GET https://rct.dev.bbntimes.com/science/how-sdtm-contributes-to-business-intelligence-in-healthcare

Response
200 OK
IP
18.224.8.221
Profiled on
Token
efe1c5

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
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_security_firewall_run 
"_security_main"
_stopwatch_token 
"9e37dd"
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"science"
slug 
"how-sdtm-contributes-to-business-intelligence-in-healthcare"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=j4d940ql6hsie1bhimhvjd4kk9"
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 13:24:41 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 
"efe1c5"

Cookies

Request Cookies

Key Value
PHPSESSID 
"j4d940ql6hsie1bhimhvjd4kk9"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:24:14 +0000"
Last used 
"Sat, 22 Feb 25 13:24:40 +0000"
Lifetime 
0

Session Attributes

Attribute Value
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"lQvX_fQbnuaupJoqhN3XJTvnm1hPfFY0YU0GPksFQZ0"
_csrf/https-cookie_accept 
"PC9bT0p_5Ychnjk9pnRiyDzId3siQ98F6YyKeCawpIY"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
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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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    "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"
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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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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=j4d940ql6hsie1bhimhvjd4kk9"
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-sdtm-contributes-to-business-intelligence-in-healthcare"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/how-sdtm-contributes-to-business-intelligence-in-healthcare"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nQGZDyWLT8YV1VjBpTQwAAAJc"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/how-sdtm-contributes-to-business-intelligence-in-healthcare"
REDIRECT_SCRIPT_URL 
"/science/how-sdtm-contributes-to-business-intelligence-in-healthcare"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nQGZDyWLT8YV1VjBpTQwAAAJc"
REDIRECT_URL 
"/public/science/how-sdtm-contributes-to-business-intelligence-in-healthcare"
REMOTE_ADDR 
"18.224.8.221"
REMOTE_PORT 
"6924"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740230681
REQUEST_TIME_FLOAT 
1740230681.2015
REQUEST_URI 
"/science/how-sdtm-contributes-to-business-intelligence-in-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-sdtm-contributes-to-business-intelligence-in-healthcare"
SCRIPT_URL 
"/science/how-sdtm-contributes-to-business-intelligence-in-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 
"Z7nQGZDyWLT8YV1VjBpTQwAAAJc"

Sub Requests 6

CookieController :: renderAnalysis (token = 7ce6fa)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"bed290"

AppController :: renderHeader (token = 1069dd)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"9edc76"
slug 
"home"

ArticleController :: trendingArticle (token = 8f6fca)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"e2b808"
category 
"Science"

ArticleController :: relatedArticles (token = 7b6358)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"42fe78"
current_article 
App\Entity\Article {#1094
  -id: 15150
  -title: "How SDTM Contributes To Business Intelligence In Healthcare"
  -slug: "how-sdtm-contributes-to-business-intelligence-in-healthcare"
  -introtext: "<p>The Study Data Tabulation Model, known as SDTM, serves as a set guideline for arranging clinical trial data in a unified way.</p>\r\n"
  -content: """
    \r\n
    <p>By doing so, it enhances the precision of clinical trial outcomes, aids in identifying trends in patient information, and assists in more informed decision-making during new drug development.</p>\r\n
    <p>As the healthcare industry advances towards a more data-centric approach, grasping the workings of SDTM and its role in business intelligence becomes essential. For those in roles such as pharmaceutical professionals, clinical researchers, or healthcare data analysts, this article will present the advantages and implementation methods of SDTM.</p>\r\n
    <h2>Benefits Of Utilizing SDTM In Healthcare Business Intelligence</h2>\r\n
    <p><img src="/images/Benefits_Of_Utilizing_SDTM_In_Healthcare_Business_Intelligence.jpeg" alt="Benefits_Of_Utilizing_SDTM_In_Healthcare_Business_Intelligence.jpeg" width="601" height="338" /></p>\r\n
    <h3>Standardizing Data</h3>\r\n
    <p>Utilizing <a href="https://blog.formedix.com/all-you-need-to-know-about-sdtm" target="_blank" rel="noopener">SDTM in clinical trials</a> brings uniformity to the data format across various research endeavors. This consistency simplifies data sharing and comparison, providing a stable basis for analysis. With this standardization, healthcare practitioners can effortlessly pinpoint patterns, resulting in more precise conclusions and practical insights.</p>\r\n
    <h3>Improving The Accuracy And Quality Of Clinical Trial Data</h3>\r\n
    <p>An advantage of SDTM is its enhancement of data accuracy within clinical trials. By adhering to a uniform data structure, it minimizes the chance of inconsistencies, especially when different data collection methods are used. Organizations utilizing SDTM are more likely to achieve reliable data, allowing healthcare providers to discern trends, make well-informed decisions, and recognize opportunities for growth and improvement.</p>\r\n
    <h3>Increasing Interoperability And Data Exchange</h3>\r\n
    <p>Interoperability—the seamless sharing and understanding of data among various systems—is vital for effective healthcare delivery. SDTM fosters this ability by offering a shared data format that's comprehensible across different platforms. This compatibility enables uninterrupted data exchange between various stakeholders in healthcare, thereby facilitating better access to data, minimizing redundant work, and fostering collaboration.</p>\r\n
    <h3>Enabling Comparative Analysis And Benchmarking</h3>\r\n
    <p>Comparative analysis and benchmarking are essential for ongoing improvement in healthcare. By facilitating the comparison of <a href="science/7-ways-big-data-is-changing-the-pharmaceutical-industry" target="_blank">big data</a> sets across diverse clinical trials and areas of study, SDTM allows researchers to identify trends, effective practices, and areas for potential growth. These insights are invaluable in optimizing treatments and assessing the success of different medical interventions.</p>\r\n
    <h3>Facilitating Regulatory Compliance And Reporting</h3>\r\n
    <p>Regulatory compliance is a critical aspect of healthcare, especially in clinical trials. SDTM aids in this by outlining a specific structure and vocabulary for data reporting to regulatory bodies like the FDA. By utilizing SDTM, healthcare organizations can align their data submissions with regulatory standards, expediting the approval process, minimizing delays, and enhancing the integrity and reliability of the data they present.</p>\r\n
    <h2>Implementing SDTM Within A Healthcare Organization: A Step-By-Step Guide</h2>\r\n
    <p><img src="/images/articles/global-economy/5_Big_Data_use_cases_in_the_healthcare_industry.jpg" alt="5 Big Data use cases in the healthcare industry" width="600" height="400" /></p>\r\n
    <h3>Assess Your Current Data Landscape</h3>\r\n
    <p>Start by assessing your current data landscape to understand what alignment is needed to comply with SDTM standards. Recognizing existing systems and identifying areas of improvement will form the foundation for successful integration.</p>\r\n
    <h3>Develop A Plan For Implementing SDTM</h3>\r\n
    <p>Developing a comprehensive and strategic plan is essential for a smooth SDTM implementation. Consider timelines, resources, and potential obstacles, creating a roadmap that guides the process while allowing flexibility.</p>\r\n
    <h3>Train Your Staff On SDTM</h3>\r\n
    <p>Training is essential for leveraging SDTM effectively. Provide workshops and continuous support to ensure staff understand the process and the benefits it brings to data management.</p>\r\n
    <h3>Monitor And Evaluate Your Implementation</h3>\r\n
    <p>Constant monitoring and evaluation allow for timely adjustments and refinements. Regular assessments ensure that the implementation aligns with organizational goals, leading to long-term success and increased value from SDTM.</p>\r\n
    <h2>Examples Of How SDTM Has Been Used To Improve Healthcare Outcomes</h2>\r\n
    <p><img src="/images/Examples_Of_How_SDTM_Has_Been_Used_To_Improve_Healthcare_Outcomes.jpeg" alt="Examples_Of_How_SDTM_Has_Been_Used_To_Improve_Healthcare_Outcomes.jpeg" width="600" height="324" /></p>\r\n
    <h3>Improving The Quality Of Clinical Trials</h3>\r\n
    <p>SDTM's standardized framework helps in organizing clinical trial data, which may contribute to increasing the reliability and consistency of the data used in trials. Researchers can confidently interpret results with more uniform data, fostering more targeted and successful clinical studies.</p>\r\n
    <h3>Making Better Decisions About Drug Development</h3>\r\n
    <p>Pharmaceutical companies often rely on SDTM to guide <a href="https://www.webmd.com/a-to-z-guides/news/20221129/can-ai-drive-more-diversity-drug-development" target="_blank" rel="noopener">drug development</a> processes. The standardized data helps identify promising drug candidates more efficiently, reducing costs and accelerating the development timeline.</p>\r\n
    <h3>Reducing Healthcare Costs</h3>\r\n
    <p>SDTM supports streamlined data analysis within clinical trials, which might indirectly contribute to efficiencies and potential cost savings in the broader healthcare system. Efficient data handling translates to more timely decisions, saving time and resources.</p>\r\n
    <h3>Improving Patient Care</h3>\r\n
    <p>Enhanced patient care is one of the potential benefits of implementing SDTM in healthcare data management. SDTM equips healthcare providers with comprehensive tools for in-depth data analysis. Healthcare providers can better understand patient needs through its use. This understanding promotes individualized care, leading to more positive patient experiences and outcomes.</p>\r\n
    <h2>Overcoming Challenges And Maximizing SDTM's Potential</h2>\r\n
    <p><img src="/images/articles/global-economy/7_Benefits_of_Landing_Pages_For_Any_Business.jpg" alt="7 Benefits of Landing Pages For Any Business" width="600" height="450" /></p>\r\n
    <p>The process of implementing SDTM may come with its hurdles, such as data conversion challenges. However, concentrating on aspects like comprehensive training, teamwork, and strict adherence to the guidelines can mitigate these issues. By adopting best practices, including strategic planning and consistent oversight, the potential of SDTM in enhancing healthcare business intelligence can be fully realized.</p>\r\n
    <h2>Final Thoughts</h2>\r\n
    <p>SDTM is widely recognized as a valuable tool in healthcare for standardizing clinical trial data. This standardization can play a part in enhancing business intelligence within the sector. Its role in arranging and standardizing clinical trial information significantly refines analytical quality. It also contributes to improved patient care and decision-making by facilitating collaboration and data sharing.&nbsp;</p>\r\n
    <p>If you wish to refine your approach to business intelligence, consider implementing SDTM. Its tangible benefits make it an excellent starting point.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1693771320 {#1145
    date: 2023-09-03 20:02:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1693771891 {#1150
    date: 2023-09-03 20:11:31.0 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: 1406
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1693771320 {#1148
    date: 2023-09-03 20:02:00.0 UTC (+00:00)
  }
  -metakey: "How SDTM Contributes To Business Intelligence In Healthcare"
  -metadesc: "The Study Data Tabulation Model, known as SDTM, serves as a set guideline for arranging clinical trial data in a unified way."
  -robots: null
  -publishedAt: DateTime @1693771320 {#1147
    date: 2023-09-03 20:02:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = ed7a84)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"26e522"

CookieController :: renderCookie (token = d22b9d)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"213a3b"