GET https://rct.dev.bbntimes.com/science/how-big-data-ai-iot-and-deep-learning-are-powering-modern-healthcare

Response
200 OK
IP
216.73.216.216
Profiled on
Token
2552ef

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
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"App\Controller\ArticleController::show"
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"security.firewall.map.context.main"
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    3697 => Symfony\Component\WebLink\Link {#3697
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"article_show"
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_security_firewall_run 
"_security_main"
_stopwatch_token 
"4f08d6"
category 
"science"
slug 
"how-big-data-ai-iot-and-deep-learning-are-powering-modern-healthcare"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=8metsv4d6sfv9amsj8n4q7ounl"
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, 04 Jun 2025 14:47:31 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 
"2552ef"

Cookies

Request Cookies

Key Value
PHPSESSID 
"8metsv4d6sfv9amsj8n4q7ounl"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Wed, 04 Jun 25 14:47:22 +0000"
Last used 
"Wed, 04 Jun 25 14:47:28 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"3CtNH1FL3dHk9YoB3MRF2q3C4vM4BWFi-iOoDPflAt8"
_csrf/https-cookie_accept 
"VXI59WJObmy-zbqqmeP7MOhQk42ONArHdY0And3VKRI"

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"
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    "function" => "run"
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    ]
    "function" => "require_once"
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]
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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    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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    ]
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]
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
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    "function" => "__invoke"
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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=8metsv4d6sfv9amsj8n4q7ounl"
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/how-big-data-ai-iot-and-deep-learning-are-powering-modern-healthcare"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/how-big-data-ai-iot-and-deep-learning-are-powering-modern-healthcare"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"aEBcg1U-tBuV2S2mtGU9KQAAAEs"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/how-big-data-ai-iot-and-deep-learning-are-powering-modern-healthcare"
REDIRECT_SCRIPT_URL 
"/science/how-big-data-ai-iot-and-deep-learning-are-powering-modern-healthcare"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"aEBcg1U-tBuV2S2mtGU9KQAAAEs"
REDIRECT_URL 
"/public/science/how-big-data-ai-iot-and-deep-learning-are-powering-modern-healthcare"
REMOTE_ADDR 
"216.73.216.216"
REMOTE_PORT 
"9173"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1749048451
REQUEST_TIME_FLOAT 
1749048451.4512
REQUEST_URI 
"/science/how-big-data-ai-iot-and-deep-learning-are-powering-modern-healthcare"
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/how-big-data-ai-iot-and-deep-learning-are-powering-modern-healthcare"
SCRIPT_URL 
"/science/how-big-data-ai-iot-and-deep-learning-are-powering-modern-healthcare"
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 
"aEBcg1U-tBuV2S2mtGU9KQAAAEs"

Sub Requests 6

CookieController :: renderAnalysis (token = cdb3f2)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"deff18"

AppController :: renderHeader (token = 272e19)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"500206"
slug 
"home"

ArticleController :: trendingArticle (token = 10592d)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"a118be"
category 
"Science"

ArticleController :: relatedArticles (token = c535b9)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"1e3af3"
current_article 
App\Entity\Article {#1094
  -id: 11498
  -title: "Big Data, AI, IoT and Deep Learning Are Powering Modern Healthcare"
  -slug: "how-big-data-ai-iot-and-deep-learning-are-powering-modern-healthcare"
  -introtext: """
    <div>\r\n
    <div class="reader-article-content reader-article-content--legacy-html" dir="ltr">\r\n
    <p>Big data, artificial intelligence (AI), internet of things (IoT) and deep learning (DL) are revolutionizing modern healthcare post pandemic.&nbsp;</p>\r\n
    """
  -content: """
    \r\n
    <p>After having made remarkable improvements in finance, retail and marketing, big data, artificial intelligence, internet of things (IoT) and deep learning are now transforming healthcare.</p>\r\n
    <p><img style="display: block; margin-left: auto; margin-right: auto;" src="/images/Healthcare_Life_Sciences.jpeg" alt="Healthcare_Life_Sciences.jpeg" width="932" height="810" /></p>\r\n
    <p>The volume of data involved in healthcare studies and analysis makes it a perfect use-case for these <a href="https://www.capgemini.com/gb-en/industry/healthcare-life-sciences/" target="_blank" rel="noopener">ground breaking technologies</a>.</p>\r\n
    <h2>1. Big Data is Transforming Healthcare</h2>\r\n
    <p style="text-align: left;"><img style="display: block; margin-left: auto; margin-right: auto;" src="/images/Big_Data_Healthcare.png" alt="Big_Data_Healthcare.png" /></p>\r\n
    <p>Healthcare industry handles an immense load of data that is piling up every day. Sooner or later, we will need big data tools to transform healthcare information into relevant insights that can help the development of health services. Most of the digital healthcare data is collected via Electronic Health Records (EHRs). An American Health Association survey quoted that&nbsp;EHR adoption has doubled&nbsp;in hospitals across the US over a couple of years owing to funding received under&nbsp;Health Information Technology for Economic and Clinical Health Act of 2009. EHRs contain quantitative (laboratory records), qualitative (prescriptions and reports), and transactional data (medication records). However, these EHRs are currently created only to comply with norms related to healthcare delivery. These EHRs are a valued resource for analyzing data patterns to improve healthcare in more than one way.</p>\r\n
    <h2>2. Artificial Intelligence is Answering Clinical Questions Prospectively</h2>\r\n
    <p>Artificial intelligence (AI) can be configured to extract structured information from unstructured data sets in EHRs by using machine learning tools like natural language processing.</p>\r\n
    <p>&nbsp;</p>\r\n
    <p><img style="display: block; margin-left: auto; margin-right: auto;" src="/images/Areas_of_Impact_of_AI_in_Healthcare.jpg" alt="Areas_of_Impact_of_AI_in_Healthcare.jpg" width="700" height="440" /></p>\r\n
    <p><a href="https://www.mckinsey.com/industries/healthcare-systems-and-services/our-insights/transforming-healthcare-with-ai" target="_blank" rel="noopener">AI has proven to be more beneficial</a> in detecting postoperative complications than conventional discharge coding. Random trials on a narrow spectrum of participants are currently questioned for generalization for patients with specific medical characteristics. AI can be used to present observational evidence gathered from EHR data without raising issues of generalization.</p>\r\n
    <h2>3. IoT is Reshaping Knowledge Sharing in Healthcare</h2>\r\n
    <p>Medical knowledge keeps on growing daily, with new research papers and medical breakthroughs making news in medical circles. However, not all physicians can catch up with all the latest developments in medicine and treatments including the internet of things (IoT). It&nbsp;enables&nbsp;healthcare&nbsp;professionals to be more watchful and connect with the patients proactively.&nbsp;&nbsp;</p>\r\n
    <p><img style="display: block; margin-left: auto; margin-right: auto;" src="/images/Iot_in_Healthcare.png" alt="Iot_in_Healthcare.png" width="741" height="434" /></p>\r\n
    <p><a href="https://www.iotcentral.io/blog/why-iot-in-healthcare-becomes-a-priority" target="_blank" rel="noopener">IoT can provide physicians with a dashboard</a> that can update them with possible new medications or treatments specifically to their existing patients. IoT can help with better penetration of new medical treatments and improve healthcare delivery.</p>\r\n
    <h2>4. Deep Learning is Diagnosing Patients Efficiently</h2>\r\n
    <p>Diagnosis is the first step to effective treatments. Consulting a different physician, either because of relocation or an alternative opinion, is such a hassle today because it takes time for a new doctor to understand a patient’s response to specific drugs apart from other specific patient characteristics.</p>\r\n
    <p><img style="display: block; margin-left: auto; margin-right: auto;" src="/images/Deep_Learning_in_Heatlhcare.png" alt="Deep_Learning_in_Heatlhcare.png" width="752" height="602" /></p>\r\n
    <p>Deep learning can provide a practitioner with <a href="https://www.nature.com/articles/s41591-018-0320-3" target="_blank" rel="noopener">specific insights of a patient </a>that would take some sessions to identify conventionally. Besides, this data can be shared with relevant health initiatives such as those fighting obesity or smoking so that these campaigns are delivered to a focused group of patients. The&nbsp;success of IBM Watson&nbsp;just shows how big data can manage to diagnose patients effectively.</p>\r\n
    </div>\r\n
    </div>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1674125641 {#1145
    date: 2023-01-19 10:54:01.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1674127243 {#1150
    date: 2023-01-19 11:20:43.0 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: 10970
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1674125641 {#1148
    date: 2023-01-19 10:54:01.0 UTC (+00:00)
  }
  -metakey: "How Big Data, AI, IoT and Deep Learning Are Powering Modern Healthcare"
  -metadesc: "Big data, artificial intelligence (AI), internet of things (IoT) and deep learning (DL) are revolutionizing modern healthcare post pandemic.\u{A0}"
  -robots: null
  -publishedAt: DateTime @1674125641 {#1147
    date: 2023-01-19 10:54:01.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 5959cd)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"afcb6c"

CookieController :: renderCookie (token = 3e3195)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"c631ee"