yoast_wpseo_title":381,"yoast_wpseo_metadesc":382,"yoast_wpseo_canonical":326},"Hackers, Breaches and the Value of Health Data: What You Need To Know - The Medical Futurist","Privacy in Digital Health: Privacy and security issues pertaining to the digital health era are complex and multifactorial. Learn more from our book",{"self":384,"collection":389,"about":392,"author":395,"replies":397,"wp:featuredmedia":400,"wp:attachment":403,"wp:term":406,"curies":409},[385],{"href":386,"targetHints":387},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fbook\u002F30419",{"allow":388},[136],[390],{"href":391},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fbook",[393],{"href":394},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftypes\u002Fbook",[396],{"embeddable":26,"href":285},[398],{"embeddable":26,"href":399},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcomments?post=30419",[401],{"embeddable":26,"href":402},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia\u002F49967",[404],{"href":405},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia?parent=30419",[407],{"taxonomy":177,"embeddable":26,"href":408},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fyst_prominent_words?post=30419",[410],{"name":181,"href":182,"templated":26},1785823879438]