GET https://rct.dev.bbntimes.com/science/improving-diagnosis-and-treatment-with-medical-imaging-and-computer-vision

Response
200 OK
IP
3.145.168.157
Profiled on
Token
6d1c18

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller 
"App\Controller\ArticleController::show"
_firewall_context 
"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3589
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      -attributes: [
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    3708 => Symfony\Component\WebLink\Link {#3708
      -href: "/build/644.js"
      -rel: [
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      -attributes: [
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    3707 => Symfony\Component\WebLink\Link {#3707
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      -rel: [
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      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3706 => Symfony\Component\WebLink\Link {#3706
      -href: "/build/app.js"
      -rel: [
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      -attributes: [
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      -attributes: [
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    3704 => Symfony\Component\WebLink\Link {#3704
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      -rel: [
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      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3703 => Symfony\Component\WebLink\Link {#3703
      -href: "/build/contact.js"
      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3702 => Symfony\Component\WebLink\Link {#3702
      -href: "/build/scroll-infinite-article.js"
      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3701 => Symfony\Component\WebLink\Link {#3701
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      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3700 => Symfony\Component\WebLink\Link {#3700
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3699 => Symfony\Component\WebLink\Link {#3699
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      -rel: [
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      -attributes: [
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      ]
    }
    3698 => Symfony\Component\WebLink\Link {#3698
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      -rel: [
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      -attributes: [
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      ]
    }
    3697 => Symfony\Component\WebLink\Link {#3697
      -href: "/build/comment-css.css"
      -rel: [
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      -attributes: [
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      ]
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}
_route 
"article_show"
_route_params 
[
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]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"79642e"
category 
"science"
slug 
"improving-diagnosis-and-treatment-with-medical-imaging-and-computer-vision"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=vvvoq1kg4u8h50d4olkhoetqer"
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 
"Wed, 16 Apr 2025 07:41:27 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 
"6d1c18"

Cookies

Request Cookies

Key Value
PHPSESSID 
"vvvoq1kg4u8h50d4olkhoetqer"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Wed, 16 Apr 25 07:39:46 +0000"
Last used 
"Wed, 16 Apr 25 07:41:25 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"6o2HUsoKtKODN4-LfuomFAtPByHxurH77KUbyr1Eye8"
_csrf/https-cookie_accept 
"BY4mswFazPatu2hEaSVyb9S9_Gv9_cs6bWaAX0pncVQ"

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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    "line" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
  [
    "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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
    "line" => 103
    "function" => "getToken"
    "class" => "Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage"
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  ]
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Extension/CoreExtension.php"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/var/cache/dev/twig/a4/a456f2f504a18cd81037fa69e543310c.php"
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    "function" => "twig_get_attribute"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
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    "class" => "__TwigTemplate_824a013e4f3f4a68e03a2d244e765025"
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    "function" => "displayWithErrorHandling"
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    "function" => "render"
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    "class" => "Twig\TemplateWrapper"
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    "function" => "render"
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    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 253
    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "render"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "renderHeader"
    "class" => "App\Controller\AppController"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpCache/SubRequestHandler.php"
    "line" => 86
    "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/http-kernel/Fragment/InlineFragmentRenderer.php"
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    "function" => "render"
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  [
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    "class" => "Symfony\Component\HttpKernel\DependencyInjection\LazyLoadingFragmentHandler"
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    "function" => "block_header"
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    "function" => "displayBlock"
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    "function" => "displayWithErrorHandling"
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    "function" => "display"
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    "class" => "Twig\Template"
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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" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Environment.php"
    "line" => 280
    "function" => "render"
    "class" => "Twig\TemplateWrapper"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 448
    "function" => "render"
    "class" => "Twig\Environment"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 253
    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/src/Controller/ArticleController.php"
    "line" => 277
    "function" => "render"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
  [
    "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\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"
    "line" => 139
    "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"
    "line" => 214
    "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"
    "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/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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    "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=vvvoq1kg4u8h50d4olkhoetqer"
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/improving-diagnosis-and-treatment-with-medical-imaging-and-computer-vision"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/improving-diagnosis-and-treatment-with-medical-imaging-and-computer-vision"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z_9fJmge1xMBiYOLLKJaTQAAAEY"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/improving-diagnosis-and-treatment-with-medical-imaging-and-computer-vision"
REDIRECT_SCRIPT_URL 
"/science/improving-diagnosis-and-treatment-with-medical-imaging-and-computer-vision"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z_9fJmge1xMBiYOLLKJaTQAAAEY"
REDIRECT_URL 
"/public/science/improving-diagnosis-and-treatment-with-medical-imaging-and-computer-vision"
REMOTE_ADDR 
"3.145.168.157"
REMOTE_PORT 
"46507"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1744789286
REQUEST_TIME_FLOAT 
1744789286.6593
REQUEST_URI 
"/science/improving-diagnosis-and-treatment-with-medical-imaging-and-computer-vision"
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/improving-diagnosis-and-treatment-with-medical-imaging-and-computer-vision"
SCRIPT_URL 
"/science/improving-diagnosis-and-treatment-with-medical-imaging-and-computer-vision"
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 
"Z_9fJmge1xMBiYOLLKJaTQAAAEY"

Sub Requests 6

CookieController :: renderAnalysis (token = 58998b)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"5edb92"

AppController :: renderHeader (token = 06e53f)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"3694fb"
slug 
"home"

ArticleController :: trendingArticle (token = e71f4f)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"2d734a"
category 
"Science"

ArticleController :: relatedArticles (token = f69caa)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"26984a"
current_article 
App\Entity\Article {#1094
  -id: 14736
  -title: "Improving Diagnosis and Treatment with Medical Imaging and Computer Vision"
  -slug: "improving-diagnosis-and-treatment-with-medical-imaging-and-computer-vision"
  -introtext: "<p>The overwhelming advancement of digital technologies have encouraged healthcare professionals to leverage technological solutions to deliver better treatments and services.</p>\r\n"
  -content: """
    \r\n
    <p>One such emerging solution is the use of computer vision in healthcare.</p>\r\n
    <p class="text-muted">Businesses are making steadfast progress in improving their processes and customer experiences, especially in the healthcare industry. The healthcare sector has been very active in implementing technological changes and advancements to make the most of the benefits they offer. One practical way healthcare professionals improve their patient experience is by integrating the power of computer vision.&nbsp;<a href="technology/how-computer-vision-can-transform-healthcare" target="_blank" rel="noopener">Computer vision in healthcare</a>&nbsp;is drastically improving treatment procedures to provide the best possible services to their patients.</p>\r\n
    <p>Computer vision is the ability of computers to study, comprehend and interpret visual data from images, videos and other sources. It leverages deep learning, pattern recognition, image processing and other techniques to understand and analyze the available data. The rise of computer vision in recent years has allowed businesses to improve and enhance how they utilize visual data. Industries across banking, insurance and healthcare have gained many positive outcomes from this technology.</p>\r\n
    <p>By 2023, the adoption of computer vision in the healthcare industry is expected to reach&nbsp;<a href="https://www.marketsandmarkets.com/Market-Reports/computer-vision-healthcare-market-231790940.html#:~:text=The%20computer%20vision%20in%20healthcare,at%20a%20CAGR%20of%2047.2%." target="_blank" rel="noopener">USD 1,457 million</a>. Here, computer vision improves diagnosis and treatment by providing better image analysis. The healthcare industry can use computer vision to its advantage by getting more accurate analyses of its&nbsp;<a href="https://www.touchstoneimaging.com/interesting-facts-about-medical-imaging-and-radiology/#:~:text=The%20first%20MRI%20scan%20performed,take%20images%20of%20outer%20space." target="_blank" rel="noopener">medical imaging</a>&nbsp;reports.</p>\r\n
    <h2>HOW COMPUTER VISION IN HEALTHCARE IMPROVES DIAGNOSIS AND TREATMENT</h2>\r\n
    <p><img src="/images/HOW_COMPUTER_VISION_IN_HEALTHCARE_IMPROVES_DIAGNOSIS_AND_TREATMENT.png" alt="HOW_COMPUTER_VISION_IN_HEALTHCARE_IMPROVES_DIAGNOSIS_AND_TREATMENT.png" width="601" height="398" /></p>\r\n
    <p>Computer vision in the healthcare industry can be game-changing as it increases the data accuracy of medical images to provide early diagnoses and the best treatment to patients.</p>\r\n
    <h3>Early Detection of Diseases</h3>\r\n
    <p>Leveraging the effectiveness of computer vision in healthcare can assist medical professionals in detecting diseases at an early stage. This will enable professionals to efficiently analyze the subtle features and patterns the human eye may miss, leading to a better treatment procedure.</p>\r\n
    <h3>Accurate Diagnoses</h3>\r\n
    <p>Computer vision helps professionals detect diseases early and offers an accurate diagnosis by analyzing medical imaging such as X-rays, MRI and CT scans. Computer vision algorithms develop and learn from large datasets of medical images to improve accuracy in detecting diseases. They can also identify intricate patterns that can help provide more accurate diagnoses and reduce the risk of misdiagnoses.</p>\r\n
    <h3>Personalized Treatment</h3>\r\n
    <p>The central aspect of leveraging computer vision is detecting and analyzing medical imaging data. Analyzing medical images accurately can help doctors and other medical professionals develop personalized treatment plans based on a patient’s unique requirements. Computer vision’s analytics of medical imaging can give doctors a direction for the course of treatment that best fits the patient.</p>\r\n
    <h3>Remote Monitoring</h3>\r\n
    <p>Healthcare professionals often need to be careful while dealing with critical patients, especially when being in proximity to keep a check on them. Computer vision can assist doctors and nurses in remotely monitoring patients, such as those in severe conditions, without requiring much physical contact. This can improve patient outcomes and reduce the risk of infection too.</p>\r\n
    <h3>Elevated Surgical Planning</h3>\r\n
    <p>Another crucial impact computer vision can have in medical imaging is that it can enhance surgical planning for patients. Computer vision can be used to create three-dimensional models of medical images to let professionals experiment, view and analyze structures from different angles and viewpoints to develop better surgical planning.</p>\r\n
    <h2>TO SUM UP</h2>\r\n
    <p>Computer vision in healthcare is here to stay and revolutionize diagnosis and treatment by effectively analyzing the data offered by various medical images. This can assist medical professionals in giving excellent and effective medical treatments that will help save more lives.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1687639763 {#1145
    date: 2023-06-24 20:49:23.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1687640430 {#1150
    date: 2023-06-24 21:00:30.0 UTC (+00:00)
  }
  -deletedAt: null
  -category: App\Entity\Category {#445 …}
  -status: "published"
  -imageCard: Proxies\__CG__\App\Entity\File {#1184 …}
  -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …}
  -featured: false
  -mainView: false
  -clicks: 3348
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1687639763 {#1148
    date: 2023-06-24 20:49:23.0 UTC (+00:00)
  }
  -metakey: "Improving Diagnosis and Treatment with Medical Imaging and Computer Vision"
  -metadesc: "The overwhelming advancement of digital technologies have encouraged healthcare professionals to leverage technological solutions to deliver better treatments and services."
  -robots: null
  -publishedAt: DateTime @1687639763 {#1147
    date: 2023-06-24 20:49:23.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 361603)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"2006e1"

CookieController :: renderCookie (token = 78ad1c)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"3df16f"