[{"data":1,"prerenderedAt":457},["ShallowReactive",2],{"slug-what-should-primary-care-look-like-in-the-future":3},{"post":4,"relatedPosts":211,"relatedBooks":360},{"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":48,"contact_email_category":49,"yst_prominent_words":50,"class_list":65,"better_featured_image":88,"acf":138,"yoast_meta":155,"_links":158},15487,"2025-04-22T09:07:32","2025-04-22T07:07:32",{"rendered":9},"http:\u002F\u002Fmedicalfuturist.com\u002F?p=15487","2025-04-22T09:07:35","2025-04-22T07:07:35","what-should-primary-care-look-like-in-the-future","publish","post","https:\u002F\u002Fmedicalfuturist.com\u002Fwhat-should-primary-care-look-like-in-the-future",{"rendered":17},"What Should Primary Care Look Like in the Future?",{"rendered":19,"protected":20},"\n\u003Cdiv class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n\u003Cdiv class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n\u003Cp>I truly hope that very soon I do not have to make an appointment at the GP when I suspect signs of a disease, but my GP will send me a message that she spotted something irregular in my latest test results and my digital health data, so I’d better visit. Let me show you in detail, how primary care should be carried out in the future!\u003C\u002Fp>\n\u003C\u002Fdiv>\n\u003C\u002Fdiv>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">Digital health should become an organic part of primary care in the future\u003C\u002Fh2>\n\n\n\n\u003Cp>I live a fairly healthy life. I use data to improve my lifestyle and to make better decisions by optimizing \u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002F6-months-sleep-tracking-experiment-learnt\u002F\">my sleep pattern\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Ffitbit-helped-change-lifestyle-great-fitbit-surge-review\u002F\">my physical\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fthe-one-year-excel-spreadsheet-experiment-that-changed-my-life\u002F\">my cognitive or my emotional abilities\u003C\u002Fa>; and I had \u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fmydna-review\u002F\">several genetic tests\u003C\u002Fa>. What is the reason behind all my activities? I want to live a long life and work until the very end while being fit in body and soul. And I’m ready to sacrifice energy, time and money to reach it.\u003C\u002Fp>\n\n\n\n\u003Cp>Data and digital technology is my guardian and my spear-hand in order to achieve my goals. Just look at \u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fthe-one-year-excel-spreadsheet-experiment-that-changed-my-life\u002F\">my Excel spreadsheet experiment\u003C\u002Fa> and all the stunning results I could achieve in one year! My GP also thinks that for example \u003Cem>activity trackers have a ‘placebo effect’. When you know that your steps are counted, it increases your motivation, boosts your performance and you feel healthier\u003C\u002Fem>. Thus, I believe digital technology should have a bigger impact in healthcare for making people’s lives better.\u003C\u002Fp>\n\n\n\n\u003Cp>Although it is obvious that change starts with the individual, a lasting impact can only be reached when the direct environment also resonates with such changes. When people start to turn to digital technology to live a healthier life, the best response would be to advance the closest health sector to the individual, namely primary care in order to reflect the requirements of the 21\u003Csup>st\u003C\u002Fsup> century.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">So what does primary care look like now? What should be changed?\u003C\u002Fh2>\n\n\n\n\u003Cp>Healthcare today is not proactive, but rather reactive medicine. Patients usually visit the GP, when they already have some serious problem; and since doctors are overwhelmed with tasks, they can only focus on treating acute illnesses. There is not enough data about the patient, about the possible illness, most GP’s and hospitals do not incorporate the latest proven scientific research into their practice. How could they? Data processing systems are usually not that efficient.\u003C\u002Fp>\n\n\n\n\u003Cp>Doctor shortages are a global phenomenon. The World Health Organization (WHO) estimates that there will be a \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.who.int\u002Fhealth-topics\u002Fhealth-workforce#tab=tab_1\" target=\"_blank\">worldwide shortage of around 10 million\u003C\u002Fa> physicians, nurses, and allied health workers by 2030.\u003C\u002Fp>\n\n\n\n\u003Cp>At the same time, the need for healthcare services is rising. Illnesses are becoming easier to catch, civilizational diseases such as diabetes and obesity are on the rise, while aging societies need more and more care. The result? Long waiting hours at the GP or for appointments and surgeries, pricey, long, sometimes unnecessary procedures, random patient management, unequal doctor-patient relationship.\u003Cscript>\u003C\u002Fscript>\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">How could we change it?\u003C\u002Fh2>\n\n\n\n\u003Cp>We need more data and a 180-degree attitude change! Data is essential for getting to know the patients, their situation, and their diseases as well as how to heal them completely and efficiently. Digital technology could help a lot in this respect. Healthcare trackers, sensors and wearables could serve with a swarm of useful biometric data in getting to know the health parameters and vital signs of patients and diagnosing their illnesses.\u003C\u002Fp>\n\n\n\n\u003Cp>In January, 2016 \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.buzzfeed.com\u002Fstephaniemlee\u002Ffitbit-in-the-hospital?utm_term=.ao13990DD#.ds8PGGJpp\" target=\"_blank\">a man checked into a hospital’s emergency room in Camden, New Jersey\u003C\u002Fa>. Because his heart was beating irregularly, doctors suspected he had atrial fibrillation. That is the most common type of arrhythmia, which can increase the risk of stroke. But to decide how to treat him, they needed to know exactly how long his heart had been acting up. That’s when one of the physicians noticed a Fitbit Charge HR on the patient’s wrist, and it had the answers they were looking for.\u003C\u002Fp>\n\n\n\n\u003Cp>This was one very early example of how useful data extracted from wearables could be. That’s why such events should not happen on a randomized basis, but GPs as well as hospitals should rather incorporate data from healthcare trackers, sensors, even fitness wearables into their practice on a systemic level.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">What should the first encounter with your GP’s office in the future look like?\u003C\u002Fh2>\n\n\n\n\u003Cp>\u003Cem>Somewhere in the 2030s. Adam scrolled down on his phone and asked Mimi, the healthcare chatbot about the selection of GPs in the neighborhood, where he just moved in, a very neat area in Amsterdam. Based on Adam’s preferences, Mimi offered three possible choices, and he selected one. The chatbot made an appointment for him for the next day. By the time, he went there, his previous doctor sent over all the necessary healthcare data about him after he consented to the necessary forms about data privacy. Adam could also take all the results of his genetic tests to the GP – data about drug sensitivity, his risks for monogenetic conditions or multifactorial diseases or mutations -; as well as the data from the health trackers, he uses for measuring his physical activity, blood pressure and tracking his sleep.\u003C\u002Fem>\u003C\u002Fp>\n\n\n\n\u003Cp>\u003Cem>Adam went to the GP’s office, which rather looked like a business meet-up; and had a very friendly chat with his new doctor, who already knew about his previous knee-replacement operation as well as his peanut allergy. Then she asked a couple of further questions about his health and examined him thoroughly: ECG, blood test, knee X-ray, etc. The whole exam was less than an hour. Afterwards, the doctor gave Adam a summary of the current state of his health and estimated his risk for different diseases. Based on this information, the doctor and Adam worked out a prevention plan to avoid these health risks and set out the parameters of a personalized healthy lifestyle. They agreed to set up various targets concerning his physical activities, his dieting habits as well as factors reducing stress.\u003C\u002Fem>\u003C\u002Fp>\n\n\n\n\u003Cp>Ideally, the GPs of the near future will rather act as health coaches. They will interpret health data if something is not clear, give advice when results are not optimal, and spot and check irregularities based on data as soon as possible.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">What happens in practice?\u003C\u002Fh2>\n\n\n\n\u003Cp>I always wished Adam’s story could be mine. For years, I have been looking in vain for a GP, who thinks the same way about prevention and digital health as I do. Finally, a few years ago I found \u003Ca rel=\"noreferrer noopener\" href=\"http:\u002F\u002Fwww.vernes.hu\u002Fen\u002F\" target=\"_blank\">her\u003C\u002Fa>. She believes in the equal-level collaboration I’m evangelizing rather than the old hierarchy of the doctor-patient relationship. And she is a data freak just like me.\u003C\u002Fp>\n\n\n\n\u003Cp>So, when we first met, I brought to her\u003C\u002Fp>\n\n\n\n\u003Col class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>the results of my genetic tests\u003C\u002Fstrong>: what drugs I’m sensitive to, what metabolic conditions I carry, what major mutations I have (e.g. Leiden that increases my risk for deep vein thrombosis), and what risks I have for multifactorial conditions.\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>data sets about my health parameters\u003C\u002Fstrong> in terms of sleep quality, physical activity, blood pressure\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>major lab markers\u003C\u002Fstrong> from the past years in an Excel spreadsheet so she didn’t have to look through thousands of data points, just what really mattered\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>the need for a long-term prevention program.\u003C\u002Fstrong>\u003C\u002Fli>\n\u003C\u002Fol>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">What was my GP’s reaction?\u003C\u002Fh2>\n\n\n\n\u003Cp>Instead of jumping out of the window in fright from the data tsunami, she got curious and excited about discovering my health background. First and foremost, she examined all the available information based on my data as well as the data in the healthcare system. Then she drew up my family tree with the major diseases and causes of death, carried out a full physical examination, checked all my tests and lab markers, examined my lifestyle, and then came up with the risks for different major conditions based on international data and evidence.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">What was the final verdict and how will my GP and I work together in the future?\u003C\u002Fh2>\n\n\n\n\u003Cp>At the end of the process, we agreed upon a prevention program concerning when and what kind of health tests should I undergo. This is a difficult issue by the way. We could have a full-body MRI every year but it is expensive and so far there is no strong evidence that it prolongs life, so we said no. You really need to be considerate and sane while deciding upon a regimen of tests for the long term. She also gave me pieces of advice about my lifestyle. As I exercise 30 minutes per day on average and have never smoked, I could only slightly improve my diet and alcohol intake. But now we know what to keep an eye on:\u003C\u002Fp>\n\n\n\n\u003Col class=\"wp-block-list\">\n\u003Cli>I have a higher chance for thrombosis\u003C\u002Fli>\n\n\n\n\u003Cli>I have to be careful with certain drugs in the future because the probability of having serious side effects after taking them is high (e.g. statins for high cholesterol)\u003C\u002Fli>\n\n\n\n\u003Cli>My chance for melanoma and basal cell carcinoma is very high, so I have to do an annual dermatology checkup\u003C\u002Fli>\n\n\n\n\u003Cli>I also have to keep my BMI under 25 because I have a high genetic risk for obesity and insulin resistance\u003C\u002Fli>\n\u003C\u002Fol>\n\n\n\n\u003Cp>We meet twice a year if I have no issues. In the meantime, I keep on living a physically, mentally and emotionally active life and measure data. When something is different, I let her know.\u003C\u002Fp>\n\n\n\n\u003Cp>This is what primary care should look like globally. She doesn’t order a huge range of additional tests just because she could. We made all these decisions based on evidence. Moreover, she is eager to use the data I bring to the table.\u003C\u002Fp>\n\n\n\n\u003Cp>Digital health at its best.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">So, how could we help GPs to incorporate digital health into their everyday practice? \u003C\u002Fh2>\n\n\n\n\u003Cp>There are many factors that hinder the introduction of digital technologies on the most basic level of healthcare. As my GP said\u003Cem>, the major nemesis is lack of time. Busy physicians find it difficult to incorporate into their everyday practice to work with digital information\u003C\u002Fem>. \u003Cem>Also, there is no separate allocated time to visit your doctor only for preventive visits.\u003C\u002Fem> So, first of all, we need to make time and space for digital technologies in healthcare. She also mentioned another important factor, the compatibility issue. Medical programs used in the GP’s offices might not be compatible with the health trackers’ own software.\u003C\u002Fp>\n\n\n\n\u003Cp>My GP agrees with me that \u003Cem>in the last few years,\u003C\u002Fem> there has been a growing interest in\u003Cem> health prevention and active involvement in health from the patient’s side\u003C\u002Fem>. It is not a surprise that there are already examples that patients are bringing their healthcare trackers or sensors to their medical professionals to check their data – and not the other way around.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">Lifestyle medicine needs to become mainstream\u003C\u002Fh2>\n\n\n\n\u003Cp>You might not have heard of lifestyle medicine before now, this field is relatively new, and even \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FLifestyle_medicine\" target=\"_blank\">its Wikipedia entry\u003C\u002Fa> is far from being very extensive. However, it is a very important new way of practicing medicine. In layman’s terms, we could say that its goal is to support patients to live healthy as long as possible, focusing on prevention instead of treatments. \u003C\u002Fp>\n\n\n\n\u003Cp>The American College of Lifestyle Medicine (ACLM) \u003Ca href=\"https:\u002F\u002Flifestylemedicine.org\u002FACLM\u002FACLM\u002FAbout\u002FWhat_is_Lifestyle_Medicine_\u002FLifestyle_Medicine.aspx?hkey=26f3eb6b-8294-4a63-83de-35d429c3bb88\">initiated the steps\u003C\u002Fa> to establish the standards shaping lifestyle medicine as a field of its own. ACLM defines it as “the evidence-based practice of helping individuals and families adopt and sustain healthy behaviors that affect health and quality of life”. \u003C\u002Fp>\n\n\n\n\u003Cp>The field draws parallels to nutrition and dietetics but involves a more holistic approach. The ACLM \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Flifestylemedicine.org\u002Fcommon\u002FUploaded%20files\u002FPDFs\u002FPractice%20Resources\u002FPatient%20Education\u002FACLM-6-ways-to-take-control-of-your-health-2021.pdf\" target=\"_blank\">describes six pillars of lifestyle medicine\u003C\u002Fa>:\u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>predominantly whole, plant-based nutrition, rich in fibres and nutrients\u003C\u002Fli>\n\n\n\n\u003Cli>regular and consistent physical activity,ó that can be maintained on a daily basis\u003C\u002Fli>\n\n\n\n\u003Cli>recognising and coping with stress\u003C\u002Fli>\n\n\n\n\u003Cli>avoiding substance abuse\u003C\u002Fli>\n\n\n\n\u003Cli>ensuring quality sleep\u003C\u002Fli>\n\n\n\n\u003Cli>social connectedness to ensure emotional resilience\u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cp>For those healthcare professionals and students with an inclination toward technology, lifestyle medicine might be the area they are longing to specialise in. It’s one where they actively contribute to patients’ lives while using novel technologies for general healthcare purposes. If you are interested in lifestyle medicine, \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Flifestyle-medicine-could-be-the-key-for-digital-health-adoption\u002F\" target=\"_blank\">we introduced this field in more detail here\u003C\u002Fa>. \u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">21st-century doctors can have a hospital’s worth of diagnostics in their bags\u003C\u002Fh2>\n\n\n\n\u003Cp>The breathtaking development of portable diagnostics tools also supports the transformation of primary care. Digital stethoscopes, card-sized ECGs, portable ultrasounds, and portable vision tests – among others – make a thorough checkup a breeze, and you don’t have to leave your doctor’s office for it. \u003C\u002Fp>\n\n\n\n\u003Cp>We listed 7 of these \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fthe-7-must-haves-for-the-doctor-of-the-21st-century\u002F\" target=\"_blank\">ultra-portable diagnostic tools in this article\u003C\u002Fa>. So if we have all these amazing devices readily available, why don’t we see them everywhere? \u003C\u002Fp>\n\n\n\n\u003Cp>Firstly, it’s simply because many aren’t aware of the existence of such devices. Doctors are often busy with their daily routine and keeping up with the latest research about what technologies like CRISPR can offer but don’t keep in touch with the technologies available right away. Some might even think that those devices aren’t for sale or are expensive. But in fact, they have been approved by regulatory bodies, are readily available on the market, and aren’t as expensive as their traditional counterparts.\u003C\u002Fp>\n\n\n\n\u003Cp>For instance, the \u003Ca href=\"https:\u002F\u002Fstore.eyeque.com\u002Fpersonal%20vision%20tracker.html\" target=\"_blank\" rel=\"noreferrer noopener\">EyeQue Personal Vision Tracker\u003C\u002Fa> costs $35, less than a designer frame! The \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.medisave.net\u002Fcollections\u002Flittmann-master-cardiology-stethoscope\" target=\"_blank\">Littmann Master Cardiology\u003C\u002Fa> stethoscope costs around $230 while the \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fshop.ekohealth.com\u002Fproducts\u002Fcore-digital-stethoscope\" target=\"_blank\">Eko Core Digital Stethoscope\u003C\u002Fa> is priced at $330. These aren’t promotional adverts but mere comparisons and we’ll expect the price to go even lower as technology progresses.\u003C\u002Fp>\n\n\n\n\u003Cp>Additionally, there still is a reluctance to adopt new technologies. Many think of these devices as the end of the art of practicing medicine, when in fact, they are present to help doctors build better relationships with their patients by getting faster results with more data. Such devices need adopters to make digital health a global reality and it would be better sooner than later.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">Healthcare should be put in perspective on a systemic level\u003C\u002Fh2>\n\n\n\n\u003Cp>\u003Cem>Doctors are traditionally trained to cure illnesses\u003C\u002Fem>, Dr. Vernes says. I believe this attitude has to change, as technology is at our heels, and we need to keep pace with it. Also, my GP mentioned that the Hungarian system does not reward doctors’ efforts in preventive medicine. This phenomenon is a systemic problem and could be prevalent in other countries as well. She explained that \u003Cem>the reimbursement is procedure or capita-based and not outcome-based.\u003C\u002Fem> The healthcare system is not “thinking” in terms of prevention mostly because positive results only show after years or even decades on the population level.\u003C\u002Fp>\n\n\n\n\u003Cp>Now, that’s the attitude we need to change. You cannot and should not think in the short term in healthcare, because the result will be the usual “firefighting”. We all have to think in perspective about the future of healthcare, and that future must come to terms with digital technology. The sooner, the better.\u003C\u002Fp>\n\n\n\n\u003Cp>\u003C\u002Fp>\n",false,{"rendered":22,"protected":20},"\u003Cp>I truly hope that very soon I do not have to make an appointment at the GP when I suspect signs of a disease, but my GP will send me a message that she spotted something irregular in my latest test results and my digital health data, so I’d better visit. Let me show you in detail, how primary care should be carried out in the future!\u003C\u002Fp>\n",6,25255,"closed",true,"","standard",{"_acf_changed":20,"footnotes":27},[31,32],521,496,[34,35,36,37,38,39,40,41,42,43,44,45,46,47],453,522,207,524,225,596,246,624,275,672,289,673,313,425,[],[],[51,52,53,54,55,56,57,58,59,60,61,62,63,64],1617,4777,1681,5081,1683,1693,1719,1721,1729,1831,1981,4763,1571,4771,[66,14,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87],"post-15487","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-future-medicine","category-health-sensors-trackers","tag-wearables-2","tag-gc3","tag-digital-health","tag-trackers","tag-education","tag-health-sensors","tag-future","tag-health-trackers","tag-healthcare","tag-gp","tag-innovation","tag-primary-care","tag-medicine","tag-technology-2",{"id":24,"alt_text":89,"caption":27,"description":27,"media_type":90,"media_details":91,"post":136,"source_url":137},"The future of oncology","image",{"width":92,"height":93,"file":94,"sizes":95,"image_meta":133},1920,1080,"2019\u002F11\u002F122_tmf_illu.png",{"medium":96,"large":102,"thumbnail":107,"medium_large":111,"1536x1536":112,"large_old_512x288":117,"thumbnail_old_150x150":122,"medium_old_370x208":124,"medium_large_old_768x432":127,"large_old_512x288_old_512x288":130},{"file":97,"width":98,"height":99,"mime-type":100,"source_url":101},"122_tmf_illu-370x208.png",370,208,"image\u002Fpng","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F11\u002F122_tmf_illu-370x208.png",{"file":103,"width":104,"height":105,"mime-type":100,"source_url":106},"122_tmf_illu-768x432.png",768,432,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F11\u002F122_tmf_illu-768x432.png",{"file":108,"width":109,"height":109,"mime-type":100,"source_url":110},"122_tmf_illu-150x150.png",150,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F11\u002F122_tmf_illu-150x150.png",{"file":103,"width":104,"height":105,"mime-type":100,"source_url":106},{"file":113,"width":114,"height":115,"mime-type":100,"source_url":116},"122_tmf_illu-1536x864.png",1536,864,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F11\u002F122_tmf_illu-1536x864.png",{"file":118,"width":119,"height":120,"mime-type":100,"source_url":121},"122_tmf_illu-512x288.png",512,288,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F11\u002F122_tmf_illu-512x288.png",{"file":108,"width":123,"height":123,"mime-type":100,"source_url":110},"150",{"file":97,"width":125,"height":126,"mime-type":100,"source_url":101},"370","208",{"file":103,"width":128,"height":129,"mime-type":100,"source_url":106},"768","432",{"file":118,"width":131,"height":132,"mime-type":100,"source_url":121},"512","288",{"aperture":134,"credit":27,"camera":27,"caption":27,"created_timestamp":134,"copyright":27,"focal_length":134,"iso":134,"shutter_speed":134,"title":27,"orientation":134,"keywords":135},"0",[],null,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F11\u002F122_tmf_illu.png",{"cta_type":139,"cta_color":27,"subtitle":27,"related_books":140,"related_posts_footer":144,"related_posts":20,"key_takeaways":148},"subscribe",[141,142,143],24765,52203,24759,[145,146,147],13255,51875,24858,[149,151,153],{"title":150},"\u003Cp>Primary care should evolve to proactively address potential health concerns, with doctors notifying patients based on irregularities detected in their digital health data. This method aligns with patients using digital tools, such as wearables and trackers, to maintain and monitor their health, driving the shift towards a more preventative, rather than reactive, approach to medicine.\u003C\u002Fp>\n",{"title":152},"\u003Cp>Access to detailed personal health data empowers patients to be more engaged in their health decisions and collaborate with their doctors. Evidence-based decisions, informed by this data, can lead to more effective preventative strategies, helping avoid long-term health risks.\u003C\u002Fp>\n",{"title":154},"\u003Cp>The healthcare sector should widely adopt digital diagnostic tools and integrate lifestyle medicine—focusing on whole nutrition, regular physical activity, stress management, substance avoidance, quality sleep, and social connectivity—into mainstream practice.\u003C\u002Fp>\n",{"yoast_wpseo_title":156,"yoast_wpseo_metadesc":157,"yoast_wpseo_canonical":15},"What Should Primary Care Look Like in the Future? - The Medical Futurist","In the future, GP's will act rather as health coaches and primary care will incorporate all the innovations of digital health. Check it out!",{"self":159,"collection":165,"about":168,"author":171,"replies":174,"version-history":177,"predecessor-version":181,"wp:featuredmedia":185,"wp:attachment":188,"wp:term":191,"curies":207},[160],{"href":161,"targetHints":162},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F15487",{"allow":163},[164],"GET",[166],{"href":167},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts",[169],{"href":170},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftypes\u002Fpost",[172],{"embeddable":26,"href":173},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fusers\u002F6",[175],{"embeddable":26,"href":176},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcomments?post=15487",[178],{"count":179,"href":180},36,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F15487\u002Frevisions",[182],{"id":183,"href":184},58681,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F15487\u002Frevisions\u002F58681",[186],{"embeddable":26,"href":187},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia\u002F25255",[189],{"href":190},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia?parent=15487",[192,195,198,201,204],{"taxonomy":193,"embeddable":26,"href":194},"category","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcategories?post=15487",{"taxonomy":196,"embeddable":26,"href":197},"post_tag","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftags?post=15487",{"taxonomy":199,"embeddable":26,"href":200},"project_category","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fproject_category?post=15487",{"taxonomy":202,"embeddable":26,"href":203},"contact_email_category","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcontact_email_category?post=15487",{"taxonomy":205,"embeddable":26,"href":206},"yst_prominent_words","https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fyst_prominent_words?post=15487",[208],{"name":209,"href":210,"templated":26},"wp","https:\u002F\u002Fapi.w.org\u002F{rel}",[212],{"id":147,"date":213,"date_gmt":214,"guid":215,"modified":217,"modified_gmt":218,"slug":219,"status":13,"type":14,"link":220,"title":221,"content":223,"excerpt":225,"author":23,"featured_media":227,"comment_status":25,"ping_status":25,"sticky":26,"template":27,"format":28,"meta":228,"categories":229,"tags":233,"project_category":247,"contact_email_category":248,"yst_prominent_words":249,"class_list":260,"better_featured_image":278,"acf":301,"yoast_meta":316,"_links":318},"2023-08-17T10:00:00","2023-08-17T08:00:00",{"rendered":216},"https:\u002F\u002Fmedicalfuturist.com\u002F?post_id=24858&_wpnonce=7146ccf2fa&status=auto-draft&type=post","2023-08-17T09:36:42","2023-08-17T07:36:42","top-companies-using-a-i-in-drug-discovery-and-development","https:\u002F\u002Fmedicalfuturist.com\u002Ftop-companies-using-a-i-in-drug-discovery-and-development",{"rendered":222},"Top 6 Companies Using AI In Drug Discovery And Development",{"rendered":224,"protected":20},"\n\u003Cdiv class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n\u003Cdiv class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n\u003Cp>What if coming up with a new drug could be measured in days rather than years? What if new medication would cost thousands instead of billions of dollars? Just look at how an AI pharma start-up \u003Ca href=\"https:\u002F\u002Fwww.technologyreview.com\u002Ff\u002F614251\u002Fan-ai-system-identified-a-potential-new-drug-in-just-46-days\u002F\">developed a potential new drug in 46 days\u003C\u002Fa>! Artificial intelligence technologies \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fthe-future-of-clinical-trials-artificial-patients-synthetic-data-and-real-time-analysis\" target=\"_blank\">promise to speed up the process\u003C\u002Fa> of drug discovery and development and make it more cost-effective. As the market is flourishing, and it takes time and effort to separate the wheat from the chaff, we collected the most promising AI pharma companies out there.\u003C\u002Fp>\n\n\n\n\u003Cp>Drug design is a key area AI is revolutionizing. In one of our latest database projects, we decided to venture into this territory and collect the companies that use artificial intelligence for this purpose. To add more value than what’s already available, our goal was not only to list these but also to determine their fields of operation, their target group and other, so far unmapped details.\u003C\u002Fp>\n\u003C\u002Fdiv>\n\u003C\u002Fdiv>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>The future is about speed and savings\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>New drugs are approved through human clinical trials: rigorous,\nyear-long procedures starting in animal trials and gradually moving to\npatients. They typically cost billions of dollars and take many years to\ncomplete, sometimes more than a decade. Plus, patients in trials are exposed to\nside effects that cannot be predicted or expected. And even if the trial is\nsuccessful, it has to go through a regulatory approval: it may or may not\nreceive the nod of the respective regulatory agency, e.g. the US Food and Drugs\nAdministration (FDA).\u003C\u002Fp>\n\n\n\n\u003Cp>Luckily, there’s an abundance of technologies and companies that want to change the status quo. One way to \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Ffuture-of-clinical-trials\" target=\"_blank\">modernise the drug testing process\u003C\u002Fa> is applying technologies to the traditional framework, for example, through online platforms to seek out participants; while an alternative way is to use \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwyss.harvard.edu\u002Ftechnology\u002Fhuman-organs-on-chips\u002F\" target=\"_blank\">human organs-on-chips\u003C\u002Fa> or \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fin-silico-trials-are-the-future\u002F\" target=\"_blank\">in silico trials\u003C\u002Fa>. These all aim to speed up the process, save thousands of dollars and unburden patients. \u003C\u002Fp>\n\n\n\n\u003Cp>\u003Cstrong>However, when looking at all these technologies, artificial intelligence is the most advanced and most multifaceted. The technology helps companies aggregate and synthesize a lot of information that’s needed for clinical trials, thus shortening the drug development process. It can also help understand the mechanisms of the disease, establish biomarkers, generate data, models, or novel drug candidates, design or redesign drugs, run preclinical experiments, design and run clinical trials, and even analyse the real-world experience\u003C\u002Fstrong>. \u003C\u002Fp>\n\n\n\n\u003Cp>The number of already existing AI companies in drug development reflects the manifold usage of the technology: they are many and increasing day by day. \u003C\u002Fp>\n\n\n\n\u003Cp>Nevertheless, we managed to choose our six favorites, so here you go!\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">1) The company that mines clinical trials: \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.antidote.me\u002F\" target=\"_blank\">Antidote\u003C\u002Fa>\u003C\u002Fh2>\n\n\n\n\u003Cp>US and UK-based Antidote is focusing on matching patients and medical researchers in clinical trials so they could work together more easily. \u003Cstrong>The platform allows patients to find the most suitable clinical trials, helps researchers stream their latest study information to millions of patients, and even connects them with members of the medical community directly\u003C\u002Fstrong>. It’s basically a very efficient online platform for enhancing access to clinical trials.\u003C\u002Fp>\n\n\n\n\u003Cp>By combining proprietary technologies, data, and well-established business models, the company is transforming the way patients and researchers connect so that breakthroughs can happen faster. The company was launched under the name of TrialReach in 2010, but it got rebranded to Antidote in 2016. \u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">2) The company with tangible results: \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.atomwise.com\u002F\" target=\"_blank\">Atomwise\u003C\u002Fa>\u003C\u002Fh2>\n\n\n\n\u003Cp>\u003Cstrong>The most well-known company in drug discovery aims to reduce the costs of medicine development by using supercomputers to predict from a database of molecular structures in advance which potential medicines will work, and which won’t\u003C\u002Fstrong>. Their deep convolutional neural network, AtomNet, screens more than 100 million compounds each day.\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\u002F2021\u002F09\u002Ftmf_article_291_A-02-768x432.png\" alt=\"\" class=\"wp-image-36305\" srcset=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F09\u002Ftmf_article_291_A-02-768x432.png 768w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F09\u002Ftmf_article_291_A-02-370x208.png 370w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F09\u002Ftmf_article_291_A-02-1536x864.png 1536w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F09\u002Ftmf_article_291_A-02.png 1920w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \u002F>\u003C\u002Ffigure>\n\n\n\n\u003Cp>In 2015, Atomwise launched a virtual search for safe, existing medicines that could be redesigned to treat the Ebola virus. They found two drug candidates predicted by the company’s AI technology which may significantly reduce Ebola infectivity. This analysis, which typically would have taken months or years, was completed in less than one day! Imagine how efficient drug creation would become if such clinical trials could be run at the “ground zero” level of health care, namely in pharmacies.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">3) The company that concentrates on cancer drugs: \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.welcome.ai\u002Fturbine-ai\" target=\"_blank\">Turbine.AI\u003C\u002Fa>\u003C\u002Fh2>\n\n\n\n\u003Cp>A dedicated team of A.I. developers, medical professionals, and bioinformaticians has spent 6 years researching and building an artificial intelligence solution to design personalised treatments for any cancer type or patient faster than any traditional healthcare service. \u003Cstrong>The technology models cell biology on the molecular level, it can identify the best drug to target a specific tumor with; moreover, it identifies complex biomarkers and design combination therapies by performing millions of simulated experiments each day.\u003C\u002Fstrong>\u003C\u002Fp>\n\n\n\n\u003Cfigure class=\"wp-block-embed 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=\"AI Case Studies In Pharmaceutical Drug Design  - Live Q&A With The Medical Futurist\" width=\"640\" height=\"360\" src=\"https:\u002F\u002Fwww.youtube.com\u002Fembed\u002FcSrwgtEAzLQ?start=1045&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>The key to Turbine’s uniqueness is its molecular model of cancer biology guided by an AI to identify the biomarkers that signal sensitivity to treatment. As a result, the technology is already used in collaborations with Bayer, the University of Cambridge and top Hungarian research groups to find new cancer cures, speed up the time to market them and save the lives of patients suffering from currently incurable forms of the lethal disease.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">4) The company with a comprehensive structure from genomic to clinical data\u003Cstrong>: \u003C\u002Fstrong>\u003Ca rel=\"noreferrer noopener\" href=\"http:\u002F\u002Fprecisionlife.com\u002F\" target=\"_blank\">Row Analytics\u003C\u002Fa>\u003C\u002Fh2>\n\n\n\n\u003Cp>\u003Cstrong>The Oxford-based data analytics company operating since 2013 specializes in digital health, precision medicine, genomics, and semantic search\u003C\u002Fstrong>. It is delivering a range of highly innovative data analytics platforms, for example, PrecisionLife for drug discovery.\u003C\u002Fp>\n\n\n\n\u003Cp>\u003Cstrong>The platform combines AI methods and data analytics to look at multiple genetic variants in combinations across a range of diseases\u003C\u002Fstrong>. As they are able to complete the process in weeks instead of months, even for large disease populations with tens of thousands of patients, this enables the rapid identification of novel drug candidates and potential drugs to repurpose. \u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">5) The company with research excellence in in-silico genomics: \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.deepgenomics.com\u002F\" target=\"_blank\">Deep Genomics\u003C\u002Fa>\u003C\u002Fh2>\n\n\n\n\u003Cp>Brendan Frey’s company promises \u003Cstrong>to solve the biggest puzzle in genetics: to get to know exactly what information the genome could provide for patients, medical professionals, and researchers. For doing so, Deep Genomics is \u003Ca href=\"http:\u002F\u002Fwww.businessinsider.com\u002Fhow-deep-genomics-is-using-ai-to-solve-genetic-mysteries-2015-9\" target=\"_blank\" rel=\"noreferrer noopener\">leveraging AI, specifically deep learning to help decode the meaning of the genome\u003C\u002Fa>\u003C\u002Fstrong>.\u003C\u002Fp>\n\n\n\n\u003Cp>So far, the company has used its computational system to develop a database that provides predictions for more than 300 million genetic variations that could affect the genetic code. For this reason, their findings are used for genome-based therapeutic development, molecular diagnostics, targeting biomarker discovery and assessing risks for genetic disorders.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">6) The company with drug discovery in 46 days: \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Finsilico.com\u002F\" target=\"_blank\">Insilico Medicine\u003C\u002Fa>\u003C\u002Fh2>\n\n\n\n\u003Cp>\u003Cstrong>As an artificial intelligence company for drug discovery, biomarker development, and ageing research, Insilico Medicine aims to cover the entire process of drug discovery, clinical trials analysis, and digital medicine\u003C\u002Fstrong>. It is pursuing internal drug discovery programs in cancer, dermatological diseases, fibrosis, Parkinson’s Disease, Alzheimer’s Disease, ALS, diabetes, sarcopenia, and ageing.\u003C\u002Fp>\n\n\n\n\u003Cp>The company, working with researchers at the University of Toronto, \u003Cstrong>made headlines lately with the announcement that the process of developing a new drug candidate lasted just 46 days with the help of its smart algorithm\u003C\u002Fstrong>. At first, it took \u003Ca href=\"https:\u002F\u002Fwww.technologyreview.com\u002Ff\u002F614251\u002Fan-ai-system-identified-a-potential-new-drug-in-just-46-days\u002F\">21 days for the team to create 30,000 designs for molecules\u003C\u002Fa> that target a protein linked with fibrosis (tissue scarring). They synthesized six of these molecules in the lab and then tested two in cells, the most promising one was tested in mice. The researchers concluded it was potent against the protein and showed “drug-like” qualities. The research was published in\u003Ca href=\"https:\u002F\u002Fwww.nature.com\u002Farticles\u002Fs41587-019-0224-x\"> Nature Biotechnology\u003C\u002Fa>.\u003C\u002Fp>\n\n\n\n\u003Ctable style=\"width: 100%; border-collapse: collapse; background-color: #eee; border-top: 4px solid #444;\" cellpadding=\"10px\">\n\u003Ctbody>\n\u003Ctr>\n\u003Ctd style=\"width: 100%;\">\n\u003Cp>\u003Cstrong>At The Medical Futurist, we are building a community for making a bold vision about the future of healthcare reality today.\u003C\u002Fstrong>\u003C\u002Fp>\n\u003Ciframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\u002F\u002Fwww.youtube.com\u002Fembed\u002FFIbMejImnxs\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen=\"\">\u003C\u002Fiframe>\n\u003Cp>If you’d like to support this mission, we invite you to \u003Ca href=\"https:\u002F\u002Fwww.patreon.com\u002Fthemedicalfuturist\">join The Medical Futurist Patreon Community\u003C\u002Fa>. A community of empowered patients, future-oriented healthcare professionals, concerned health policymakers, sensible health tech developers, and enthusiastic medical students. If there were ever a time to join us, it is now. Every contribution, however big or small, powers our research and sustains our future.\u003C\u002Fp>\n\u003Cp>\u003Ca href=\"https:\u002F\u002Fwww.patreon.com\u002Fthemedicalfuturist\">\u003Cstrong style=\"background-color: #e71d3299; color: #000;\">Click here to support The Medical Futurist from as little as $3\u003C\u002Fstrong>\u003C\u002Fa> – it only takes a minute. Thank you.\u003C\u002Fp>\n\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftbody>\n\u003C\u002Ftable>\n\u003Cp> \u003C\u002Fp>\n\n\n\n\u003Cp>\u003C\u002Fp>\n",{"rendered":226,"protected":20},"\u003Cp>What if coming up with a new drug could be measured in days rather than years? What if new medication would cost thousands instead of billions of dollars? Artificial intelligence technologies promise to speed up the process of drug discovery and make it more cost-effective. As the market is flourishing, and it takes time and effort to separate the wheat from the chaff, we collected the most promising AI pharma companies out there.\u003C\u002Fp>\n",52039,{"_acf_changed":20,"footnotes":27},[230,231,232],504,490,488,[234,235,236,237,238,239,240,241,242,243,244,245,246],566,134,568,144,1154,173,1471,217,1472,262,1473,356,373,[],[],[250,251,252,253,254,255,256,257,258,259],1635,1715,1739,1833,1883,2935,1599,1607,1621,1631,[261,14,67,68,69,70,71,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277],"post-24858","category-artificial-intelligence","category-future-of-pharma","category-genomics","tag-clinical-trials","tag-ai","tag-drug-development","tag-artificial-intelligence","tag-medication","tag-clinical","tag-drug-discovery","tag-drug","tag-drug-research","tag-genomics","tag-cure","tag-pharma-2","tag-research",{"id":227,"alt_text":27,"caption":27,"description":27,"media_type":90,"media_details":279,"post":136,"source_url":300},{"width":280,"height":281,"file":282,"filesize":283,"sizes":284,"image_meta":298},1500,844,"2023\u002F08\u002Ftmf_article_382-2-s.png",598938,{"medium":285,"large":289,"thumbnail":293,"medium_large":297},{"file":286,"width":98,"height":99,"mime-type":100,"filesize":287,"source_url":288},"tmf_article_382-2-s-370x208.png",56575,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Ftmf_article_382-2-s-370x208.png",{"file":290,"width":104,"height":105,"mime-type":100,"filesize":291,"source_url":292},"tmf_article_382-2-s-768x432.png",168332,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Ftmf_article_382-2-s-768x432.png",{"file":294,"width":109,"height":109,"mime-type":100,"filesize":295,"source_url":296},"tmf_article_382-2-s-150x150.png",20749,"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Ftmf_article_382-2-s-150x150.png",{"file":290,"width":104,"height":105,"mime-type":100,"filesize":291,"source_url":292},{"aperture":134,"credit":27,"camera":27,"caption":27,"created_timestamp":134,"copyright":27,"focal_length":134,"iso":134,"shutter_speed":134,"title":27,"orientation":134,"keywords":299},[],"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2023\u002F08\u002Ftmf_article_382-2-s.png",{"related_posts_footer":302,"related_posts":20,"cta_type":139,"cta_color":306,"subtitle":27,"related_books":307,"key_takeaways":311},[303,304,305],14131,15585,46538,"green",[308,309,310],24764,24762,24761,[312,314],{"title":313},"\u003Cp>AI promises to disrupt drug discovery, radically speeding up the process and making it significantly cheaper\u003C\u002Fp>\n",{"title":315},"\u003Cp>We collected the flagship companies of the field and also introduce our latest database project analysing this realm\u003C\u002Fp>\n",{"yoast_wpseo_title":222,"yoast_wpseo_metadesc":317,"yoast_wpseo_canonical":220},"AI promises to speed up and make drug discovery and development more cost-effective. Here, we collected the most promising AI pharma companies.",{"self":319,"collection":324,"about":326,"author":328,"replies":330,"version-history":333,"predecessor-version":337,"wp:featuredmedia":341,"wp:attachment":344,"wp:term":347,"curies":358},[320],{"href":321,"targetHints":322},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F24858",{"allow":323},[164],[325],{"href":167},[327],{"href":170},[329],{"embeddable":26,"href":173},[331],{"embeddable":26,"href":332},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcomments?post=24858",[334],{"count":335,"href":336},29,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F24858\u002Frevisions",[338],{"id":339,"href":340},52065,"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F24858\u002Frevisions\u002F52065",[342],{"embeddable":26,"href":343},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia\u002F52039",[345],{"href":346},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia?parent=24858",[348,350,352,354,356],{"taxonomy":193,"embeddable":26,"href":349},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcategories?post=24858",{"taxonomy":196,"embeddable":26,"href":351},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftags?post=24858",{"taxonomy":199,"embeddable":26,"href":353},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fproject_category?post=24858",{"taxonomy":202,"embeddable":26,"href":355},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcontact_email_category?post=24858",{"taxonomy":205,"embeddable":26,"href":357},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fyst_prominent_words?post=24858",[359],{"name":209,"href":210,"templated":26},[361],{"id":143,"date":362,"date_gmt":363,"guid":364,"modified":366,"modified_gmt":367,"slug":368,"status":13,"type":369,"link":370,"title":371,"content":373,"excerpt":375,"author":377,"featured_media":378,"comment_status":25,"ping_status":25,"template":27,"yst_prominent_words":379,"class_list":381,"better_featured_image":384,"acf":402,"yoast_meta":426,"_links":428},"2019-09-06T21:56:27","2019-09-06T19:56:27",{"rendered":365},"https:\u002F\u002Fapi.medicalfuturist.com\u002F?post_type=book&p=24759","2023-03-12T18:06:35","2023-03-12T17:06:35","the-technological-future-of-medical-specialties","book","https:\u002F\u002Fapi.medicalfuturist.com\u002Fbooks\u002Fthe-technological-future-of-medical-specialties\u002F",{"rendered":372},"The Technological Future of Medical Specialties",{"rendered":374,"protected":20},"\n\u003Cp>In this e-book we specify in detail how the appearance of artificial intelligence, sensors, wearables, VR\u002FAR or robots affect each medical specialty in order to be able to discern what skills physicians will need in the future. We aim to show how physicians of the various professions can successfully prepare for the sweeping changes coming with the waves of technology. \u003C\u002Fp>\n",{"rendered":376,"protected":20},"\u003Cp>In this e-book we specify in detail how the appearance of artificial intelligence, sensors, wearables, VR\u002FAR or robots affect each medical specialty in order to […]\u003C\u002Fp>\n",10,49971,[380],2015,[382,369,383,68,70,71],"post-24759","type-book",{"id":378,"alt_text":27,"caption":27,"description":27,"media_type":90,"media_details":385,"post":143,"source_url":401},{"width":386,"height":387,"file":388,"filesize":389,"sizes":390,"image_meta":400},320,414,"2019\u002F09\u002Ffuture-of-medical-specialties.png",24785,{"medium":391,"thumbnail":396},{"file":392,"width":393,"height":126,"mime-type":100,"filesize":394,"source_url":395},"future-of-medical-specialties-320x208.png","320","52681","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002Ffuture-of-medical-specialties-320x208.png",{"file":397,"width":123,"height":123,"mime-type":100,"filesize":398,"source_url":399},"future-of-medical-specialties-150x150.png","26567","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002Ffuture-of-medical-specialties-150x150.png",{"aperture":134,"credit":27,"camera":27,"caption":27,"created_timestamp":134,"copyright":27,"focal_length":134,"iso":134,"shutter_speed":134,"title":27,"orientation":134},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002Ffuture-of-medical-specialties.png",{"leanpub_url":403,"buy_button_text":404,"preview":405},"https:\u002F\u002Fleanpub.com\u002Ffuture-of-medical-specialties","Get it on Leanpub",[406,408,410,412,414,416,418,420,422,424],{"image":407},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FThe-Technological-Future-of-Medical-Specialties-2021-Preview-01.png",{"image":409},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FThe-Technological-Future-of-Medical-Specialties-2021-Preview-02.png",{"image":411},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FThe-Technological-Future-of-Medical-Specialties-2021-Preview-03.png",{"image":413},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FThe-Technological-Future-of-Medical-Specialties-2021-Preview-04.png",{"image":415},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FThe-Technological-Future-of-Medical-Specialties-2021-Preview-05.png",{"image":417},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FThe-Technological-Future-of-Medical-Specialties-2021-Preview-06.png",{"image":419},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FThe-Technological-Future-of-Medical-Specialties-2021-Preview-07.png",{"image":421},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FThe-Technological-Future-of-Medical-Specialties-2021-Preview-08.png",{"image":423},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FThe-Technological-Future-of-Medical-Specialties-2021-Preview-09.png",{"image":425},"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FThe-Technological-Future-of-Medical-Specialties-2021-Preview-10.png",{"yoast_wpseo_title":427,"yoast_wpseo_metadesc":27,"yoast_wpseo_canonical":370},"The Technological Future of Medical Specialties - The Medical Futurist",{"self":429,"collection":434,"about":437,"author":440,"replies":443,"wp:featuredmedia":446,"wp:attachment":449,"wp:term":452,"curies":455},[430],{"href":431,"targetHints":432},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fbook\u002F24759",{"allow":433},[164],[435],{"href":436},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fbook",[438],{"href":439},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Ftypes\u002Fbook",[441],{"embeddable":26,"href":442},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fusers\u002F10",[444],{"embeddable":26,"href":445},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fcomments?post=24759",[447],{"embeddable":26,"href":448},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia\u002F49971",[450],{"href":451},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia?parent=24759",[453],{"taxonomy":205,"embeddable":26,"href":454},"https:\u002F\u002Fapi.medicalfuturist.com\u002Fwp-json\u002Fwp\u002Fv2\u002Fyst_prominent_words?post=24759",[456],{"name":209,"href":210,"templated":26},1789968589581]