[{"data":1,"prerenderedAt":269},["ShallowReactive",2],{"slug-vocal-biomarkers-new-opportunities-prevention":3},{"post":4,"relatedPosts":175,"relatedBooks":176},{"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":35,"project_category":46,"contact_email_category":50,"yst_prominent_words":51,"class_list":57,"better_featured_image":81,"acf":114,"yoast_meta":119,"_links":122},14703,"2021-11-25T11:00:00","2021-11-25T10:00:00",{"rendered":9},"http:\u002F\u002Fmedicalfuturist.com\u002F?p=14703","2021-11-27T15:25:34","2021-11-27T14:25:34","vocal-biomarkers-new-opportunities-prevention","publish","post","https:\u002F\u002Fmedicalfuturist.com\u002Fvocal-biomarkers-new-opportunities-prevention",{"rendered":17},"Vocal Biomarkers: New Opportunities In Prevention",{"rendered":19,"protected":20},"\n\u003Cp>\u003Cstrong>Vocal biomarkers have amazing potential in reforming diagnostics. As certain diseases, like those affecting the heart, lungs, vocal folds or the brain can alter a person’s voice, artificial intelligence (A.I.)-based voice analyses provide new horizons in medicine. Using biomarkers for diagnosis and remote monitoring can also be used for COVID-screening. So is it possible to diagnose illnesses from the sound of your voice?\u003C\u002Fstrong>\u003C\u002Fp>\n\n\n\n\u003Cp>\u003Cstrong>Let’s have a look at where this technology stands today.\u003C\u002Fstrong>\u003C\u002Fp>\n\n\n\n\u003Chr class=\"wp-block-separator\"\u002F>\n\n\n\n\u003Ch4 class=\"wp-block-heading\">\u003Cstrong>Related\u003C\u002Fstrong>\u003C\u002Fh4>\n\n\n\n\u003Cul class=\"wp-block-list\">\u003Cli>\u003Cstrong>\u003Ca href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fhealthcare-trends-hype-cycle\" target=\"_blank\" rel=\"noreferrer noopener\">Hype Cycle Of The Top 50 Emerging Digital Health Trends By The Medical Futurist\u003C\u002Fa>\u003C\u002Fstrong>\u003C\u002Fli>\u003Cli>\u003Cstrong>\u003Ca href=\"https:\u002F\u002Fwww.patreon.com\u002Fposts\u002Fcan-your-voice-43562798\" target=\"_blank\" rel=\"noreferrer noopener\">Can Your Voice Help You Get Diagnosed With COVID-19? – Interview With Shady Hassan, MD, CMO of Vocalis Health\u003C\u002Fa>\u003C\u002Fstrong>\u003C\u002Fli>\u003C\u002Ful>\n\n\n\n\u003Cp>Being placed at the beginning of the upward-leaning curve of our \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fmedicalfuturist.com\u002Fhealthcare-trends-hype-cycle\" target=\"_blank\">TOP 50 Emerging Digital Health Trend Hype Cycle\u003C\u002Fa>, in our assessment we clearly indicated vocal biomarkers as ‘green’, meaning the technology has a lot to offer and will grow significantly in the close future. \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.grandviewresearch.com\u002Fpress-release\u002Fglobal-biomarkers-market\" target=\"_blank\">Researchers expect\u003C\u002Fa> massive market growth in the biomarker segment reaching  147.59 billion USD by 2028; this technology will surely have an impact on how we deliver healthcare.\u003C\u002Fp>\n\n\n\n\u003Cdiv class=\"wp-block-image\">\u003Cfigure class=\"aligncenter size-large\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FVoice-recognition-technology-768x432.jpg\" alt=\"voice to text\" class=\"wp-image-24832\" srcset=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FVoice-recognition-technology-768x432.jpg 768w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FVoice-recognition-technology-370x208.jpg 370w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FVoice-recognition-technology-1536x864.jpg 1536w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FVoice-recognition-technology-512x288.jpg 512w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002FVoice-recognition-technology.jpg 1920w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \u002F>\u003Cfigcaption>Source: www.statnews.com\u003C\u002Ffigcaption>\u003C\u002Ffigure>\u003C\u002Fdiv>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>What are biomarkers?\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>A “biological marker” or “biomarker” \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.ncbi.nlm.nih.gov\u002Fpmc\u002Farticles\u002FPMC3078627\u002F\" target=\"_blank\">refers to medical signs which indicate the medical state observed from outside the patient\u003C\u002Fa>. So while patients sense symptoms, medical professionals measure biomarkers. Currently, they take into account all kinds of objective, quantifiable biomarkers ranging from biochemical, radiology markers to various health parameters. \u003C\u002Fp>\n\n\n\n\u003Cp>And as you could have guessed already, vocal biomarkers are medical signs deducted from the features of your voice. The characteristics of your voice – or as medicine labels them, vocal biomarkers – reveal a lot about your health and help in detecting serious diseases and health risks.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>Amazing potential in reforming diagnostics\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>Vocal biomarkers can help detect some diseases earlier than an average check-up process; and an earlier diagnosis could essentially be the difference between life and death in relation to certain illnesses. It is an amazing area of medicine, and the field is buzzing. Imagine how easy it would be if medical professionals could identify patients with coronary artery disease over a phone call! Or diagnosing mental health issues, Parkinson’s or even COVID-19. There would be no need to go to the doctors’ office, wait for hours for costly examinations and days for the results.\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\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-768x432.gif\" alt=\"voice to text technologies\" class=\"wp-image-24827\" srcset=\"https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-768x432.gif 768w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-370x208.gif 370w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-1536x864.gif 1536w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-2048x1152.gif 2048w, https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2019\u002F09\u002F106_Voice-to-text-technologies-in-medicine-512x288.gif 512w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \u002F>\u003C\u002Ffigure>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>Voice analysis and COVID-19\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>Vocal biomarkers can offer safe and effective solutions for institutions, businesses and even individuals during the pandemic. “\u003Cem>Adding voice analysis as a standard element of health screening to current methods could allow businesses and institutions to return to business with more confidence,\u003C\u002Fem>” \u003Ca href=\"https:\u002F\u002Fwww.patreon.com\u002Fposts\u002F43562798\" target=\"_blank\" rel=\"noreferrer noopener\">explained Dr Shady Hassan\u003C\u002Fa>, founder and CMO of Vocalis Health in our interview for \u003Ca href=\"https:\u002F\u002Fwww.patreon.com\u002Fthemedicalfuturist\">The Medical Futur\u003C\u002Fa>\u003Ca href=\"https:\u002F\u002Fwww.patreon.com\u002Fthemedicalfuturist\" target=\"_blank\" rel=\"noreferrer noopener\">i\u003C\u002Fa>\u003Ca href=\"https:\u002F\u002Fwww.patreon.com\u002Fthemedicalfuturist\">st Patreon\u003C\u002Fa> channel (the only platform aimed at directly supporting our articles and research). \u003C\u002Fp>\n\n\n\n\u003Cp>He added, “\u003Cem>vocal biomarker testing is not intended to provide a definitive diagnosis, but to help hospitals and health systems triage potential cases by rapidly identifying people who have a higher probability of being COVID positive and require more advanced diagnostic testing, quarantine, or in-person medical care. \u003C\u002Fem>\u003C\u002Fp>\n\n\n\n\u003Cp>\u003Cem>This totally non-invasive screening tool helps physicians remotely assess the health of their patients, providing immediate results, which can guide clinicians in making fast, educated decisions about diagnosis and treatment plans.”\u003C\u002Fem>\u003C\u002Fp>\n\n\n\n\u003Cp>California-based \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.sonaphi.com\u002F\" target=\"_blank\">Sonaphi\u003C\u002Fa> uses vocal biomarkers combined with machine learning to derive valuable insights into health and wellness. They are currently also developing a smartphone app detecting COVID-19, based on a 60-second sound file.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>Do I sound ill?\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>What if a disease could be identified over a phone call? One of the first research in the subject assessed the presence of coronary artery disease (CAD) in a group of patients. Once again, \u003Ca href=\"https:\u002F\u002Fvocalishealth.com\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">Vocalis Health\u003C\u002Fa> is leading the pack: then called Beyond Verbal, the company was focusing on emotion analytics and provided voice analysis software. Carried out \u003Ca href=\"http:\u002F\u002Fwww.mobihealthnews.com\u002Fcontent\u002Fmayo-clinic-study-shows-voice-analyzing-app-may-be-useful-heart-disease-diagnosis\" target=\"_blank\" rel=\"noreferrer noopener\">in cooperation with Mayo Clinic\u003C\u002Fa>, the research involved \u003Ca href=\"http:\u002F\u002Fwww.medgadget.com\u002F2016\u002F11\u002Fvoice-used-diagnostic-biomarker-coronary-artery-disease.html\" target=\"_blank\" rel=\"noreferrer noopener\">a double-blind study\u003C\u002Fa> with 120 patients undergoing both an angiography and a voice analysis using a smartphone app for voice measurement.\u003C\u002Fp>\n\n\n\n\u003Cp>Besides focusing on COVID-screening, Vocalis Health also focuses on various voice-indicating ailments including chronic respiratory and cardiac conditions as well as depression. In a \u003Ca href=\"https:\u002F\u002Fwww.prnewswire.com\u002Fil\u002Fnews-releases\u002Fmayo-clinic-collaborates-with-vocalis-health-for-clinical-development-of-vocal-biomarkers-301163290.html\" target=\"_blank\" rel=\"noreferrer noopener\">strategic collaboration\u003C\u002Fa> with Mayo Clinic, they work on the research and development of new voice-based tools for patient health monitoring, screening and detection. Their first study was to identify vocal biomarkers to detect pulmonary hypertension (PH).\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>Say something, I’ll tell you if you are depressed!\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>“\u003Cem>The ability to help recognize early signs of psychiatric illness and monitor treatment responses on devices that people already own is an important step in moving from reactive to preventive care,\u003C\u002Fem>” \u003Ca rel=\"noreferrer noopener\" href=\"http:\u002F\u002Fwww.businesswire.com\u002Fnews\u002Fhome\u002F20160627006347\u002Fen\u002FSonde-Health-Advances-Vocal-Biomarker-Analysis-Platform\" target=\"_blank\">said Aimee Danielson, PhD\u003C\u002Fa>, Director, Women’s Mental Health Program at MedStar Georgetown University Hospital. “\u003Cem>This would be particularly useful in conditions that are chronically underdiagnosed, like perinatal mood and anxiety disorders, including postpartum depression.\u003C\u002Fem>”\u003C\u002Fp>\n\n\n\n\u003Cp>Med-tech startup \u003Ca href=\"https:\u002F\u002Fwww.sondehealth.com\u002F\">Sonde Health\u003C\u002Fa> claims to be able to detect changes in one’s mental health from changes in the voice. The company developed a voice-based \u003Ca href=\"http:\u002F\u002Fwww.fiercebiotech.com\u002Fmedical-devices\u002Fpuretech-startup-mit-to-analyze-vocal-biomarkers-for-mental-physical-conditions\" target=\"_blank\" rel=\"noreferrer noopener\">technology platform\u003C\u002Fa> for monitoring and diagnosing mental and physical health conditions with the help of technology licensed from the MIT Lincoln Laboratory. The researchers designed the A.I. to analyse brief voice samples to screen and monitor for a range of medical concerns. In 2020 Sonde Health also developed a \u003Ca href=\"https:\u002F\u002Fwww.businesswire.com\u002Fnews\u002Fhome\u002F20200708005179\u002Fen\u002FSonde-Health-Launches-New-Voice-Enabled-Health-Screening\" target=\"_blank\" rel=\"noreferrer noopener\">COVID-19 screening tool\u003C\u002Fa> for better workplace safety.\u003C\u002Fp>\n\n\n\n\u003Cp>Another company, \u003Ca href=\"https:\u002F\u002Fkintsugihello.com\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">Kintsugi\u003C\u002Fa> uses a machine-learning algorithm to detect signs of depression and anxiety after listening to 20 seconds of a person’s speech. Their solution is built-in in enterprise call centres, telehealth platforms, and remote patient monitoring apps, but also lends a hand to \u003Ca href=\"https:\u002F\u002Fhealthcareglobal.com\u002Ftechnology-and-ai\u002Fhow-kintsugi-uses-ai-assess-speech-and-diagnose-anxiety\" target=\"_blank\" rel=\"noreferrer noopener\">doctors in diagnosing mental health conditions\u003C\u002Fa>. The startup even has an \u003Ca href=\"https:\u002F\u002Fkintsugihello.com\u002Fkintsugi-app\" target=\"_blank\" rel=\"noreferrer noopener\">application\u003C\u002Fa> for voice-based journaling and a self-care platform for individuals.\u003C\u002Fp>\n\n\n\n\u003Cp>With a bold vision to help people understand their emotional health through voice, \u003Ca rel=\"noreferrer noopener\" href=\"https:\u002F\u002Fwww.ellipsishealth.com\u002F\" target=\"_blank\">Ellipsis Health\u003C\u002Fa> focuses on analysing acoustics and words in natural speech by quantifying the severity of depression and anxiety. Using A.I. and machine learning, the company generates a science-based assessment of stress, depression, and anxiety, using natural speech. The company aims to provide a safety net for those falling through screening and monitoring gaps in healthcare systems.\u003C\u002Fp>\n\n\n\n\u003Ch2 class=\"wp-block-heading\">\u003Cstrong>What if an “\u003C\u002Fstrong>\u003Cstrong>\u003Cem>aaaaaah\u003C\u002Fem>\u003C\u002Fstrong>\u003Cstrong>” could reveal Parkinson’s disease?\u003C\u002Fstrong>\u003C\u002Fh2>\n\n\n\n\u003Cp>Standard medical tests for Parkinson’s disease are time-consuming, difficult and expensive. Scientists found though that this chronic illness affects limb movements as much as voice – and some of them started to develop a technology for diagnosing the illness more easily.\u003C\u002Fp>\n\n\n\n\u003Cp>For proving the efficiency of the new diagnostic tool, researchers started \u003Ca rel=\"noreferrer noopener\" href=\"http:\u002F\u002Fwww.parkinsonsvoice.org\u002Fvision.php\" target=\"_blank\">the Parkinson’s Voice Initiative\u003C\u002Fa>. They want to collect 10,000 voice recordings from around the world. In their view, patients can do the tests themselves and medical professionals could administer these remotely. Also, they are high speed (take less than 30 seconds), and are ultra-low-cost. You can participate in their smartphone data-gathering or \u003Ca rel=\"noreferrer noopener\" href=\"http:\u002F\u002Fwww.parkinsonsvoice.org\u002Findex.php\" target=\"_blank\">PVA Voice test here.\u003C\u002Fa>\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=\"Max Little: A test for Parkinson's with a phone call\" width=\"640\" height=\"360\" src=\"https:\u002F\u002Fwww.youtube.com\u002Fembed\u002FHWsehvUkI-c?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\u003Ch5 class=\"wp-block-heading\">It’s obvious that we need more research in the field of vocal biomarkers. We also need not to forget the ethical issues concerning the voice recordings. Although algorithms analysing samples may not be interested in the content of the speech, listening to someone talking to someone else over the phone and analysing the vocal biomarkers in it could constitute a serious breach of privacy. What should we do about that?\u003C\u002Fh5>\n\n\n\n\u003Ch5 class=\"wp-block-heading\">Well, regulators need to keep up with the development of the field of vocal biomarkers, and consider privacy issues before the sea of vocal analytics apps reaches the market.\u003C\u002Fh5>\n\n\n\n\u003Cdiv style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\">\u003C\u002Fdiv>\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",false,{"rendered":22,"protected":20},"\u003Cp>Vocal biomarkers have amazing potential in reforming diagnostics. As certain diseases, like those affecting the heart, lungs, vocal folds or the brain can alter a […]\u003C\u002Fp>\n",6,36955,"closed",true,"","standard",{"_acf_changed":20,"footnotes":27},[31,32,33,34],504,500,521,494,[36,37,38,39,40,41,42,43,44,45],134,522,144,545,205,613,246,289,313,425,[47,48,49],947,950,951,[],[52,53,54,55,56],1723,1883,4629,1559,1571,[58,14,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80],"post-14703","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-biotechnology","category-future-medicine","category-telemedicine","tag-ai","tag-gc3","tag-artificial-intelligence","tag-sensors","tag-diagnostics","tag-vocal-biomarker","tag-future","tag-innovation","tag-medicine","tag-technology-2","project_category-company","project_category-medical-professionals","project_category-patients",{"id":24,"alt_text":82,"caption":27,"description":83,"media_type":84,"media_details":85,"post":5,"source_url":113},"vocal biiomarker, TMF, digital health","Vocal biomarkers","image",{"width":86,"height":87,"file":88,"sizes":89,"image_meta":111},1920,1080,"2021\u002F11\u002Ftmf_article_305-01-1.png",{"medium":90,"large":96,"thumbnail":101,"medium_large":105,"1536x1536":106},{"file":91,"width":92,"height":93,"mime-type":94,"source_url":95},"tmf_article_305-01-1-370x208.png","370","208","image\u002Fpng","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F11\u002Ftmf_article_305-01-1-370x208.png",{"file":97,"width":98,"height":99,"mime-type":94,"source_url":100},"tmf_article_305-01-1-768x432.png","768","432","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F11\u002Ftmf_article_305-01-1-768x432.png",{"file":102,"width":103,"height":103,"mime-type":94,"source_url":104},"tmf_article_305-01-1-150x150.png","150","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F11\u002Ftmf_article_305-01-1-150x150.png",{"file":97,"width":98,"height":99,"mime-type":94,"source_url":100},{"file":107,"width":108,"height":109,"mime-type":94,"source_url":110},"tmf_article_305-01-1-1536x864.png","1536","864","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F11\u002Ftmf_article_305-01-1-1536x864.png",{"aperture":112,"credit":27,"camera":27,"caption":27,"created_timestamp":112,"copyright":27,"focal_length":112,"iso":112,"shutter_speed":112,"title":27,"orientation":112},"0","https:\u002F\u002Fcdn.medicalfuturist.com\u002Fwp-content\u002Fuploads\u002F2021\u002F11\u002Ftmf_article_305-01-1.png",{"subtitle":27,"cta_type":115,"cta_color":27,"related_books":116,"related_posts_footer":20,"related_posts":20},"subscribe",[117,118],24764,31417,{"yoast_wpseo_title":120,"yoast_wpseo_metadesc":121,"yoast_wpseo_canonical":15},"Vocal Biomarkers: New Opportunities In Prevention - The Medical Futurist","Is it possible to diagnose illnesses from the sound of your voice? 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