A Context Aware Decision-Making Algorithm for Human-Centric Analytics: Algorithm Development and Use Cases for Health Informatics System

Analyzing Healthcare Data to Identify Anomalies and Correlations

Author(s): Veena A* and Gowrishankar S * .

Pp: 23-50 (28)

DOI: 10.2174/9789815305968124010004

* (Excluding Mailing and Handling)

Abstract

Wearable devices focused on fitness, safety, and data monitoring have become increasingly common. It is not surprising, given that a sedentary lifestyle can lead to various health issues such as weight gain, chronic and acute illnesses, and reduced productivity in daily life. Researchers from both business and academic settings have delved deeply into monitoring fitness, examining aspects like sleep patterns, cardiac health, activity levels, overall well-being, and recovery from illness. They employ a range of techniques including deep learning, machine learning, and statistical methods to analyze the data collected by these wearables. This study aims to gather data from Fitbit Inspire HR and Fitbit Versa using the Fitbit API and to investigate any anomalies, trends, and correlations within the collected healthcare data. The data is classified using the K-means algorithm based on various parameters of the Fitbit healthcare data. 

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      • 14. app/Models/UserAccess/UserAccess.php:784
      • 15. middleware::check_user_access:114
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      • 11. app/Models/ContentAccess.php:647
      • 12. app/Http/Controllers/ChapterController.php:1465
      • 13. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
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      • 11. app/Models/ContentAccess.php:647
      • 12. app/Http/Controllers/ChapterController.php:1478
      • 13. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 14. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 15. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
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      • 13. app/Models/UserAccess/UserAccess.php:1266
      • 14. app/Http/Controllers/ChapterController.php:1518
      • 15. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
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      620μsalphaeurekaselec_live_10_06_2022UserAccess.php#1266
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      • 13. app/Models/UserAccess/UserAccess.php:1266
      • 14. app/Http/Controllers/ChapterController.php:1549
      • 15. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
    • select b.banner_link, b.banner_name, b.banner_script, b.banner_remarks, b.banner_file_name, b.banner_placement, bd.content_type, bd.content_id from `tbl_banner` as `b` inner join `tbl_banner_detail` as `bd` on `bd`.`banner_id` = `b`.`banner_id` inner join `users` as `u` on `u`.`id` = `b`.`updated_by` where `b`.`banner_ebook` = 1 and `bd`.`content_type` = 'B' and `bd`.`content_id` = 3783 and `b`.`banner_from_date` <= 1739834434 and `b`.`banner_to_date` >= 1739834434 and `b`.`banner_status` = 'A' order by `b`.`banner_id` desc
      1.19msalphaeurekaselec_live_10_06_2022Banner.php#95
      Bindings
      • 0: 1
      • 1: B
      • 2: 3783
      • 3: 1739834434
      • 4: 1739834434
      • 5: A
      Backtrace
      • 13. app/Models/Banner.php:95
      • 14. app/Http/helpers.php:404
      • 17. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:124
      • 18. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
      • 19. vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:73
    • select count(*) as aggregate from `uc_cart_products` where cart_id='141d4abd2f3247e3bef8aabffa976cc6'
      330μsalphaeurekaselec_live_10_06_2022Cart.php#271
      Backtrace
      • 15. app/Models/Cart.php:271
      • 16. view::layouts._header:260
      • 18. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:124
      • 19. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
      • 20. vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:73
    App\Models\Chapter
    1Chapter.php#?
    App\Models\Ebook
    1Ebook.php#?
        _token
        7pAfuAII8g5yAyaswip6ii3z04e85tPGUDKdlRmG
        uc_cart_id
        141d4abd2f3247e3bef8aabffa976cc6
        _previous
        array:1 [ "url" => "https://alpha.eurekaselect.com/chapter/23458" ]
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /chapter/23458
        status_code
        200
        
        status_text
        OK
        format
        html
        content_type
        text/html; charset=UTF-8
        request_query
        []
        
        request_request
        []
        
        request_headers
        0 of 0
        array:17 [ "x-https" => array:1 [ 0 => "1" ] "host" => array:1 [ 0 => "alpha.eurekaselect.com" ] "priority" => array:1 [ 0 => "u=0, i" ] "cookie" => array:1 [ 0 => "wayfindertarget=eyJpdiI6IjJsMlJ2WTl4MXpSdVVnSGQ3bmhreFE9PSIsInZhbHVlIjoiNGxoZ2h2S01WdGZIdkVKMVNrUnlrOXBnalA0Q055NUVEeFFoMHNnVXhqL001VEFhUldhaFNNNmY2dzcvWW52aSIsIm1hYyI6ImNmOGM2MTYwN2M1YjRkMmQ3NTZjOTM3YTQ2YjEwOGNmOWM2ZGQxZDhjYzg1NzFiMTA4Nzg4Yzc1MGFkMDU5MDciLCJ0YWciOiIifQ%3D%3D; XSRF-TOKEN=eyJpdiI6IkdYMC9IL2gvQWJZRjhXTUIxd3JXN3c9PSIsInZhbHVlIjoiamhzb1NoUm5oNHFOdDJsbzNzWEtLUmdpS2lKUTZIOGZoVDlTalFUSFo0dERSZmxaSm4xU2pnZU4yRDNoYm1sVHRqRVBtTG53eWRoV3NSNkxaNmNiWGx1bW5QdzZmL3VBVE1wTkE1OTB0ejlndm5KWEJJRnRYS3V2OU5JK0J2K3IiLCJtYWMiOiJkMTQ0OGMyMThhZjYwZmM1NWVlMTVmNDhlNzIzNThlOWY4NGQ2YjVlMGQ5YWI0ZTJkZGM1NzJjODExOTgyM2E0IiwidGFnIjoiIn0%3D; alphaeurekaselectnet_session=eyJpdiI6Im8xMUJMS0tTVDFXa2Z3a0VJVS9zWGc9PSIsInZhbHVlIjoiYkhBUzJKS1RpZGEwZ21yTS9hTDhvRnhsVW54UGtPTHdnTEQ0ekRNdVZ1VnExQndyTVVjQkxGTWR3THJEQkZvVWtkWW1GZlVwc2dPUHA1dWxWeTJ0ekgwbSt5Z01vNStLZzNJUzBBNkZwRDM5VHJ1NlBPaU5JVlJIWnV6QlFZcUwiLCJtYWMiOiJmYzkzOTI4M2E5MTBhZWRjNjVkNjExNGE3YzQxMzg0MTUzZTI4ZGI2MTAzNGMzNjY5OWMyYjY2MTVmY2Q0NmQ2IiwidGFnIjoiIn0%3Dwayfindertarget=eyJpdiI6IjJsMlJ2WTl4MXpSdVVnSGQ3bmhreFE9PSIsInZhbHVlIjoiNGxoZ2h2S01WdGZIdkVKMVNrUnlrOXBnalA0Q055NUVEeFFoMHNnVXhqL001VEFhUldhaFNNNmY2dzcvWW52aSIs" ] "accept-encoding" => array:1 [ 0 => "gzip, deflate, br, zstd" ] "sec-fetch-dest" => array:1 [ 0 => "document" ] "sec-fetch-user" => array:1 [ 0 => "?1" ] "sec-fetch-mode" => array:1 [ 0 => "navigate" ] "sec-fetch-site" => array:1 [ 0 => "none" ] "accept" => array:1 [ 0 => "text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7" ] "user-agent" => array:1 [ 0 => "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" ] "upgrade-insecure-requests" => array:1 [ 0 => "1" ] "sec-ch-ua-platform" => array:1 [ 0 => ""Windows"" ] "sec-ch-ua-mobile" => array:1 [ 0 => "?0" ] "sec-ch-ua" => array:1 [ 0 => ""HeadlessChrome";v="129", "Not=A?Brand";v="8", "Chromium";v="129"" ] "cache-control" => array:1 [ 0 => "no-cache" ] "pragma" => array:1 [ 0 => "no-cache" ] ]
        request_cookies
        0 of 0
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        response_headers
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        ClearShow all
        Date ↕MethodURLData
        #12025-02-17 23:20:34GET/chapter/23458112182