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  -introtext: "<p>According to Gartner, there are&nbsp;5 areas ripe for better COVID decision-making through AI in healthcare.</p>\r\n"
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    <p><strong>1. Early detection and epidemic analysis:&nbsp;</strong>Gartner names automated contact tracing, epidemic forecasting and monitoring the development of herd immunity as examples of this AI deployment category.</p>\r\n
    <p><strong>2. Containment:&nbsp;</strong>Lockdowns and similarly aggressive, one-size-fits-all measures carry enormous societal and economic costs, Gartner points out. For this reason, healthcare leaders should consult with experts in fields such as behavior analytics to optimize containment efforts.</p>\r\n
    <p><strong>3. Triage and diagnosis:&nbsp;</strong>Gartner notes that AI-enabled self-triage has already found a foothold in healthcare, as evidenced by telehealth services and virtual health assistants have increasingly helped individuals get pre-diagnoses and know what to do next.</p>\r\n
    <p><strong>4. Healthcare operations:&nbsp;</strong>Predictive staffing can help healthcare CIOs and chief data officers (CDOs) better align the supply of materials, equipment—and, not least, frontline healthcare workers—with the demand for care as it ebbs and flows, Gartner suggests.</p>\r\n
    <p><strong>5. Vaccine research &amp; development:&nbsp;</strong>Gartner cites AI graphs and natural language processing as aids for medical researchers needing to quickly find connections across massive stacks of published clinical trials.</p>\r\n
    <p><a href="https://endeavor.swoogo.com/whitepapers/radiology_ai" target="_blank" rel="nofollow noopener">Here is a webinar on AI in radiology.</a></p>\r\n
    <p>Is your company ready for AI?&nbsp;</p>\r\n
    <p>While most of the focus seems to be on the potential of emerging technologies and accelerating them, there are several<a href="https://www.linkedin.com/pulse/barriers-medical-machine-learning-dissemination-arlen-meyers-md-mba/" target="_blank" rel="noopener">&nbsp;other barriers to AI dissemination and implementation.&nbsp;</a>Perhaps the most obstructive one is the people part.</p>\r\n
    <p><a href="https://hbr.org/2020/05/digital-transformation-is-about-talent-not-technology?utm_medium=email&amp;utm_source=newsletter_daily&amp;utm_campaign=dailyalert_activesubs&amp;utm_content=signinnudge&amp;referral=00563&amp;deliveryName=DM79286" target="_blank" rel="nofollow noopener">Authors of an HBR article noted that</a>, contrary to&nbsp;<a href="https://hbr.org/2019/03/digital-transformation-is-not-about-technology" target="_blank" rel="nofollow noopener">popular belief</a>, digital transformation is less about technology and more&nbsp;<a href="https://hbr.org/2018/10/3-ways-to-build-a-data-driven-team" target="_blank" rel="nofollow noopener">about people</a>. You can pretty much buy any technology, but your ability to adapt to an ever more digital future depends on developing the next generation of skills,&nbsp;<a href="https://hbr.org/2019/11/6-reasons-why-higher-education-needs-to-be-disrupted" target="_blank" rel="nofollow noopener">closing the gap</a>&nbsp;between talent supply and demand, and future-proofing your own and others’ potential.</p>\r\n
    <p>The challenge is how to<a href="https://www.linkedin.com/pulse/how-physician-entrepreneurs-can-win-4th-industrial-meyers-md-mba/" target="_blank" rel="noopener">&nbsp;educate and train doctors and patients to win the 4th industrial revolution</a>&nbsp;and enable them<a href="https://www.linkedin.com/pulse/engagement-v-experience-quality-arlen-meyers-md-mba/" target="_blank" rel="noopener">&nbsp;to change their behavior.</a></p>\r\n
    <p>Here are some ways to overcome the roadblocks:</p>\r\n
    <ol>\r\n
    <li>Put people first.</li>\r\n
    <li><a href="https://www.linkedin.com/pulse/too-soft-skills-arlen-meyers-md-mba/" target="_blank" rel="noopener">Harden the soft skills</a>.</li>\r\n
    <li>Drive change from both the top-down and bottom-up.</li>\r\n
    <li>Change your culture through leaderpreneurship.</li>\r\n
    <li><a href="https://www.linkedin.com/pulse/lead-innovators-dont-manage-innovation-arlen-meyers-md-mba/" target="_blank" rel="noopener">Lead innovators, don't manage innovation systems</a>.</li>\r\n
    <li>Use the right data to drive the right decisions when solving the right problems.</li>\r\n
    <li><a href="https://www.linkedin.com/pulse/why-innovation-execution-so-hard-arlen-meyers-md-mba/?trackingId=W055ptmKQNObqCxCUL40Dg%3D%3D" target="_blank" rel="noopener">Think big, start small and stay small until you are ready to take the next steps</a>.</li>\r\n
    <li>Be sure you have the right structure and processes in place.</li>\r\n
    <li>Empower AI champions and project teams to align with strategic priorities.</li>\r\n
    <li><a href="https://www.linkedin.com/pulse/how-disappear-arlen-meyers-md-mba/" target="_blank" rel="noopener">Know when to lead from the back instead of the front</a>.</li>\r\n
    <li><a href="https://www.linkedin.com/pulse/how-should-we-teach-doctors-data-literacy-arlen-meyers-md-mba/" target="_blank" rel="noopener">Teach data literacy</a>.</li>\r\n
    <li>Here's what to measure to see if you are ready.<br /><br /></li>\r\n
    </ol>\r\n
    <p>Focus on the people part. Otherwise, you'll wind up with a VCR clicker that no one knows how to program.</p>\r\n
    <p>Arlen Meyers, MD, MBA is the President and CEO of the&nbsp;<a href="http://www.sopenet.org/" target="_blank" rel="nofollow noopener">Society of Physician Entrepreneurs</a>&nbsp;on <a href="mailto:Twitter@ArlenMD and">Twitter@ArlenMD and</a>&nbsp;<a href="http://www.facebook.com/sopenet" target="_blank" rel="nofollow noopener">Facebook group</a>.</p>
    """
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    "line" => 70
    "function" => "getToken"
    "class" => "Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage"
    "type" => "->"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/form/Extension/Csrf/Type/FormTypeCsrfExtension.php"
    "line" => 82
    "function" => "getToken"
    "class" => "Symfony\Component\Security\Csrf\CsrfTokenManager"
    "type" => "->"
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    "line" => 134
    "function" => "finishView"
    "class" => "Symfony\Component\Form\Extension\Csrf\Type\FormTypeCsrfExtension"
    "type" => "->"
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  [
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    "line" => 95
    "function" => "finishView"
    "class" => "Symfony\Component\Form\ResolvedFormType"
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    "function" => "finishView"
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    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
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  [
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    "function" => "render"
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      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "require_once"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY 
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY 
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN 
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD 
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_CHARSET 
"ISO-8859-1,utf-8;q=0.7,*;q=0.7"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_ACCEPT_LANGUAGE 
"en-us,en;q=0.5"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=rfkjhlro1hmnstksmcscdnto21"
HTTP_FORWARDED 
"for="18.116.88.16";host="rct.dev.bbntimes.com";proto=https"
HTTP_HOST 
"rct.dev.bbntimes.com"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_X_FORWARDED_FOR 
"18.116.88.16"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PATH_INFO 
""
PHP_SELF 
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX 
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI 
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING 
"_path=_format%3Dhtml%26_locale%3Den%26_controller%3DApp%255CController%255CArticleController%253A%253ArelatedArticles"
REDIRECT_BASE 
"/public"
REDIRECT_HTTPS 
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/artificial-intelligence-and-covid-19"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/artificial-intelligence-and-covid-19"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7mO05DyWLT8YV1VjBo-FQAAAJM"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/artificial-intelligence-and-covid-19"
REDIRECT_SCRIPT_URL 
"/science/artificial-intelligence-and-covid-19"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7mO05DyWLT8YV1VjBo-FQAAAJM"
REDIRECT_URL 
"/public/science/artificial-intelligence-and-covid-19"
REMOTE_ADDR 
"127.0.0.1"
REMOTE_PORT 
"3048"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740213971
REQUEST_TIME_FLOAT 
1740213971.6565
REQUEST_URI 
"/_fragment?_path=_format%3Dhtml%26_locale%3Den%26_controller%3DApp%255CController%255CArticleController%253A%253ArelatedArticles"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/artificial-intelligence-and-covid-19"
SCRIPT_URL 
"/science/artificial-intelligence-and-covid-19"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z7mO05DyWLT8YV1VjBo-FQAAAJM"

Parent Request

Return to parent request (token = 154495)

Key Value
_controller 
"App\Controller\ArticleController::show"
_firewall_context 
"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3616
  -links: [
    3737 => Symfony\Component\WebLink\Link {#3737
      -href: "/build/runtime.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3735 => Symfony\Component\WebLink\Link {#3735
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3734 => Symfony\Component\WebLink\Link {#3734
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3733 => Symfony\Component\WebLink\Link {#3733
      -href: "/build/app.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3732 => Symfony\Component\WebLink\Link {#3732
      -href: "/build/view-more.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3731 => Symfony\Component\WebLink\Link {#3731
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3730 => Symfony\Component\WebLink\Link {#3730
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3729 => Symfony\Component\WebLink\Link {#3729
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3728 => Symfony\Component\WebLink\Link {#3728
      -href: "/build/app.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3727 => Symfony\Component\WebLink\Link {#3727
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3726 => Symfony\Component\WebLink\Link {#3726
      -href: "/build/term-condition-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3725 => Symfony\Component\WebLink\Link {#3725
      -href: "/build/contact-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3724 => Symfony\Component\WebLink\Link {#3724
      -href: "/build/comment-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
  ]
}
_route 
"article_show"
_route_params 
[
  "category" => "science"
  "slug" => "artificial-intelligence-and-covid-19"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"1d1fe6"
category 
"science"
slug 
"artificial-intelligence-and-covid-19"