{"id":32091,"date":"2024-08-30T12:25:50","date_gmt":"2024-08-30T12:25:50","guid":{"rendered":"https:\/\/shamiana.talentfirsterp.com\/village\/?p=32091"},"modified":"2024-11-03T13:31:08","modified_gmt":"2024-11-03T13:31:08","slug":"ai-in-healthcare-benefits-types-risks-and-cost-in","status":"publish","type":"post","link":"https:\/\/shamiana.talentfirsterp.com\/village\/2024\/08\/30\/ai-in-healthcare-benefits-types-risks-and-cost-in\/","title":{"rendered":"AI In Healthcare- Benefits, Types, Risks And Cost In 2023"},"content":{"rendered":"<p><h1>The Examples and Benefits of AI in Healthcare<\/h1>\n<\/p>\n<p><img class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"303px\" alt=\"benefits of artificial intelligence in healthcare\"\/><\/p>\n<p><p>They are also becoming more intelligent, as other AI capabilities are being embedded in their \u2018brains\u2019 (really their operating systems). Over time, it seems likely that the same improvements in intelligence that we&#8217;ve seen in other areas of AI would be incorporated into physical robots. The WHO report also provides recommendations that ensure governing AI for healthcare both maximizes the technology\u2019s promise and holds healthcare workers accountable and responsive to the communities and people they work with. We see the combination of healthcare\u2019s vast, multi-modal datasets and AI\/ML\u2019s competitive advantages in efficiency, personalization and effectiveness as poised to drive an innovative wave across healthcare. Researchers at SEAS and MGH\u2019s Radiology Laboratory of Medical Imaging and Computation are at work on the two problems.<\/p>\n<\/p>\n<ul>\n<li>The algorithms also learn about patterns, which help to spot trends that could indicate a severe oncoming health issue.<\/li>\n<li>Federated learning, an AI technique that allows model training across multiple decentralized sources of data, ensures data privacy collaboratively.<\/li>\n<li>Babylon then offers a recommended action, taking into account the user&#8217;s medical history.<\/li>\n<li>Automating the aggregation and interpretation of the terabytes of data flowing within the hospital walls allows the entire care team to work top of license.<\/li>\n<li>Edge helps identify the most suitable treatment options and predict the patient&#8217;s response.<\/li>\n<\/ul>\n<p><p>Natural language processing (NLP) is a form of artificial intelligence that enables computers to interpret and use human language. This form of technology has reshaped many fields, including the healthcare industry. In healthcare, NLP is being used in a wide range of health data applications, such as improving patient care through better diagnosis accuracy, streamlining clinical processes, and providing more personalized services. By automating the healthcare coding process, NER can significantly reduce the workload of healthcare professionals and increase the accuracy and efficiency of medical coding. According to the Medical Coding Global Market Report 2023, the medical coding market is predicted to grow to $24.81 billion by 2027. Artificial Intelligence can shift the whole healthcare model from reactive to proactive approach.<\/p>\n<\/p>\n<p><h2>Challenges of Implementing AI For Medicine<\/h2>\n<\/p>\n<p><p>Utilizing robust machine learning algorithms, AI systems can seamlessly sort through massive data sets, identifying subtle patterns that could be overlooked by human medical professionals. In the long term, AI systems will become more intelligent, enabling AI healthcare systems achieve <a href=\"https:\/\/www.metadialog.com\/blog\/ai-for-healthcare\/\">a state<\/a> of precision medicine through AI-augmented healthcare and connected care. Hubble can analyze medical records, identify appropriate codes, and ensure compliance with billing regulations. Using AI and machine learning algorithms, it identifies potential billing errors, automates claim submissions, and improves revenue capture (source ). Additionally, AI can analyze patient data to identify high-risk individuals who may require more intensive and costly interventions. By identifying these individuals early, healthcare providers can implement preventive measures, potentially reducing the need for expensive treatments down the line.<\/p>\n<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"303px\" alt=\"benefits of artificial intelligence in healthcare\"\/><\/p>\n<p><p>Students may use AI to gain an unfair advantage over their peers, undermining the credibility of the education system. Automated essay generators and online cheating tools provide students with the means to submit work they have not completed, while gaming the grading system can allow students to artificially inflate their grades. It is crucial for educational institutions to implement measures to prevent such occurrences and maintain the integrity of the educational process.<\/p>\n<\/p>\n<p><h2>FDA Forms Advisory Committee To Explore Digital Health Tech<\/h2>\n<\/p>\n<p><p>Diagnostic errors affect more than 12 million Americans each year, with aggregate costs likely in excess of $100 billion, according to a report by the Society to Improve Diagnosis in Medicine. ML, a subfield of artificial intelligence, has emerged as a powerful tool for solving complex problems in diverse domains, including medical diagnostics. However, challenges to the development and use of machine learning technologies in medical diagnostics raise technological, economic, and regulatory questions. Diagnosis and treatment of disease has been at the core of artificial intelligence AI in healthcare for the last 50 years. Early rule-based systems had potential to accurately diagnose and treat disease, but were not totally accepted for clinical practice.<\/p>\n<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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width=\"309px\" alt=\"benefits of artificial intelligence in healthcare\"\/><\/p>\n<p><p>Radiological pictures produced using MRI machines, CT scanners, and x-ray equipment provide non-invasive insight into the human body\u2019s inner workings. However, many diagnostic procedures continue to depend on actual tissue samples acquired through biopsies, including infection hazards. Neurological disorders and nervous system damage may impair a patient\u2019s ability to communicate, move, and engage effectively with other people and their surroundings. Artificial intelligence-enabled brain-computer interfaces (BCIs) may restore such basic experiences to people who worry they may be lost forever.<\/p>\n<\/p>\n<p><p>The full potential of AI is still being discussed, but questions have been raised about its potential impact on practitioners and certain specialties, while issues around ethics, use of personal data and AI-related risks are also being considered. To learn more about the challenges of implementing AI in the healthcare sector and how to overcome them, check out this comprehensive article. For more, feel free to check our articles on AI consulting, data science consulting, and healthcare AI consulting.<\/p>\n<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"306px\" alt=\"benefits of artificial intelligence in healthcare\"\/><\/p>\n<p><p>Investment in research and development is also necessary to advance AI technologies tailored to address healthcare challenges. Through advanced algorithms and machine learning, AI analyzes vast datasets, identifying subtle patterns and anomalies that might escape the human eye. It is predicted that clinical activities, such as teaching and medical practice, will be covered by AI and machine learning solutions. However, all of them, like desktop adoption, are on their way to becoming the new normal for the healthcare industry in the future. The use of artificial intelligence in healthcare is expected to grow, driven by the expansion of the range of data used. The emphasis is on the use of data collected outside the hospital using sensors  and AI-based wearable technologies.<\/p>\n<\/p>\n<p><h2>Betterment of preventative care<\/h2>\n<\/p>\n<p><p>Improving data accessibility assists healthcare professionals in taking the right steps to prevent illness. AI is being implemented to reduce administrative errors and save vital resources. SMEs are increasingly involved  in AI development, making the technology more applicable and better-informed. AI is increasingly applied to healthcare, and limits and challenges continue to be confronted and overcome. AI still requires some human surveillance, may exclude social variables, experiences gaps in population information and is susceptible to increasingly-calculated cyberattacks. Despite some of the challenges and limits AI faces, this innovative technology promises extraordinary benefits to the medical sector.<\/p>\n<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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Q8NcdxKwvxtbO94qva55lxa4tnyTeFQ8Kys3mRlr6yZJ4mSsdQXjjp3LbWnbZZHECbef7LrHn6dDBkPw1akBcdoG8ki\/0hYMC\/LWbwJynuK6n2cHaqOOkNHfc\/RcauzI8j9LiPIwkvtzdzB1S2k+nvTe4D\/qNvnKvY2IHBY2f\/Ydwc1r\/AB\/hK3MSjD037lvxj0K4JXd6d9y34x6FcIqxZ8VuuVJrYSaFYqlRhEKcIhEVoVkJQgi0KVQ9kpgKFU6eaCs7DiVa0wx54mFVueQVrhZjfEoJtEADkmhCAQhCAQhCCkKSiFNRswpBRCkFFNNJSCigJpBNAoQmhURhEKSvImnzCIy5Usq2UGDKZ3soUGdq+0qmssIgray+fusq\/u7oQ1nutWFEiTpKqZTnS610WQ2D+qylHc6DwdF7ar8QXZKYpiQYgvdAPgrqPRJ+8PoVH5crXODg2cwGhA5i\/gl0djaVLCPa5raj31R2HTGUCzjHPZaB01JpPNJvWUpAy9lpplsZIvxWLjpN\/E81H7mXUmPJp1bOe4BwDrg9nuhbajsv3ulTygFgqtMAktMZpJ1sSuHhMW+kHBhEOABDmhwtprwUX5nxLzZoYL\/lGje5Tya8a7jqzD7Tw3r8OwF+sOaYIMbGFmYKdHO3PnD6Tmuyiwd+WCdVyBhiLgg8ikMS5huCBvN1N1cx2\/8AUe0Hin28mQy45IiLN281kdVc5rGnRggcYmVRTxLDuJVuYXi5UutyT8SaSYBJIEwJsO7gr2tgKDGQrZUaEKUWUSVLZVECqaquJVb1FihwVFRaHrNVUVRUCzvV71S4LUYrPXiPJYqlPsgSAbc1tqj1WOo3XKNzqZJuuseft0\/s\/rVH5Rl87yuf0y2MRVA\/UT53+q73ReF6uiBu6S8zvw8IC4fTNsTU3uP7QpLNcmmg6alE8aUev7LptXHY\/KcKeUeZj6rshao5vTvuW\/GPQrgleg6baTREbOB+RXCZSc4EgWGqsWfEQPJSClRpl0xspU6LnaBVEAhWVKLm6obRcQCBqiK0LTSZDagOoH0KpZTJk7DcoKalTLCrc+TKvZjQ0dlgzbk78FPHgZGuIyvOoVGRgkgcSriZeeQUKTbXVYqEEwg1ISYZAJTUAhCEAhCEFIUlEKYUbAUwohSCipIQmigKSimEDQmEIErsPuOIVSbHQZCJVrzlyjhcqbhlzHjos9R8mU3VSRCupiVDR3d+6MMe14KDHkTzSY\/KZTVxNjfaJJAHBWYeNp8VSyoRPPZX4cyZgBSrJ7b6SvaFTTC1U2rjXoiJQHqddsBYX1Y2lSe2m1tRXNcDZwBC51Os47NWllaNWg91lcPSVTDNF2W5beCrbVc0wFaarTxHhKjm4EEK6mLsPjXZu2PELoF8tkLmNvstjCFmtSNBNghx7KrL5hSqOsgKZScFJlgkHSUGeqLrLWOq2VtVieLoqkqp6ucFVUVjNZqhidPFU4eiatVjRIaSCTy\/nqpYt8W4z6LZ0DTMOcdJhvhMrpuTXl7rt5MoA2hec6ZotLswHacHE34AQvRVz2O9ee6SMu+Q7pDfWVOZ71yiVHC5zTzH3bWkADXtO\/ZdJZ8KLD4KQ\/8AHN\/7LQt1ay9IwaYB3MfIrisf1fVtOriZ9B9F0+m35aTXDZ49CvPVsQXuzHgrBscDSpP4l0Du\/kqVR34TI0Oqx4nFGpEiIToYssEQC3gVUbKBmm+dIsguIoiOP7qupXLhAADeSiapLQ3YILsKJa8Hl9VHGOimMvsbwquuLWkD81lUzEFstgEHUFAYSo1rwSLAGLTdVPeaj7mVKhWNN2YCeRUqYklx1JJVBUMBUtbJAUqrpKnh27oLkIQoBCEIBCEIKQphQUwo2YUgohSCjRqQSQgkhJNBJCQQEDSTSQCEEpICUIThAlpwY1WdasCNVKvP10aQWyks1ILVTXGvTDqNnVc7E0rhdUhZq9KUlVhxOGY2gXtHakXk2krJhXXIc8iS0SXAANvmdfWLdkXMrqNaCCDode5Zj0YCZDzl7pj0XSWOd5v4MB1lSm6oRIbqBqN\/FaRxG+\/FdHCPo0aWRpM6mWkEkrI+i1rmljmljzYA3B7uClkXnf0mLQ1VAXgLQ1q5uhtKHOurOrgLNUMILKlSyRxAaFkdVWd3aN1YldDrmvEtMqGVYTQcfZd87pxWFjJ4HXzWsZ8q0Oas9VRfVdoWkHuN1F1UFs8NUxL0w4gFz+QiSNRxXaw2NotaGjM0ARoubh8ObmbmVaaBXTHl6u11a+Ka5ksMgD5rh472gBqA0eN3LTRo9rRUUyHYgE+yHFx7m39GuVjLosEF8frI\/wC2Gf8AqpqFEHK2dYk95ufmpoOX9oT+A34x6FecXo\/tF7hv+4P7XLzisDQpAoc3gtB06kWOitqVA3meCzFCgsq1JIjQKsITAREqbJdCuqugQsyZdOqoYbJhawIsq6LIE7lWKAQhCAQhCAQhCCpSCipBR0SCYSCagaYSTRTTSCYUDQkmqBMJIQCcIQgITQiUCK14H6rEXLX0eZB7\/opWufrq0FrYFlpBbGLjXoi0NSNNWU1bCkUO6JnNBsKYeDGsiY+TvJQd0KYlrpdFOW2EZgTEk8h5rW3GlrabQ2cjp11F+z\/5HzVVbFZs8gdp7Xa6RIA+fyW\/Tn\/9MgwFSCbnLIIkTbW28clDF4M0yyQO00EEQdV0f9RAJdkuXVDZwg551teJWGvWD8kNILWhpvIMabWS2NTy32DgXsLzEhrnCSQCcpuYmfKVdhqD3+yJ8R5Dj4Kw44EVJYe2XmC4FoLt4LZkciE8JjRSA7MkODrECeRsbKZNXes\/6QpF4OUTAk3AgeKyVMHVLnNDLggGS0XOgkm57lc2vDHtj2wB3doH6J1OlIzAsMEsIyuaDLWBupabGBskxL5fjmnCP7NozBxAtJDZzeUHyUDg3hzQ5paXNziXNHZ7NyS4QO0NV0cP0sA1pfSL3jrO1mH5y4m0a9ormYnpQMxNWr1Z7dNjGuaQHNhrRmaS0gE5eG63JGL11Pxc6k6nTc5xu2qaZY4XBy5plWnDVRT6zKQ3KHXLfZOhiZhYzjDjahb1WUOqtquh0wBSbTymw\/TM81oxmNNFxhst6htEOm4LSDmNv6UvMSd1czA1nVGMLYzuDZJFjEwb2MXg3WGtgagJ7E9hzzBBGRphxkHiIXQPTJe9tQMI\/EbUc3M3KSDoIaD5krBV6e6nLSbTloqZpL7mmdaRtoSJn5JJNTq9Z7aKHRlU6MOjdSB7QkC51I21V2H6Pe8tJGVrs0OMatBkRM\/lIXPwn2iDqjuvpy11Y1WRUjJYAMNjLYa0bfNdB\/S+QsrOaJp9aTezi9zjwsJdzW8edm+75qlOkajqVSplLQ2kahLTIkiRlG8nYLjs\/DFUkhzQ40wWmzgHAFzeIIBjvVtbpU16zn5XZ6tJ9J2V8BxLcueIsIuW+ipq0sz6eHZ7LfaPqf5xWh16dQPaHCYcJE6qSAOGiFgcr7Re4b\/uD+0rz7Wr0P2h9y3\/AHB\/aV58GFuALUBymCoOEKiBQUFBQCAUlIBES6l3BWU6EGSrWmQE1AIQhAIQhAIQhAIQhBUpBJMKOiSYSQFBJNIJooCkFFMIJJIQgaAhAQNNIIQBKrLlJxVTigRMro9Gjs\/9X0C54C6fRw7H\/V9ApfjXP11KQWphWWnYLQwrjXojSwq0FU01YCo0ZQKclTYEqtTKFRXWbCzZlVVxDqhtp6qTaTokymCbTJVhVdMK5wUFTjCqddTqKDLoFTEGPJKtTO4Dhurg1SCsqWMuHruptysAaOQCpqBzz2rra+kFAMhXyTFOXK1efrkvqvi948rLv4l+VpPAErg4em4guGq3w4\/1v4i8CDaHDUcVS55MSSYAAkzA4LRXqSJIg7\/5WYi66uC+iagIdSDpFuyJ8F2ejsKabS53tu15Dgs3RFWCWcb+IXUClQ0ITWUcv7QD8Fvxj0K4BavQdP8AuW\/GPQrz4ctRUNE3Gym4SqitBIKYUSgYUgohNEXUTsrlRR9pXqAQhCAQhCAQhCAQhCCAQhCjokmFFSCgEwhMIoTSQgaaSaBhNJNAIQiUFdQqsKx4VbUEwF0+jh2D8X0C5gK6nRnsH4j6BTr41z9dGnstDNVnYNFewrjXoi9hVjFUFYwqNLwsXSJ0HHVa3VIVGIZmbCoooMELUAIWZtDMIJy8wsdSjXoO7L87ODjPzVxXSa260dUcswsWGrh1\/MHZb+uEKIx1WrNTMOC1VHyYCqqARbZBblhMBWEWCgVAiq3KwlUVHIVzelH9gj9RAWERbKYI8ieBVuNq5qlvy+qoqPBvEHdd+ZkeTu7VFd2Z3r4KptySpxmk\/q+QCZC25tvRDZqE7Bp8zb912AsnRmGLWAR2nkGO+wH84rq4jo99NmYupuAdlcGOktdwKzUZkIQojm9PH8Fvxj0K8+Wzou\/9oD+C34x6FefmFqKAVAlTJVa0Hskm5ACAQhCItw4uSrlGk2G96koGhCEAhCEAhCEAhCEEAmkE1HQ0BCAoGpKKaKaaSaATSQgkE1FOUDSSKEAVURCtUSECXT6M9g\/EfQLmgLo9HmGnv+gUvxrn66QKuplZ2lWMK5V6I1ZlJrlQ0qwFZaWt5puVQennVE2khSDQdVDMpNci6qdhIdLVXmdMLaH3VNbVEZ30wReVKhT01jmpEqyk0ukNBMAkxwG6LWh2ipKmHSLXgX5JswtR7czW2MxcAujXKDc+CJuM1Ryw4yvlaT\/CulhwHtrtIGYUi5p3BaQSB3iVR0jgKAb1b3tbU6oVGPFXM5z8swKTWnsaiTwJWuedcu+89POscRf2g7VWt6Pr1TlpUXxrJGUBoMEy6LA68F6HEYdv3Wow02snCirTqMpsZTFUDMGsqTmc4wZk+SxYvpam7F1aj6jnUsRhchAJd1ZdTHZA2Ie35ru8usv+kuYzENexhe2iytTeKkjqw6Dlizp56QtzegaAfUYH1X1KVMVQ7K1tJ4gOygXcTB4rn4PpQ5KFJtPMWU8RSfJgOp1bwfhuukzFPb1cOg06TaQMXLQIvzgqWjt\/cwXPpsoNNM0SWVoJJcWgg5ja5my5b6k4am0FoDXOlod2nE3zkRwtKKGPNNgDWDO2YeXOMTNw2YBvrCyhTUNNJNRHN6e9y34x6FeeIheg6fP4LfjHoV59aik4qLeKRUncFoIBNCECTY2SAkr6LYE8VEWIQtNOm0NDnmZ2QZ0LXkY9pLRBCyIBCEIBCEIBCEIIBNRUgo6GUICFAwmohSRTQhCATSQgklKUpoBNAQgEk0kULdgj2fH6BYIW3BjsHv8AoFKsdBrrK5iyNKvouWLHaVqboouqKdNjnDstJ10BO0lUkLDSBxQ0QMQt2H6IdVqtpuDmHK49psSBprG8DxTwvR3\/AMjqwGva4OaH+00OymDY8RquninljKyqSVcHmNFtodFsfSaabw6qWz7xoykbZIk25qeFoVKVOuQGue0Ncx4aCR2odAPIq4vnHPcHRnAOUmNDE8JWmphKoAlrfaa0gOaS1ztA4A2WjG49rjVa5\/YqUGua3UNqWOWBoZnzVWI6WplrxTDgHhmVuVrRTc0ggyLuuOSeMTy6\/wBLcKykzENpdZnLi6m8ZIAJBFjN7wrcKykSxwplsVeqe1zi6Q4EAnxXIr9KOccwp0mvLg5z2tOYuBkG5IF9Y1UGYlzi4lx7RzO2BMzJHipfSZa7jcWaIw4zQGveyqBuA6JI3sSqxj6bWtbJBplwDmMYS5uYkQXXauQTdV1HrO0vMS+\/OovNVsEjNZ15BBBB0nVck9MYgUuq65wZBECJyn8s6xymFtGsqjqWvqOJAgCOF+PqPBdOfTh\/S7XILbifAcJUqbC4w0SSuoOj6c\/mPiP2WilRaz2RHPda1z1DB4UU28XHU\/QcloSTWUNNJNESCEkwg5vT3uW\/GPQrzrjZeh+0B\/Bb8Y9CvOxK1FDeKuoYdzwSNlP7nUicvhN0YIFzi0OLZF4WhnTAnRacPRaKuRwkXAVlSuKTiym0a3JQZGMk321W6nhyRJMBTxXaY1yMT7DY0t6KIGYYEHtTwhZVfgz2\/BV1Ww4jmgvrHq2ho1OpWZXuY4szF08lQgEIQgEIQgEIQgrUlBSCjoaaSFA00kwimhKU0AE0kIGmkhA0JJygEIRKAXT6Op5qTuOY+gXMXX6I92fiPoFnr43x9QiDC9HgcPRluIbTmiaNTOw9rLUaO0JPEXC5FehmuNU8B0hUpMq0mxlqCHA7bSOakrXUeiY37uMM0nM013w7ZzHNAB8nKhz2wc4bTOHxDBLGgEUyS0xxiJ3XLfiHuaxpcS1k5RwnVRqGbm86qeSzh1a2OY0NAexzmVw9mR1R8s3Bc6bmArMLi6YqfhBzROYB8TMzFl5ySD4rdR7QkWIWt10nEsx26tPsOFHLTecxDg0fmMkTExfYrnBuLp2LM4G7XAz53RRxjmmXXC1DpFsExfZT2njZ+aoq4msWj8B0nSBPnw8Vz8XRcAXEAPkdm1+dl1KvSIjsjzXNr1C8lx1Kq883\/wAYnUpF7cVZRCjM9ysmGrNL9JzkU2Zjy3So0i86wFsp0wdosNbeYHetc8uPff5GLEDq5+X+VCi2G8zcrRkFSplF2M1jd2ny\/finUw5AnUb\/AM3WscFSEIRDTSTUDQhCBqQUVIIMHTdRraILm5pdHyN1y8E\/8A2ktn910PtB7lv+4P7XLl9GO7Tm8R\/PVbiI4XFP6wBzpBMKTzkxHeQfOyxkFrubT6FaMfWa9zS07X+ionizkrtdtY\/Qq3GMh+biPRZqtbrnAlsBvPVWPqF0SdFBewzRIO3\/ACo0cRAyuEhUKdKqWmRHig0MqyQGNgTdVYv2z3BN2KdsAFRKBzaNkJJoBCEIBCEIBCEIKgmEk1G0kJIRTTSTUAmhCKaEIQCJSQgaJSSlBOUlGU5QSldjoj3Z+I+gXFzLtdDCaR+M+gWevjfH1uKzYinfMNd1o9VErm7YVF+YK9rZasuXKZHiFpoVJCUiupRVTHFuvmugIKTqMqytT0rbieIUmVG8FW7C7qt1A8SFryb8lr6jYus1SqXWCfU8ypZQ1NZvSAGyGtzn+n5lWNpkjN+Xyn\/CspMk8GzG4tmIt8u+FZHn76\/IuoiGGOGgNrgb773UMRWLQGsBzvs2LR\/V68p5K0gBji6AA207WE22uNLqvBjO813AibME+yL7982F72sVtxXUKApsawX8PMx++yta3MLm3hBt899E8mo5wOdhHfGt+CnIPM98jz3tl\/dVGDE4SO03TccO5ZF2xcaTYch3xsufi8LHaaBG4BFlEZUIQshppJoGpBRTCDm\/aD3LfjHoV56V6D7Qe5b8Y9CvPLUAm1smAkJNlpYzKFoNrYEBCEKIE0k0AhCEAhCEAmkhA0IQgEIQgpTSQjaYQkhRUk1EJqCSaimigpFBQiFKiXKUIiyojmRKUJwgJTSAVtWgWRO6KrXc6DP4bviPoFxF6HoDDh9B2X3geTewLYbbvuSs9\/G+PrW5sqs81YCoPXJ3QKrmDI04KyCTA1UajC0kOBBGoIghEWU6y0MrLmkpHEEK4vk63XKD6q5xxeUkHbhBHmFS7HyYaL81cPOOi6oP5qpswrnXfYfpP1UsEzsBxjM4m87QtYaI1J0Erc5cOv6b8VVGjLrp8oUWtuAP1HgYgxPM9nTZXkSeyFGmIi0nkbzP+J5rTky4u7WUmmA8AuMzDBF53vMHlC20x+WI0Gmggdn+kbx5LJhpca1UbQxkGLMiYtobHTcrY1oiwtqI5yLDyvp3QglEftufqde62yUTGl9LwN5iO86TpqompwIMkc5HGd7RxFk2bnhfWfCfE6SgsbtbaQDxgGIHf8lInnP85KOWDfSR438zB9VKYsf2VRzMXhi05h7J+SzBdmu3O0i994K47mwSDss1AmkmoGmEkwg5v2g9y34x6FedAnRej6dbNFvxj0K4rWgaLUCp08veppIVQIQhAJpJoBCEIBCEIBCEIGhCEAhCEFJQpEKKjZpqKaBhSCgrabC7QSikE0lfVohgBkmSoapKS0YmkAW5RqoOoOAmFTVKkpUaeY3MAXKub1ROW\/fdIappMDnAHdW1KMTa3FAcaTiNRbXgp4txBAmxVT9YnWK0vpyxrpJPPZMMEXVgZ+E5o2n90LTpsysBaJJ3XV6Kk0jm1zHaNguHQc8t7Mwu30UXdUc2uY+gWO\/jf8\/8m2pVDyS+c5\/MN+8efy4KHVuOnaEx2b\/LVV1CoyuT0LsIJr0gd309bauC7OKwrA7FuqNzVXtquYCJyNDg1ru8k25DmuLSrVGkFryCDI3vM6HmFuwvSr6dSpVe1r3vbqQBBEEE2vEC3Ja5sY6lV1+h2taW53daykalWBmAJjJTAF8xniuHUBYSDIfwuCzkbarsnHO6ktpPy4itW7bmy05dgXc3OJ1WrHYenUr1KtTq3sBbQbne9hfUaBmcS0d4k2Wmdv68odFXTZLwDoSvUf6DR6\/EA1CxlJjTlcdHPbZpfyJG3ouR0fgzUrtYC0akl3sgAan+bqn2OzQZDWAAmw+fctOU8P54pNacxPkp2B1WnFADtXOyprPyNe\/dt\/LQfNXzDli6VMUqjt+yByBIkf8AigeCphtBjdZAOhPtGxPMWVsETMExw0Fpkjm38vHRMtAbAtBDZvtOnnqguBjv4XJtcTrZwlw7kBEzF75TccxeLakGBBvdXz2eBvKqpNkiYvYbiwEwfzaDu4qwO1Fue9tZPkVQnOdrGW08dIsTyvYahSY36ad97nxlLU+H5o4+W5Rk0BN7a66QdP5qiJF3j4rlYtsVDzuuo79+AXLxh7fgFKilNJCyGFIKKaDD017pvxj0K4i7fTXum\/GPQriLUQIQhUCEIQCEIQNCEIBCEIBCEIBNJNAIQhBEiVAqxJzVHRWmCkhEba9NrqYcwRHD5owJgPPAD6qOBqwcp0OnerGUsgqjaLd0FVFeKZBzDR11bjNGqFDtsLDqNFLHfl8fogln\/CDhqLd2yjhapLoJmyMPdjmqik6HA80XE6dIGoWnQSnUrAOgMbAPC6jWqw\/M1M4udGgHignjW3aVOA9jbwRqshquNiZhEIuemgHbVTY+Fma5XNdKhYsBjRdHo13YPxH0C5kro9G+wfiPoFnr41\/P\/JpcpNCFNgXJ6VjWqLwrAkUGY0VfhsRUpCGHsyDlIDmyN4KCEQmoudi81Ks14Oeo8PzAi5\/SRwuVPoINAqZS01qhFNrZAOX2nHuMALG82R0WB1lQxcNse8rfP1juenpMW1mQOFMNGaAMpa5pi4dx71XSwpc0OlrQTDczozHkqOsc4DMXGNJJProtdOtTcKYqZhkOoiCJmCurzMuIpdW7LNy0F1rAnZc3pMEmm3UOqsHLQ\/uvRUKpe1zmZs7nuzlgaSP0gg6iPRZMXgqVV7KnaIzksZTLWuOUAudDrkA2gcQgwudLQTMlzTr4xI8VWbDuHgAL6DQWi2sLfV6OeMzWDMGuYDJy9l0Gb730WNzHBxa4FpB31zRa3mI0RU6VhxMkEm037IEa2cBO0JMiCCJBmxvawNhxb681J7TlJMtmIMRY5b8t9LKL4gAnUggG28gRyOUdyCTnEkgybSRMcRYa3GbxCk0E6nv0AtMn5T4qAcdr6EWgHSBJ3kfNSaOH77C\/lCBgCP2BK5OKdLzyXXc21\/mf5xXFqulxKlRFNJCyiSYSTCDB017ofGPQrirtdM+6Hxj0K4q1ECEIVAhCEAmkhA0IQgEIQgEIQgEITQCEIQJNJNZdEHNUFcoOaqIgwt7sS009e0RpzXPUmqpiym8tIIU6tUv1iyrCFFMFCQTUCKgpqJVUKQMqCYVFhCAYTaghRUhUXW6NP4Z+I+gXGhdbor3R+I+gWevjXH1vYFc0KqmVcFydklEoQgYSciUiUFdTRW9GtOR54vEeAVFcrTgGjqRfV7j9Fvhz\/pfTpRa54otJ4c9FERtOn8smXDbh4rq4K2xc8+Ki7GEVWUsjHshzoc0y0mWy0iCOCm0mAsTnE4txGraTW+bg5EdpwpuoMa+plLyKhN3g2gNtyGiz4ip1tcNpk2yMBdyMAnvIHMSs+oiRtfWSLbdxUaYP5XFpIEEG9wYg+V0HXr4VrwT2urZFNgY3M4tZqe6ZHisf3Kpmc1oL3NAu0BomJnjfMLT+VKliYaB1YeAXOYCS0tLue0ytFB9OoGteWOcXHM54LiRoCH7GAeCDARllsQZPEkEAtHjZvkrDJtETOp\/ZdGvVGV1Qta41KhgO\/S2QCI30VdTCMLiwOeHsZLjAySIJE\/zdBhqPgOOkTtA0XFJuu5jaJFCQxxc5gcfzDJsbaLhRspUNMJJhQNNIJqDB0z7ofGPQrirtdM+6b8Y9CuKtRAhCFQIQhAIQmgSE0kDQhCAQhCAQhNAIQhAk0kLLoEIQgg8KIKtVbhCqJtTUGlTBRQmkVIKBKJU1GEVEpBSIUSFRIFTDpVYKaKthdPor2HDmPRckOXU6J9l\/eFOvjXP10qa0MCppBaGhcq7AhVuVjiqyoI7poRCCiuV0MKA2lTt+UHzJXOxGhXWY0hrQNmtvHJdOHL+i\/MeChUmLwJUmTHPvUXG\/D5Lo4AjbksGDOapiH65qpYJ07DY+q1V6zWNe92jWknwvHyWbo2mW4ekD7bg5xm3acCfqEG0k23OYn5lxHqqqTNALxlAttYabCwVtXjFgZ\/g3iCVWL2Jix37tzvMILCbjhE3E7g\/RRfHHTba07eBCbiAb3j68p9VHMeW+\/wCw+L5cUF1N2XtDUGZgahTpYgjrJABee06Rm1JMDnDVS+w7R2vc6AEn6ob2QTMxwjXQjzHzQaOk+kwGP6pxbUe5rW5ZBbTHA84AUcaxhL31gavUU6NN0OjPUOpLhsJXCqvLnElbejsYykCD1jCdXU8pzD9LmutbY81ETrYak11BzWPcKrS7qZ7QBs0Bw1kztol0phGUjTLQWOc0l1Jzg4sM2vzRU6RD8S6sQ9sNIphpEtIEN18Z71gCgYTQEIMHTPuh8Y9CuKu10z7pvxj0K4qsAhCFUCEIQCaSEDSQhA0IQgEIQgEIQgaEIQJCZSWXQIQhAkJpIIEQpNKZCjoqJqQUAVIFQSShNCKUJEKUIhBWWpQrCEoVEJXZ6H924\/1fQLkQux0P7s\/EfQLPXxvj66lKyslRYLKRK5OyMoKEiUAgpOKQQUYgWK7FQc4ExrPyXIq6jvHqutVi5ubnlxXThx\/qnaNylm4a8ki6dB9fmm2ZjRdHFz+kjnFOgNazrxsxt3FbnGSI5j\/xI0CwYL8WpUrzaerp\/CNSO8\/VdE2jfeI3kcJQJhmDIgxoZty5KFIWEjQEE6d5jw56hWU9rkXiTcwJ4+KUa3sd+EtEX8+CCp7u060mxNt4013j5qwA3HeNBxidd5n\/AJUKbQXExcuOx3kD6+YU2kbaAifa\/p+g9EEiCZj0HD\/J8lnxlaAeMx43VrnQItptfYDfxWHG1JOXhqgzJpJrKGmFFSCCQQhNQc\/pn3Q+MehXFXb6YE0h8Q9CuItRAhCFQIQhAITQgSaSaAQhCAQhCAQhNAIQhA0iEkLLoEIQgEJIQCEIQRNlIFCFRMFOUkKKkhCEAiEIQELq9EjsH4j6BCFOvjfH11WolCFydiJSQhAkghCCpwl7Bxc31XVc7gN+ZQhdeHD+n0g4k6ws\/SFQx1TD232GthoT\/OfBCFtyX0KbWtDG+y0QJtpur6hAi1reeYRvxQhBAECLga3AGsxaT+oqNXckgwCb6a\/4CaEA3x1uBBvmBM+CYdFzmgSTIjXv+L5IQgja5JE78hwXJqvzOJ4oQpUJCEKCQUghCBoQhBj6U92PiHoVx3s3CSFqCtCEIgQhCBoSQgEIQgaEIQCEIQCEIQNCEIP\/2Q==\" width=\"302px\" alt=\"benefits of artificial intelligence in healthcare\"\/><\/p>\n<p><p>Patients are evaluated in the ED with little information, and physicians frequently must weigh probabilities when risk stratifying and making decisions. Faster clinical data interpretation is crucial in ED to classify the seriousness of the situation and the need for immediate intervention. The risk of misdiagnosing patients is one of the most critical problems affecting medical practitioners and healthcare systems. A study found that diagnostic errors, particularly in patients who visit the ED, directly contribute to a greater mortality rate and a more extended hospital stay [32]. Fortunately, AI can assist in the early detection of patients with life-threatening diseases and promptly alert clinicians so the patients can receive immediate attention.<\/p>\n<\/p>\n<p><h2>How is artificial intelligence used in healthcare?<\/h2>\n<\/p>\n<p><p>AI-guided robotic systems assist surgeons in complex procedures, improving surgical outcomes and faster recovery times \u2013 proving that AI\u2019s future in healthcare is exceptionally bright. These personalized treatment plans take into account a patient&#8217;s genetic predispositions, drug interactions, and other factors that might affect their response to treatment. This not only improves the effectiveness of therapies but also reduces the likelihood of adverse reactions. The application of AI in enhancing diagnosis and early detection is a testament to how technology can save lives and improve patient outcomes. In a world where technology is transforming virtually every industry, it&#8217;s easy to overlook the seismic shifts in healthcare.<\/p>\n<\/p>\n<p><p>Perhaps the only healthcare providers who will lose out on the full potential of AI in healthcare may be those who refuse to work alongside it. The future of using artificial intelligence in healthcare is undoubtedly bright and filled with possibilities for further innovation. As we move forward into a more connected digital world, using AI in the healthcare industry will become an invaluable asset that could potentially reshape how doctors treat patients and deliver care. With such great potential, it is clear that using artificial intelligence in healthcare holds the promise of a future filled with advancements, improved health outcomes and better patient experiences. Machine learning applications in healthcare are already having a positive impact, and the potential of machine learning to deliver care is still in the early stages of being realized.<\/p>\n<\/p>\n<p><p>In a world with growing data complexity, the healthcare sector&#8217;s future lies in harnessing AI&#8217;s power. Digital consultant apps use AI to give medical consultation based on personal medical history and common medical knowledge. Users report their symptoms into the app, which uses speech recognition to compare against a database of illnesses. Babylon then offers a recommended action, taking into account the user&#8217;s medical history. Entrepreneurs in healthcare have been effectively using seven business model archetypes to take AI solution[buzzword] to the marketplace.<\/p>\n<\/p>\n<p><p>AI algorithms help manage huge medical enterprises and local hospitals and clinics. Moreover, AI provides patients in developing countries with access to professional treatment. Data science technologies can potentially assist in solving global problems, and we already observe some of such first signs.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.metadialog.com\/\"><\/p>\n<figure><img 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' alt='https:\/\/www.metadialog.com\/' class='aligncenter' style='display:block;margin-left:auto;margin-right:auto;' width='409px'\/><\/figure>\n<p><\/a><\/p>\n<p><p>AI can predict individual health risks by analyzing patient data and suggesting  plans. Artificial Intelligence is switching things up in patient care, the development of healthcare applications, drug discovery, and even how we manage costs. In this article, we will explore the various ways in which AI is being utilized in health information management and the potential benefits and challenges of its adoption. We will also discuss the ethical considerations surrounding the use of AI in healthcare and the role of healthcare professionals in shaping the future of this technology.<\/p>\n<\/p>\n<p><p>A secondary but equally important benefit of AI in the health care setting is that it frees up providers to do more patient-centric work simply by offloading simpler or more menial tasks to automated solutions. Because AI computers have the ability to \u201clearn\u201d from endless data sets and uncover patterns in this data, it is now being used to positively influence many areas of clinical care. What\u2019s more, AI and machine learning are helping providers deliver more personalized medical treatments and care. The impact of AI goes beyond using data to influence health care research and diagnostics, it is also changing the way health care providers make clinical decisions. This will be revolutionary for multiple standards of care, with particular impact in the cancer, neurological and rare disease space, personalising the experience of care for the individual. A human-centred AI approach combines an ethnographic understanding of health systems, with AI.<\/p>\n<\/p>\n<div style='border: black dotted 1px;padding: 12px;'>\n<h3>AI is creating a complex landscape for healthcare executives &#8211; Healthcare Finance News<\/h3>\n<p>AI is creating a complex landscape for healthcare executives.<\/p>\n<p>Posted: Thu, 05 Oct 2023 07:00:00 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMiXmh0dHBzOi8vd3d3LmhlYWx0aGNhcmVmaW5hbmNlbmV3cy5jb20vbmV3cy9haS1jcmVhdGluZy1jb21wbGV4LWxhbmRzY2FwZS1oZWFsdGhjYXJlLWV4ZWN1dGl2ZXPSAQA?oc=5' rel=\"nofollow\">source<\/a>]\n<\/div>\n<p><p>In the future, machine learning in healthcare will become increasingly important as we strive to make sense of ever-growing clinical data sets. Large volumes of unstructured healthcare data for machine learning represent almost 80% of the information held or \u201clocked\u201d in electronic health record systems. These are not data elements but relevant data documents or text files with patient information, which in the past could not be analyzed by healthcare machine learning but required a human to read through the medical records. Despite the above limitations, AI looks well positioned to revolutionize the healthcare industry.<\/p>\n<\/p>\n<p><p>Read more about <a href=\"https:\/\/www.metadialog.com\/\">https:\/\/www.metadialog.com\/<\/a> here.<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The Examples and Benefits of AI in Healthcare They are also becoming more intelligent, as other AI capabilities are being embedded in their \u2018brains\u2019 (really their operating systems). Over time, it seems likely that the same improvements in intelligence that we&#8217;ve seen in other areas of AI would be incorporated into physical robots. The WHO..<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[829],"tags":[],"_links":{"self":[{"href":"https:\/\/shamiana.talentfirsterp.com\/village\/wp-json\/wp\/v2\/posts\/32091"}],"collection":[{"href":"https:\/\/shamiana.talentfirsterp.com\/village\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shamiana.talentfirsterp.com\/village\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shamiana.talentfirsterp.com\/village\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shamiana.talentfirsterp.com\/village\/wp-json\/wp\/v2\/comments?post=32091"}],"version-history":[{"count":1,"href":"https:\/\/shamiana.talentfirsterp.com\/village\/wp-json\/wp\/v2\/posts\/32091\/revisions"}],"predecessor-version":[{"id":32092,"href":"https:\/\/shamiana.talentfirsterp.com\/village\/wp-json\/wp\/v2\/posts\/32091\/revisions\/32092"}],"wp:attachment":[{"href":"https:\/\/shamiana.talentfirsterp.com\/village\/wp-json\/wp\/v2\/media?parent=32091"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shamiana.talentfirsterp.com\/village\/wp-json\/wp\/v2\/categories?post=32091"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shamiana.talentfirsterp.com\/village\/wp-json\/wp\/v2\/tags?post=32091"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}