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A predictive model, and predictors of under-five child malaria prevalence in Ghana: How do LASSO, Ridge and Elastic net regression approaches compare?
Authors: Justice Moses K. Aheto, Henry Ofori Duah, Pascal Agbadi, and Emmanuel Kweku Nakua
Source: Preventive Medicine Reports, Volume 23; DOI: https://doi.org/10.1016/j.pmedr.2021.101475
Topic(s): Children under five
Malaria
Modelling
Country: Africa
  Ghana
Published: SEP 2021
Abstract: Malaria is among the leading causes of mortality and morbidity among children in Ghana. Therefore, identifying the predictors of malaria prevalence in children under-five is among the priorities of the global health agenda. In Ghana, the paradigm shifts from using traditional statistics to machine learning techniques to identifying predictors of malaria prevalence are scarce. Thus, the present study used machine learning techniques to identify variables to build the best fitting predictive model of malaria prevalence in Ghana. We analysed the data on 2867 under-five children with malaria RDT results from the 2019 Ghana Malaria Indicator Survey. LASSO, Ridge, and Elastic Net regression methods were used to select variables to build predictive models. The R freeware version 4.0.2 was used. One out of four children tested positive for malaria (25.04%). The logit models based on selected features by LASSO, Ridge, and Elastic Net contained eleven, fifteen, and thirteen features, respectively. The LASSO regression model is preferred because it contains the smallest number of predictors and the smallest prediction error. The significant predictors of malaria among children were being older than 24 months, residing in the poorest household, being severely anaemic, residing in households without electricity, and residing in a rural area. The predictors identified in our study deserve policy attention and interventions to strengthen malaria control efforts in Ghana. The machine learning techniques employed in our study, especially the LASSO regression technique could be beneficial for identifying predictors of malaria prevalence in this group of children.
Web: https://www.sciencedirect.com/science/article/pii/S2211335521001650


Debugging Information
ColdFusion Server Developer 2018,0,19,330149
Template /publications/journal-details.cfm
Time Stamp 03-Jul-24 06:26 AM
Locale English (US)
User Agent Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)
Remote IP 10.0.0.149
Host Name 10.0.0.149


Execution Time

Total Time Avg Time Count Template
595 ms 25 ms 24 C:/inetpub/wwwroot/commonspot/utilities/ct-render-element.cfm
564 ms 24 ms 24 C:/inetpub/wwwroot/commonspot/utilities/ct-render-element-core.cfm
391 ms 391 ms 1 C:/inetpub/wwwroot/dhs/Publications/journal-details.cfm
375 ms 375 ms 1 C:/inetpub/wwwroot/commonspot/master.cfm
344 ms 344 ms 1 C:/inetpub/wwwroot/commonspot/utilities/cached-page-render.cfm
328 ms 328 ms 1 C:/inetpub/wwwroot/commonspot/master-render.cfm
328 ms 328 ms 1 C:/inetpub/wwwroot/commonspot/render-page-meat.cfm
328 ms 328 ms 1 C:/inetpub/wwwroot/commonspot/render-page.cfm
328 ms 328 ms 1 C:/inetpub/wwwroot/commonspot/uncached-master.cfm
313 ms 31 ms 10 C:/inetpub/wwwroot/commonspot/utilities/ct-render-named-element.cfm
313 ms 313 ms 1 C:/inetpub/wwwroot/dhs/templates/template-basepage.cfm
250 ms 250 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c1378-l70-t51-dAny.read
234 ms 234 ms 1 C:/inetpub/wwwroot/commonspot/utilities/run-element.cfm
31 ms 31 ms 1 C:/inetpub/wwwroot/commonspot/controls/customcf/cpe-customcf.cfm
31 ms 31 ms 1 C:/inetpub/wwwroot/commonspot/set-page-vars.cfm
31 ms 16 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/public_api/cache.cfc | getElementCacheSettings(9706, 4304) ] from C:/inetpub/wwwroot/commonspot/public_api/cache.cfc
16 ms 16 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19154-l70-t51-dAny.read
16 ms 16 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19174-l70-t51-dAny.read
16 ms 16 ms 1 C:/inetpub/wwwroot/commonspot/controls/control-setup.cfm
16 ms 16 ms 1 C:/inetpub/wwwroot/commonspot/utilities/load-template-properties.cfm
16 ms 16 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/template-cache.cfc | LoadTemplateProperties(publication-template.cfm, 1652, 2) ] from C:/inetpub/wwwroot/commonspot/components/cache/template-cache.cfc
16 ms 16 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/public_api/element.cfc | getInfo(elementTypeID = 26) ] from C:/inetpub/wwwroot/commonspot/public_api/element.cfc
15 ms 15 ms 1 C:/inetpub/wwwroot/commonspot/render-head.cfm
15 ms 15 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/public_api/livebookmarks.cfc | getTags(9706) ] from C:/inetpub/wwwroot/commonspot/public_api/livebookmarks.cfc
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c1432-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19152-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19153-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19155-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19169-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19172-l70-t51-dAny.read
0 ms 0 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c19177-l70-t51-dAny.read
0 ms 0 ms 1 C:/inetpub/wwwroot/ADF/core/load_site_adf.cfm
0 ms 0 ms 2 C:/inetpub/wwwroot/commonspot/controls/ct-include-once.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/controls/dhtmlmenu/menu-output-display.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/controls/handle-styles.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/controls/upfront-generic.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/lview-contribute-mode-redirect-check.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/non-dashboard-include.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/pagemode/pagemodeui.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/render-body-tag.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/render-foot.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/render-metatags.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/render-tracking-code.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/security/security-page.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/site-application.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/build-request-params.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/core-application-meat.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/handle-head-request.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/handle-request-timeout.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/init-customer-scope.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/init-server-scope.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/startup/site-application-meat.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/add-resource-request.cfm
0 ms 0 ms 6 C:/inetpub/wwwroot/commonspot/utilities/add-unregistered-resource-request.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/append-to-resource-group.cfm
0 ms 0 ms 3 C:/inetpub/wwwroot/commonspot/utilities/cp-cfheader.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/cp-cfmail-request-queue.cfm
0 ms 0 ms 2 C:/inetpub/wwwroot/commonspot/utilities/define-upfront-vars.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/flush-cache-db-queue.cfm
0 ms 0 ms 4 C:/inetpub/wwwroot/commonspot/utilities/handle-in-list.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/newwindow-js-meat.cfm
0 ms 0 ms 2 C:/inetpub/wwwroot/commonspot/utilities/newwindow-js.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/nocache-headers.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/update-page-cache-status.cfm
0 ms 0 ms 3 C:/inetpub/wwwroot/commonspot/utilities/validate-date-string.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/verify-stub-data.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/dhs/Publications/Application.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/dhs/custom-application.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/dhs/custom-search/inc-custom-application-search-vars.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/dhs/customcf/legacy/journal/detail_article_summary.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/dhs/templates/template-basepage.head
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc | getPageSettings(1) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc | getPageSettings(1652) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc | getPageSettings(2) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc | getPageSettings(9706) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-settings-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc | DBQueue_Count() ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc | GetPageCacheStatus(1652, 2, 2, 0) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc | GetPageCacheStatus(9706, 2, 1652, 0) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc | UpdateStatus(argumentCollection = [complex value]) ] from C:/inetpub/wwwroot/commonspot/components/cache/cache-status.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/custom-module-cache.cfc | getCustomAppPath(2) ] from C:/inetpub/wwwroot/commonspot/components/cache/custom-module-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/custom-module-cache.cfc | getCustomModulePath(post-page-render, 2) ] from C:/inetpub/wwwroot/commonspot/components/cache/custom-module-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/item-security-cache.cfc | GetEntry(9706) ] from C:/inetpub/wwwroot/commonspot/components/cache/item-security-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/rewrite-rules-cache.cfc | getRewriteSettings(2) ] from C:/inetpub/wwwroot/commonspot/components/cache/rewrite-rules-cache.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/subsite-cache-manager.cfc | getLatest() ] from C:/inetpub/wwwroot/commonspot/components/cache/subsite-cache-manager.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/cache/subsite-cache-manager.cfc | getSecurityPageIDMap([complex value]) ] from C:/inetpub/wwwroot/commonspot/components/cache/subsite-cache-manager.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/custom-application-framework/handle-applications.cfc | executeFunction(handleRequestStart) ] from C:/inetpub/wwwroot/commonspot/components/custom-application-framework/handle-applications.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/engine/ACF/utilities.cfc | checkFileExists(C:/inetpub/wwwroot/dhs/templates/template-basepage.cfm, 0, false) ] from C:/inetpub/wwwroot/commonspot/components/engine/ACF/utilities.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/engine/ACF/utilities.cfc | queryRowToStruct(ArgumentCollection = [complex value]) ] from C:/inetpub/wwwroot/commonspot/components/engine/ACF/utilities.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/commonspot-context.cfc | getDSN(site) ] from C:/inetpub/wwwroot/commonspot/components/util/commonspot-context.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent('head' request check) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(CGI variable processing) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(Request object updates) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(Request.Params initialized) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(RequestTimeout check) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(Server-level remote requests checked) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(Subsite context updated (ID=2)) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(authoring suspended check) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(basic setup) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(check for server property changes) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(core cleanup) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(core initialization) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(core variables) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(custom-application.cfm) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(customerScope object initialized) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(handleRequestStart) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(init-server-scope loaded) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(lock checks/updates) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(site environment initialization) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(site session check) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(subsite context refreshed) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(wait for lock: CommonSpot_Server_Scope (read)) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | addEvent(wait for lock: CommonSpot_Site1_Core (exclusive)) ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc | init() ] from C:/inetpub/wwwroot/commonspot/components/util/debug-timing.cfc
0 ms 0 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc | getObject(Cache) ] from C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc | getObject(Element) ] from C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc | getObject(Keywords) ] from C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc | getObject(LiveBookmarks) ] from C:/inetpub/wwwroot/commonspot/components/util/object-factory.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/components/util/visitor-context-rule-actions.cfc | onPageVisit(9706, 2) ] from C:/inetpub/wwwroot/commonspot/components/util/visitor-context-rule-actions.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/public_api/keywords.cfc | appendEnforced(subsiteIDOrURL = , keywordList = Journal Details) ] from C:/inetpub/wwwroot/commonspot/public_api/keywords.cfc
0 ms 0 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/udf/database.cfc | getUDF(commonspot-site-dhs) ] from C:/inetpub/wwwroot/commonspot/udf/database.cfc
0 ms  STARTUP, PARSING, COMPILING, LOADING, & SHUTDOWN
391 ms  TOTAL EXECUTION TIME
red = over 250 ms average execution time


SQL Queries

SelectedCustomRenderElements (Datasource=commonspot-site-dhs, Time=31ms, Records=2117) in C:\inetpub\wwwroot\commonspot\set-page-vars.cfm @ 06:26:10.010
		SELECT dcr.*
		  FROM Data_Custom_Render dcr, CustomElementModules cem
		 WHERE (dcr.PageID IN (?,?,?,?)) 
			AND dcr.VersionState=?
			AND (dcr.ModuleID = cem.ID OR dcr.ModuleID <= 0)
	 ORDER BY dcr.ControlID, dcr.PageID DESC, dcr.VersionID DESC
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1
Parameter #2(CF_SQL_INTEGER) = 2
Parameter #3(CF_SQL_INTEGER) = 1652
Parameter #4(CF_SQL_INTEGER) = 9706
Parameter #5(CF_SQL_INTEGER) = 2

Request.PageData.PageParams (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\render-page-meat.cfm @ 06:26:10.010
			SELECT *
			  FROM Param_Page
			 WHERE (PageID=9706 OR (PageID IN (1652,2,1) AND (VersionState = 2)))
			   AND VersionState=2
			 ORDER BY PageID DESC
		
qry (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\core.cfm @ 06:26:10.010
					SELECT SubsiteID
					  FROM SitePages
					 WHERE ID = ? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 06:26:10.010
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

qry (Datasource=commonspot-site-dhs, Time=0ms, Records=0) in C:\inetpub\wwwroot\commonspot\commands\livebookmarks.cfc @ 06:26:10.010
		SELECT Data_SeeAlso.ID, SubSites.SubSiteURL, SitePages.filename as pagename,
				 XMLPublications.name as feedname, XMLPublicationFormat.name as feedformat,
				 XMLPublications.description,
				 CASE
					 	WHEN XMLPublicationFormat.IsSyndication = 0 THEN 0
						ELSE 1
				 END AS IsSyndicationFeed
		  FROM Data_SeeAlso, XMLPublications, XMLPublicationFormat, SitePages, SubSites
		 WHERE Data_SeeAlso.PageID = ?
		 	AND Data_SeeAlso.Action = ?
		 	AND Data_SeeAlso.ItemID = XMLPublicationFormat.XMLPublicationFormatID
		 	AND Data_SeeAlso.TargetPageID = XMLPublications.XMLPublicationID
		 	AND XMLPublications.XMLPublicationFormatID = XMLPublicationFormat.XMLPublicationFormatID
		 	AND XMLPublications.PageID = SitePages.ID
		 	AND SitePages.SubSiteID = SubSites.ID
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706
Parameter #2(CF_SQL_INTEGER) = 11

ControlInstanceData (Datasource=commonspot-site-dhs, Time=0ms, Records=76) in C:\inetpub\wwwroot\commonspot\controls\control-setup.cfm @ 06:26:10.010
		SELECT ControlID, ControlName, ControlType, ParentControlID, ParentControlType, pageID
		  FROM ControlInstance
		 WHERE (PageID IN (?,?,?,?)) 
	 ORDER BY ControlID, PageID DESC
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1
Parameter #2(CF_SQL_INTEGER) = 2
Parameter #3(CF_SQL_INTEGER) = 1652
Parameter #4(CF_SQL_INTEGER) = 9706

qInfo (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\commands\element.cfc @ 06:26:10.010
		SELECT ac.ShortDesc AS Name, CustomRenderSupport AS SupportsCustomLayouts,
				 CASE
					WHEN ac.ID <?
					 THEN 'Standard'
					WHEN (ac.Name is NULL or ac.Name = '')
					 THEN 'Saved'
					WHEN fcm.ClassID = 1
					 THEN 'Global'
					ELSE 'Local'
				 END AS ElementType,
				 CASE WHEN ac.Name = 'custom' THEN 'custom/ce' ELSE ac.ControlPrefix END AS ElementURLPrefix,
				 CASE WHEN (ac.ID IN (?,?,?,?,?,?,?,?,?,?,?,?))  THEN 0 ELSE 1 END AS HasFontColorProperties,
				 CASE WHEN (ac.ID IN (?,?,?,?,?,?,?))  THEN 0 ELSE 1 END AS HasLayoutProperties,
				 1 AS HasStyleProperties
		  FROM AvailableControls ac
		  LEFT OUTER JOIN FormControlMap fcm ON fcm.FormID = ac.ID
		 WHERE ac.ID = ? 
Query Parameter Value(s) -
Parameter #1(cf_sql_integer) = 400
Parameter #2(CF_SQL_INTEGER) = 22
Parameter #3(CF_SQL_INTEGER) = 44
Parameter #4(CF_SQL_INTEGER) = 55
Parameter #5(CF_SQL_INTEGER) = 1
Parameter #6(CF_SQL_INTEGER) = 56
Parameter #7(CF_SQL_INTEGER) = 47
Parameter #8(CF_SQL_INTEGER) = 26
Parameter #9(CF_SQL_INTEGER) = 48
Parameter #10(CF_SQL_INTEGER) = 27
Parameter #11(CF_SQL_INTEGER) = 28
Parameter #12(CF_SQL_INTEGER) = 51
Parameter #13(CF_SQL_INTEGER) = 31
Parameter #14(CF_SQL_INTEGER) = 33
Parameter #15(CF_SQL_INTEGER) = 26
Parameter #16(CF_SQL_INTEGER) = 48
Parameter #17(CF_SQL_INTEGER) = 37
Parameter #18(CF_SQL_INTEGER) = 27
Parameter #19(CF_SQL_INTEGER) = 38
Parameter #20(CF_SQL_INTEGER) = 28
Parameter #21(cf_sql_integer) = 26

Request.customCFUpfront (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\controls\upfront-generic.cfm @ 06:26:10.010
	SELECT *
	  FROM Data_CustomCF
	 WHERE (PageID=9706 OR (PageID IN (1652,2,1) AND (VersionState = 2)))
		AND (VersionState = 2) 
 ORDER BY ControlID, PageID DESC, VersionID DESC 
testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 06:26:10.010
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

qry (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\commands\cache.cfc @ 06:26:10.010
		SELECT SubsiteID, InheritedTemplateList
		  FROM SitePages
		 WHERE ID=? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 06:26:10.010
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1652

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 06:26:10.010
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 2

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 06:26:10.010
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1

getArticlesDetails (Datasource=dhs_legacy_live, Time=0ms, Records=1) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 06:26:10.010
SELECT distinct(a.article_id),p.pub_id,tp.article_type_id,title,authors,article_date,article_year,
vol,link,active,source,pub_name,article_type_name,
abstract as abstractText
FROM dhs_articles a
INNER JOIN  Dhs_article_pub p ON a.pub_id = p.pub_id
INNER JOIN   Dhs_article_type Tp ON a.article_type_id = Tp.Article_type_Id

WHERE active=1	and tp.article_type_id=1

AND a.article_id =? 
Order By title
Query Parameter Value(s) -
Parameter #1(cf_sql_integer) = 4958

getart_topic (Datasource=dhs_legacy_live, Time=0ms, Records=3) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 06:26:10.010
				select * from dhs_article_topics_lnk l, dhs_article_topics t 
				where article_id=?
				and l.topic_id=t.topic_id
				order by topic_name
			 
Query Parameter Value(s) -
Parameter #1(cf_sql_integer) = 4958

getart_Ctry (Datasource=dhs_legacy_live, Time=0ms, Records=1) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 06:26:10.010
				select * from dhs_article_ctry_lnk l, dhs_article_ctry c ,dhs_article_rgn r
				where article_id=? and l.country_id=c.country_id
				and R.Rgn_id = c.country_rgn_id	
			 
Query Parameter Value(s) -
Parameter #1(cf_sql_integer) = 4958

testQuery (Datasource=commonspot-site-dhs, Time=16ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 06:26:10.010
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

qry (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\commands\cache.cfc @ 06:26:10.010
		SELECT SubsiteID, InheritedTemplateList
		  FROM SitePages
		 WHERE ID=? 
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 9706

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 06:26:10.010
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1652

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 06:26:10.010
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 2

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 06:26:10.010
		SELECT ID
		  FROM SitePages
		 WHERE ID = ?
			AND (PageType IN (0,1,2) AND Uploaded=0)
	
Query Parameter Value(s) -
Parameter #1(CF_SQL_INTEGER) = 1


Scope Variables

Application Variables:
activesubsites=1,2,5,6,8,17,18,19,20,21,22,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58
adf=Struct (89)
adfscheduler=Struct (0)
applicationname=site1
assocpubdocs=Struct (4)
blogcache=Struct (4)
cachedimages=Struct (32)
cacheinfocache=Struct (53)
confidentiality=Array (5)
controlinstance_toplevel_cache=Struct (126)
covid_articlecount=10
covid_newsarticlecount=49
covid_pressreleasecount=4
covid_pubcount=3
cs_elementcache=Struct (10)
cs_resourcesmissing=Struct (0)
cs_rewriterulescache=Struct (21)
cs_subsitecachemanager=Struct (28)
customerinfo=Complex type
customerscope=Struct (21)
custommodulecache=Struct (21)
defaultconfidentiality=2
dhspagesyncdata=Struct (1)
itemsecuritycache=Struct (31)
languagenames=Struct (51)
languages=Struct (51)
lastknownchange=Struct (18)
lastupdate=Struct (14)
metadatacache=Struct (4)
pendingstubrequests=Struct (0)
rsscache=Struct (2)
search_archive_next_clean=2024-07-03 12:12:03
serverstatus=Struct (1)
site=Struct (74)
sitescope=Struct (9)
styleids=Struct (248)
stylenames=Struct (248)
subsitecache=Struct (46)
subsitecachebysecuritypageid=Struct (46)
templatecache=Struct (28)
templatedefaultsecuritycache=Struct (60)
templateenforcedsecuritycache=Struct (60)
treecache=Struct (25)
twittercache=Struct (2)
typefactory=Complex type
youtubecache=Struct (3)
CGI Variables:
AUTH_PASSWORD=
AUTH_TYPE=
AUTH_USER=
CERT_COOKIE=
CERT_FLAGS=
CERT_ISSUER=
CERT_KEYSIZE=
CERT_SECRETKEYSIZE=
CERT_SERIALNUMBER=
CERT_SERVER_ISSUER=
CERT_SERVER_SUBJECT=
CERT_SUBJECT=
CF_TEMPLATE_PATH=C:\inetpub\wwwroot\dhs\Publications\journal-details.cfm
CONTENT_LENGTH=0
CONTENT_TYPE=
CONTEXT_PATH=
GATEWAY_INTERFACE=CGI/1.1
HTTPS=off
HTTPS_KEYSIZE=
HTTPS_SECRETKEYSIZE=
HTTPS_SERVER_ISSUER=
HTTPS_SERVER_SUBJECT=
HTTP_ACCEPT=*/*
HTTP_ACCEPT_ENCODING=gzip, br, zstd, deflate
HTTP_ACCEPT_LANGUAGE=
HTTP_CONNECTION=
HTTP_COOKIE=JSESSIONID=70341BA96309F61546ED63C4FD5A7C2C.cfusion; CSRFTOKEN=ABDF5175D3824777FA7445CF07FC6D10E84FF73E
HTTP_HOST=preview.dhsprogram.com
HTTP_REFERER=
HTTP_URL=/publications/journal-details.cfm?C_id=0&P_ID=1090&T_ID=0&article_id=4958&r_id=0
HTTP_USER_AGENT=Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)
LOCAL_ADDR=10.0.0.111
PATH_INFO=
PATH_TRANSLATED=C:\inetpub\wwwroot\dhs\Publications\journal-details.cfm
QUERY_STRING=C_id=0&P_ID=1090&T_ID=0&article_id=4958&r_id=0
REMOTE_ADDR=10.0.0.149
REMOTE_HOST=10.0.0.149
REMOTE_USER=
REQUEST_METHOD=GET
SCRIPT_NAME=/publications/journal-details.cfm
SERVER_NAME=preview.dhsprogram.com
SERVER_PORT=80
SERVER_PORT_SECURE=0
SERVER_PROTOCOL=HTTP/1.1
SERVER_SOFTWARE=Microsoft-IIS/10.0
WEB_SERVER_API=
Cookie Variables:
CSRFTOKEN=ABDF5175D3824777FA7445CF07FC6D10E84FF73E
JSESSIONID=70341BA96309F61546ED63C4FD5A7C2C.cfusion
Request Parameters:
anonnoreadelements=
applockname=CS_App_Site1_1
archiveemail=archive@dhsprogram.com
assetsdir=/assets/
author_approve_whereclause=(VersionState = 2)
authormode=0
authorok=1
blupfront=
browser=Struct (13)
browserallincluded=1
cachefilesused=22
cachestatus=Complex type
cfflushcount=0
cgivars=Struct (49)
cloudfrontkeypairid=K3LSHNFSZFMIUC
cloudfronturl=d1vyaiefsqy4pf
constants=Complex type
cors.isCorsRequest=NO
cp=Struct (123)
cs_includedobjects=nwjs
cs_init_timings=Struct (23)
cs_isdashboardcmd=0
cs_request_start_memory=2424151040
cs_runningdashboardcmdcode=0
csrftoken=ABDF5175D3824777FA7445CF07FC6D10E84FF73E
ctrl_data=Struct (64)
customcf_data=Struct (2)
customcfupfront=Query (1)
customerinfo=Complex type
customhead=1
customrenderhandlerpairs=
customsearch=Struct (11)
dbdsn=measure_db
debugstate=Struct (1)
dhspagesyncdata=Struct (1)
dhtmlmenuitemsprefetch=
disablehideformenus=0
dsource=dhs_legacy_live
editmode=0
element=Struct (42)
elementrundetail=Struct (1)
elementsrun=1
environment=Struct (5)
finalreportids=5,26,21,10,18,30,39
finalreportna=139,315,445,488,107,138,459,518
formattedtimestamp=2024-07-03 06:26:10
getghost=
hivbold=1,3,8,9
imageupfront=
imgdir=/images/
includerootdir=/
initialsiteid=1
initticks=1719987970585
jswarnmessage=
linkdataupfront_itempos=
linkdataupfront_itemtitle=
lockid=0
mainpage=Struct (84)
master_cfm_used=1
maxperms=Complex type
modeorderbyclause=VersionID Desc
modewhereclause=(VersionState = 2)
modewhereclause_page=(VersionState = 2)
multisectionupfront=
noauthorreason=
nocacheelementtypes=
nocacheheaderincluded=1
nondashboardincludedone=1
obcountires=EG,ZM
package=Struct (0)
page=Struct (84)
pagedata=Struct (1)
pagedhtmlitems=
pagedhtmlmenus=
pageperms=Complex type
pagesync=Struct (4)
params=Struct (9)
params_formfields=
params_urlfields=P_ID,T_ID,r_id,C_id,article_id
readmodewhereclause=(VersionState = 2)
renderedelements=Struct (0)
renderelementdata=Struct (0)
renderfordiff=0
renderforprint=0
renderstate=Struct (73)
req_cam_callcount=1
req_inittimestamp=2024-07-03 06:26:10.585
req_sequenceid=64157
req_startticks=1719987970585
rootdir=/
rootpath=
rooturldatasetadmin=https://preview.dhsprogram.com/data/dataset_admin
samesite_value=
scheduleupfront=
serverdatasource=commonspot-sites
sessionlockname=Session_1_70341BA96309F61546ED63C4FD5A7C2C.cfusion
sessionstring=1_70341BA96309F61546ED63C4FD5A7C2C.cfusion
sicupfront=
sicupfrontparam=
site=Struct (74)
siteid=1
standardrenderhandlers=
styleids=Struct (248)
stylenames=Struct (248)
subsite=Struct (0)
subsitecache=Struct (46)
subsitecachebysecuritypageid=Struct (46)
subsiteid=2
taiupfrontparam=
tbupfront=
tbupfrontparam=
templatecachestatus=Struct (0)
templaterootdir=/
timestamp={ts '2024-07-03 06:26:10'}
trustcachestatus=1
typefactory=Complex type
udslockname=CS_Customer_commonspot-users
updatingschemas=0
user=Struct (30)
usersdatasource=commonspot-users
wanterrorsrethrown=0
warnmessage=
xmlbrowser=Struct (13)
Server Variables:
ADF=Struct (15)
COMMONSPOT=Struct (44)
EMAILALERTKEY=BSu0cRa8xSWdSrClnnGvpA==
coldfusion=Struct (10)
os=Struct (5)
system=Struct (2)
Session Variables:
_csrf_token=ABDF5175D3824777FA7445CF07FC6D10E84FF73E
adf=Struct (0)
authormode=0
contributemode=read
currentpageid=9706
debugmode=0
debugstate=Struct (1)
editmode=0
environment=Struct (5)
hasusertempfiles=0
language=Struct (216)
lastupdate=Struct (2)
lastuserupdate=1719987968851
lockid=0
lockobjectid=0
lockobjecttype=
locktype=
logintime=
ownedobjecttypes=
pendingapprovalpages=
pendingapprovals=
previewmode=0
requestedversioncounter=
requestedversiontimestamp=
sessionid=70341BA96309F61546ED63C4FD5A7C2C.cfusion
sessionstring=1_70341BA96309F61546ED63C4FD5A7C2C.cfusion
urltoken=CFID=2298322&CFTOKEN=85b233fddd1bd1b4-A8B7EA76-9521-FCB4-7B29B860C3A68744&jsessionid=70341BA96309F61546ED63C4FD5A7C2C.cfusion
usagelist=
user=Struct (30)
xmlbrowser=Struct (13)
xmlenvironment=Struct (5)
URL Parameters:
C_id=0
P_ID=1090
T_ID=0
article_id=4958
r_id=0
Debug Rendering Time: 15 ms