GET https://rct.dev.bbntimes.com/science/artificial-intelligence-in-surgery-potential-and-problems

Response
200 OK
IP
18.189.189.100
Profiled on
Token
d82dae

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller 
"App\Controller\ArticleController::show"
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"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3649
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    3758 => Symfony\Component\WebLink\Link {#3758
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    3757 => Symfony\Component\WebLink\Link {#3757
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[
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_security_firewall_run 
"_security_main"
_stopwatch_token 
"5b8b34"
category 
"science"
slug 
"artificial-intelligence-in-surgery-potential-and-problems"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=u84ersnn10lgl2a7dcdm1q231i"
host 
"rct.dev.bbntimes.com"
user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level 
"1"

Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control 
"no-cache, private"
content-type 
"text/html; charset=UTF-8"
date 
"Sat, 22 Feb 2025 13:50:28 GMT"
link 
"</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style""
x-debug-token 
"d82dae"

Cookies

Request Cookies

Key Value
PHPSESSID 
"u84ersnn10lgl2a7dcdm1q231i"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:48:17 +0000"
Last used 
"Sat, 22 Feb 25 13:50:25 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"ctgbStZCaR_3BMNElRwgvlxgqZeav0cK11IoVJvyvSg"
_csrf/https-cookie_accept 
"jY-YMqKjaEXpLLqpQYPK5uWzG2k6h8PXucRpHzAe5gE"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
[
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
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    "type" => "->"
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    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
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    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "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"
    "line" => 41
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
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    "function" => "getToken"
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    "function" => "twig_get_attribute"
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    "function" => "render"
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    "line" => 453
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    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "renderHeader"
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  [
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    "function" => "handle"
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  [
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  ]
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
    "line" => 379
    "function" => "display"
    "class" => "Twig\Template"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
    "line" => 38
    "function" => "render"
    "class" => "Twig\Template"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Environment.php"
    "line" => 280
    "function" => "render"
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  [
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    "function" => "render"
    "class" => "Twig\Environment"
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  [
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    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  [
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    "line" => 253
    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  [
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    "function" => "render"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "show"
    "class" => "App\Controller\ArticleController"
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  ]
  [
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    "line" => 76
    "function" => "handleRaw"
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    "type" => "->"
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  [
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
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    "function" => "handle"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
    "function" => "remove"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/WrappedListener.php"
    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 220
    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/TraceableEventDispatcher.php"
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 202
    "function" => "filterResponse"
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    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "handleRaw"
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    "function" => "handle"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "run"
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  [
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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_ENCODING 
"gzip, br, zstd, deflate"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=u84ersnn10lgl2a7dcdm1q231i"
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)"
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"
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 
""
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-in-surgery-potential-and-problems"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/artificial-intelligence-in-surgery-potential-and-problems"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nWI5DyWLT8YV1VjBpdEQAAAJA"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/artificial-intelligence-in-surgery-potential-and-problems"
REDIRECT_SCRIPT_URL 
"/science/artificial-intelligence-in-surgery-potential-and-problems"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nWI5DyWLT8YV1VjBpdEQAAAJA"
REDIRECT_URL 
"/public/science/artificial-intelligence-in-surgery-potential-and-problems"
REMOTE_ADDR 
"18.189.189.100"
REMOTE_PORT 
"26449"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740232227
REQUEST_TIME_FLOAT 
1740232227.8531
REQUEST_URI 
"/science/artificial-intelligence-in-surgery-potential-and-problems"
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-in-surgery-potential-and-problems"
SCRIPT_URL 
"/science/artificial-intelligence-in-surgery-potential-and-problems"
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 
"Z7nWI5DyWLT8YV1VjBpdEQAAAJA"

Sub Requests 6

CookieController :: renderAnalysis (token = 53665a)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"a46dbf"

AppController :: renderHeader (token = 1e44ae)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
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"html"
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"en"
_stopwatch_token 
"00fb05"
slug 
"home"

ArticleController :: trendingArticle (token = 097f9a)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"bde4d6"
category 
"Science"

ArticleController :: relatedArticles (token = 67a675)

Key Value
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"App\Controller\ArticleController::relatedArticles"
_format 
"html"
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"en"
_stopwatch_token 
"fd6572"
current_article 
App\Entity\Article {#1094
  -id: 3723
  -title: "Artificial Intelligence in Surgery: Potential and Problems"
  -slug: "artificial-intelligence-in-surgery-potential-and-problems"
  -introtext: "<p>Artificial intelligence (AI), like most industries, is diffusing in sick care.&nbsp;<a href="http://www3.imperial.ac.uk/newsandeventspggrp/imperialcollege/medicine/departmentofsurgeryandcancer/eventssummary/event_12-7-2018-11-4-7" target="_blank" rel="nofollow noopener">Applications in surgery are emerging&nbsp;</a>and can&nbsp;<a href="https://www.journalacs.org/article/S1072-7515(17)30982-1/fulltext" target="_blank" rel="nofollow noopener">generally be categorized as</a>&nbsp;:</p>\r\n"
  -content: """
    <ol>\r\n
    <li><a href="http://stanmed.stanford.edu/2018fall/young-scientist-artificial-intelligence-measures-surgeons-skill.html" target="_blank" rel="nofollow noopener">Surgical training and education</a>.<br /><br /></li>\r\n
    <li><a href="https://www.healthdatamanagement.com/news/upmc-turns-to-nlp-to-make-sense-of-unstructured-data?utm_campaign=MorningRounds-Mar%2011%202019&amp;utm_medium=email&amp;utm_source=newsletter" target="_blank" rel="nofollow noopener">Preoperative assessment and diagnosis</a>&nbsp;and clinical decision support.<br /><br /></li>\r\n
    <li><a href="https://www.roboticsbusinessreview.com/health-medical/how-robots-and-ai-are-creating-the-21st-century-surgeon/" target="_blank" rel="nofollow noopener">Intraoperative surgical performance and quality improvement</a>.<br /><br /></li>\r\n
    <li><a href="https://www.beckershospitalreview.com/hospital-key-specialties/3-points-on-using-smart-ors-to-grow-successful-hospital-departments.html" target="_blank" rel="nofollow noopener">Smart OR's and environment</a>.<br /><br /></li>\r\n
    <li><a href="https://www.healthcareitnews.com/news/machine-learning-helps-ui-health-care-reduce-surgical-site-infection-74-save-12-million" target="_blank" rel="nofollow noopener">Postoperative care and complication risk assessment and predication</a>.<br /><br /></li>\r\n
    <li><a href="https://www.bizjournals.com/denver/news/2018/10/04/ai-in-the-operating-room-how-colorado-health.html" target="_blank" rel="nofollow noopener">Workflow improvement, like OR start time and turnover efficiencies</a>.<br /><br /></li>\r\n
    <li><a href="https://www.tricitymed.org/2017/04/3-amazing-advances-robotic-surgery/" target="_blank" rel="nofollow noopener">Surgical robotics</a>.<br /><br /></li>\r\n
    <li><a href="https://www.linkedin.com/pulse/opportunities-virtual-assisted-reality-medicine-arlen-meyers-md-mba/" target="_blank" rel="noopener">VR and AR and 3-D printing</a>.<br /><br /></li>\r\n
    <li><a href="http://www.bbc.com/future/story/20140516-i-operate-on-people-400km-away" target="_blank" rel="nofollow noopener">Telerobotic and tele-proctored surgery</a>.<br /><br /></li>\r\n
    <li><a href="https://www.cbinsights.com/research/clinical-trials-ai-tech-disruption/" target="_blank" rel="nofollow noopener">Human subject trial recruitment and execution</a>.</li>\r\n
    </ol>\r\n
    <p>Many of these applications are in the research or demonstration phase and will take a while to become the standard of care or achieve widespread dissemination and implementation.</p>\r\n
    <p>Biomedical AI-Entrepreneurship describes the practice of creating AI products and services to solve bioscience (drugs and devices) and clinical problems. As such, it is the pursuit of opportunity under conditions of uncertainty using scarce resources with the goal of creating user defined value through the design, development and deployment of biomedical innovations that use a predominantly AI backbone, platform or foundation that<a href="https://www.linkedin.com/pulse/build-vast-business-model-arlen-meyers-md-mba/" target="_blank" rel="noopener">&nbsp;have a VAST business model.</a>&nbsp;It is a subsegment of digital health products and services.</p>\r\n
    <p>The use of AI in medicine is evolving rapidly. Here are some updates:</p>\r\n
    <ol>\r\n
    <li><a href="http://aimed-mi3.com/" target="_blank" rel="nofollow noopener">Educational platforms, meetings, conferences and magazines</a>.<br /><br /></li>\r\n
    <li><a href="https://www.cbinsights.com/research/top-acquirers-ai-startups-ma-timeline/" target="_blank" rel="nofollow noopener">Robust investment into development</a>&nbsp;and M/A.<br /><br /></li>\r\n
    <li><a href="https://www.techemergence.com/machine-learning-in-pharma-medicine/" target="_blank" rel="nofollow noopener">Coherent applications combining AI, medtech and biopharma</a>.<br /><br /></li>\r\n
    <li><a href="https://www.jacksonlewis.com/sites/default/files/docs/Final_The%20Ethics%20of%20Artificial%20Intelligence_Gordon%20and%20Ambrose.pdf" target="_blank" rel="nofollow noopener">Increasing concerns and attention to the ethical, societal, education, manpower development and economic impact of AI in medicine</a>.<br /><br /></li>\r\n
    <li><a href="https://www.techemergence.com/analogy-ai-fourth-industrial-revolution/" target="_blank" rel="nofollow noopener">How AI is contributing to the 4th industrial revolution</a>.<br /><br /></li>\r\n
    <li><a href="https://www.pwc.com/gx/en/industries/healthcare/publications/ai-robotics-new-health/transforming-healthcare.html" target="_blank" rel="nofollow noopener">The intersection of AI and robotics</a>.<br /><br /></li>\r\n
    <li>The intersection of AI and blockchain.<br /><br /></li>\r\n
    <li><a href="https://www.linkedin.com/pulse/diy-medicine-arlen-meyers-md-mba/" target="_blank" rel="noopener">The impact and perils of decentralized, DIY medicine</a>.<br /><br /></li>\r\n
    <li><a href="https://www.theguardian.com/technology/2018/feb/21/ai-security-threats-cybercrime-political-disruption-physical-attacks-report" target="_blank" rel="nofollow noopener">Cybersecurity and confidentiality concerns</a>. If you are not worried yet,&nbsp;<a href="https://amp-washingtontimes-com.cdn.ampproject.org/c/s/amp.washingtontimes.com/news/2018/mar/20/privacy-pitfalls-of-artificial-intelligence-fueled/" target="_blank" rel="nofollow noopener">read this too.<br /><br /></a></li>\r\n
    <li><a href="https://www.technologyreview.com/s/609338/new-research-aims-to-solve-the-problem-of-ai-bias-in-black-box-algorithms/" target="_blank" rel="nofollow noopener">Concerns and strategies to make transparent algorithms and mitigate AI bias and "eliminate black box bias".<br /><br /></a></li>\r\n
    <li><a href="http://www.sopenet.org/" target="_blank" rel="nofollow noopener">Stories and organizations about physician AI entrepreneurs.<br /><br /></a></li>\r\n
    <li><a href="http://www.diaglobal.org/en/conference-listing/meetings/2018/06/dia-2018-annual-meeting/agenda/01/artificial-intelligence-the-future-of-regulatory-affairs?ref=ArtificialIntelligenceTheFutureofRegulatoryAffairs" target="_blank" rel="nofollow noopener">Regulatory, legal and reimbursement challenges</a>.</li>\r\n
    </ol>\r\n
    <p>13.&nbsp;<a href="https://www.techemergence.com/ai-medical-devices-three-emerging-industry-applications/" target="_blank" rel="nofollow noopener">Convergence of AI into medical device and biopharma</a>&nbsp;Current emerging applications appear to fall into three main categories:</p>\r\n
    <p>Management of chronic diseases&nbsp;– Companies are using machine learning to monitor patients using sensors and to automate the delivery of treatment using connected mobile apps (Example: Diabetes and automated insulin delivery).</p>\r\n
    <p>Medical imaging&nbsp;– Companies are integrating AI-driven platforms in medical scanning devices to improve image clarity and clinical outcomes by reducing exposure to radiation (Example: GE Healthcare CT scans for liver and kidney lesions).</p>\r\n
    <p><a href="https://www.linkedin.com/pulse/iomt-challenges-arlen-meyers-md-mba/" target="_blank" rel="noopener">AI and Internet of Things (IoT)</a>&nbsp;– Companies are integrating AI and IoT to better monitor patient adherence to treatment protocols and to improve clinical outcomes (Example: Philips Healthcare solution for continuous monitoring of patients in critical condition).&nbsp;&nbsp;</p>\r\n
    <p>As artificial intelligence projects roll out, organizations will need to rethink the definition of the “work” that people will do. The future of work will become one of the largest agenda items for policy makers, corporate executives and social economists, says Sanjay Srivastava, chief digital officer at Genpact, a professional services firm focusing on digital transformation.&nbsp;<a href="https://www.linkedin.com/pulse/how-physician-entrepreneurs-can-win-4th-industrial-meyers-md-mba/" target="_blank" rel="noopener">Here is how doctors and patients can win the 4th industrial revolution.</a></p>\r\n
    <p><a href="https://hbr.org/2019/03/what-sets-the-most-effective-innovators-apart" target="_blank" rel="nofollow noopener">What is the secret sauce of successful innovators like AItrepreneurs?</a>&nbsp;They strive to innovate in ways that would have a major impact on markets and society, e.g<a href="https://www.linkedin.com/pulse/can-sickcare-usa-fixed-from-inside-arlen-meyers-md-mba/" target="_blank" rel="noopener">&nbsp;changing sick care to health care</a>&nbsp;or making&nbsp;<a href="https://www.linkedin.com/pulse/10-ways-make-doctors-more-productive-arlen-meyers-md-mba/" target="_blank" rel="noopener">the sick care workforce more efficient and effective,</a>&nbsp;and they revamped how their organizations pursued innovation and brought their capabilities together in a single “architecture.” That will mean&nbsp;<a href="https://www.linkedin.com/pulse/barriers-physician-medtech-entrepreneurship-arlen-meyers-md-mba/" target="_blank" rel="noopener">medtech transforming to techmed will require changing how to collaborate with doctors and patients.</a></p>\r\n
    <p><a href="https://www.nytimes.com/2019/03/12/opinion/artificial-intelligence-wikipedia.html?action=click&amp;module=Opinion&amp;pgtype=Homepage" target="_blank" rel="nofollow noopener">Will AI put society on autopilot?</a>&nbsp;<a href="https://www.linkedin.com/pulse/surgeons-lose-skills-age-automation-arlen-meyers-md-mba/" target="_blank" rel="noopener">Will surgeons lose their skills in the age of automation?</a></p>\r\n
    <p><a href="https://www.linkedin.com/pulse/barriers-medical-machine-learning-dissemination-arlen-meyers-md-mba/" target="_blank" rel="noopener">Here are some of the barriers we will need to overcome.</a></p>\r\n
    <p>Those products and services that add value,<a href="https://www.linkedin.com/pulse/answer-digital-doctor-wiifm-arlen-meyers-md-mba/" target="_blank" rel="noopener">&nbsp;particularly those that drive down costs and do not interfere with workflow, have a higher chance of success.</a>&nbsp;Those that don't will be relegated to the shiny new object pile and red bagged for disposal.</p>\r\n
    <p>Arlen Meyers, MD, MBA is the President and CEO of the<a href="http://www.sopenet.org/" target="_blank" rel="nofollow noopener">&nbsp;Society of Physician Entrepreneurs&nbsp;</a>and at <a href="mailto:Twitter@ArlenMD&lt;/p">Twitter@ArlenMD</a>.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
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    date: 2019-03-13 12:33:26.0 UTC (+00:00)
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  -updatedAt: DateTime @1552480508 {#1150
    date: 2019-03-13 12:35:08.0 UTC (+00:00)
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  -category: App\Entity\Category {#445 …}
  -status: "published"
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    date: 2019-03-13 12:33:24.0 UTC (+00:00)
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  -metakey: ""
  -metadesc: "Artificial intelligence (AI), like most industries, is diffusing in sick care."
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    date: 2019-03-13 12:33:24.0 UTC (+00:00)
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AppController :: renderFooter (token = ad5d71)

Key Value
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"App\Controller\AppController::renderFooter"
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"html"
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"en"
_stopwatch_token 
"98f712"

CookieController :: renderCookie (token = 1eb145)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
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"en"
_stopwatch_token 
"bdd95b"