GET https://rct.dev.bbntimes.com/politics/innovative-ai-initiatives-aim-to-combat-rising-fraud-rates-in-the-uk

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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_links
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    3696 => Symfony\Component\WebLink\Link {#3696
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_route
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_route_params
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Request Headers

Header Value
accept
"*/*"
accept-encoding
"gzip, br, zstd, deflate"
connection
"close"
cookie
"laikanxia_google_v=1; tudorwatch_lang=tr; laikanxia_cookie_id=250222211851429; care_did=cd99a7a5-cec9-4c16-a4ce-c1f248660b33; PHPSESSID=bpjomvocrehom57cfu5d7hhrrd"
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 13:19:05 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
"29f56f"

Cookies

Request Cookies

Key Value
PHPSESSID
"bpjomvocrehom57cfu5d7hhrrd"
care_did
"cd99a7a5-cec9-4c16-a4ce-c1f248660b33"
laikanxia_cookie_id
"250222211851429"
laikanxia_google_v
"1"
tudorwatch_lang
"tr"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created
"Sat, 22 Feb 25 13:18:53 +0000"
Last used
"Sat, 22 Feb 25 13:19:03 +0000"
Lifetime
0

Session Attributes

Attribute Value
_csrf/https-comment
"MllOpFE6gVfgHeHL9G3iCJ8qMLzduv40NOpVxL3zGqg"
_csrf/https-cookie_accept
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Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
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Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
[
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    "function" => "getMetadataBag"
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]
Symfony\Component\Security\Http\Firewall\ContextListener: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
"laikanxia_google_v=1; tudorwatch_lang=tr; laikanxia_cookie_id=250222211851429; care_did=cd99a7a5-cec9-4c16-a4ce-c1f248660b33; PHPSESSID=bpjomvocrehom57cfu5d7hhrrd"
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/politics/innovative-ai-initiatives-aim-to-combat-rising-fraud-rates-in-the-uk"
REDIRECT_REDIRECT_SCRIPT_URL
"/politics/innovative-ai-initiatives-aim-to-combat-rising-fraud-rates-in-the-uk"
REDIRECT_REDIRECT_SSL_TLS_SNI
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS
"200"
REDIRECT_REDIRECT_UNIQUE_ID
"Z7nOyZDyWLT8YV1VjBpRmQAAAJg"
REDIRECT_SCRIPT_URI
"https://rct.dev.bbntimes.com/politics/innovative-ai-initiatives-aim-to-combat-rising-fraud-rates-in-the-uk"
REDIRECT_SCRIPT_URL
"/politics/innovative-ai-initiatives-aim-to-combat-rising-fraud-rates-in-the-uk"
REDIRECT_SSL_TLS_SNI
"rct.dev.bbntimes.com"
REDIRECT_STATUS
"200"
REDIRECT_UNIQUE_ID
"Z7nOyZDyWLT8YV1VjBpRmQAAAJg"
REDIRECT_URL
"/public/politics/innovative-ai-initiatives-aim-to-combat-rising-fraud-rates-in-the-uk"
REMOTE_ADDR
"3.145.103.12"
REMOTE_PORT
"20586"
REQUEST_METHOD
"GET"
REQUEST_SCHEME
"https"
REQUEST_TIME
1740230345
REQUEST_TIME_FLOAT
1740230345.2811
REQUEST_URI
"/politics/innovative-ai-initiatives-aim-to-combat-rising-fraud-rates-in-the-uk"
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/politics/innovative-ai-initiatives-aim-to-combat-rising-fraud-rates-in-the-uk"
SCRIPT_URL
"/politics/innovative-ai-initiatives-aim-to-combat-rising-fraud-rates-in-the-uk"
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
"Z7nOyZDyWLT8YV1VjBpRmQAAAJg"

Sub Requests 6

CookieController :: renderAnalysis (token = 9c4141)

Key Value
_controller
"App\Controller\CookieController::renderAnalysis"
_format
"html"
_locale
"en"
_stopwatch_token
"0a7a18"

AppController :: renderHeader (token = e82431)

Key Value
_controller
"App\Controller\AppController::renderHeader"
_format
"html"
_locale
"en"
_stopwatch_token
"1a3039"
slug
"home"

ArticleController :: trendingArticle (token = 82fa8d)

Key Value
_controller
"App\Controller\ArticleController::trendingArticle"
_format
"html"
_locale
"en"
_stopwatch_token
"337faa"
category
"Politics"

ArticleController :: relatedArticles (token = 234783)

Key Value
_controller
"App\Controller\ArticleController::relatedArticles"
_format
"html"
_locale
"en"
_stopwatch_token
"9542b4"
current_article
App\Entity\Article {#1094
  -id: 16951
  -title: "Innovative AI Initiatives Aim to Combat Rising Fraud Rates in the UK"
  -slug: "innovative-ai-initiatives-aim-to-combat-rising-fraud-rates-in-the-uk"
  -introtext: "<p>The UK government is poised to initiate a series of "AI discovery projects" in the fiscal year 2024-25, aiming to unveil innovative methods for fraud detection.</p>\r\n"
  -content: """
    \r\n
    <p>Incidents of fraud in the UK surged to 4.5 million reported cases in 2021/22, marking a 25% increase from the previous year. This alarming trend poses a significant economic burden, costing billions of pounds annually.</p>\r\n
    <p>The convergence of the COVID-19 pandemic and the ongoing cost of living crisis has created fertile ground for fraudsters to exploit vulnerabilities within households and businesses. With the widespread adoption of AI, there is a growing concern that novel forms of fraud will emerge, contributing to the escalating frequency of fraudulent activities observed today.</p>\r\n
    <p>The ability of AI to assimilate personal data, encompassing emails, photographs, videos, and voice recordings, presents an unprecedented challenge. However, it also offers a potential solution. Government entities, banks, and financial institutions are leveraging AI and machine learning models to combat fraud with increasing sophistication. These technologies hold promise in addressing the evolving complexity, sophistication, and prevalence of fraudulent schemes.</p>\r\n
    <p>The widening disparity between incomes and expenses has rendered individuals more susceptible to scams promising grants, rebates, and support payments. Fraudsters often masquerade as legitimate organizations, such as banks or government entities, to deceive individuals into divulging sensitive information and subsequently pilfering funds.</p>\r\n
    <p>This surge in fraudulent activity extends to fraudulent applications for government and regional support packages, notably implemented in response to the pandemic. Instances include fraudulent businesses securing multiple loans or grants by posing as legitimate entities. Notably, a Luton resident impersonated a Greggs bakery to defraud three local authorities of nearly £200,000 in COVID small business grants.</p>\r\n
    <p>The hasty rollout of these schemes, aimed at expediting economic recovery, posed challenges in effectively scrutinizing applications. The UK government's Department for Business and Trade estimates that approximately 11% of these loans, totaling £5 billion, were fraudulent. However, as of March 2022, only £762 million had been recovered.</p>\r\n
    <p>In recent years, the development of complex mathematical models integrating traditional statistical techniques and machine learning analysis has shown promise in detecting financial statement fraud. By incorporating both financial and non-financial data, these models can assess fraud risk and prioritize applications for further review.</p>\r\n
    <p>Financial institutions, including banks and insurers, are also embracing machine learning models to combat financial fraud. Collaborations between industry players, such as Deutsche Bank and chip maker Nvidia, signify a collective effort to embed AI into fraud detection systems.</p>\r\n
    <p>Nevertheless, the proliferation of automated AI systems raises concerns about potential biases. Campaign groups have expressed apprehensions regarding the Department of Work and Pensions' trial of a new AI fraud detection system, highlighting the risk of inherent biases, particularly against minority groups.</p>\r\n
    <p>To mitigate these risks, AI systems should not operate as fully automated processes but rather as tools to assist assessors. By aiding auditors and civil servants in identifying cases requiring heightened scrutiny, AI technologies can enhance efficiency and reduce processing time while ensuring fair and unbiased evaluations.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1712006068 {#1145
    date: 2024-04-01 21:14:28.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1712006117 {#1150
    date: 2024-04-01 21:15:17.0 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: 2232
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1712006068 {#1148
    date: 2024-04-01 21:14:28.0 UTC (+00:00)
  }
  -metakey: "Innovative AI Initiatives Aim to Combat Rising Fraud Rates in the UK"
  -metadesc: "The UK government is poised to initiate a series of "AI discovery projects" in the fiscal year 2024-25, aiming to unveil innovative methods for fraud detection."
  -robots: null
  -publishedAt: DateTime @1712006068 {#1147
    date: 2024-04-01 21:14:28.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 38e8b1)

Key Value
_controller
"App\Controller\AppController::renderFooter"
_format
"html"
_locale
"en"
_stopwatch_token
"4939eb"

CookieController :: renderCookie (token = 530960)

Key Value
_controller
"App\Controller\CookieController::renderCookie"
_format
"html"
_locale
"en"
_stopwatch_token
"4409c3"