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Application of machine learning to understand child marriage in India
Authors: Anita Raj, Nabamallika Dehingia, Abhishek Singh, Lotus McDougal, and Julian McAuley
Source: SSM: Population Health, DOI: 10.1016/j.ssmph.2020.100687
Topic(s): Child marriage
Modelling
Nutrition
Country: Asia
  India
Published: DEC 2020
Abstract: Background: Prior research documents that India has the greatest number of girls married as minors of any nation in the world, increasing social and health risks for both these young wives and their children. While the prevalence of child marriage has declined in the nation, more work is needed to accelerate this decline and the negative consequences of the practice. Expanded targets for intervention require greater identification of these targets. Machine learning can offer insight into identification of novel factors associated with child marriage that can serve as targets for intervention. Methods: We applied machine learning methods to retrospective cross-sectional survey data from India on demographics and health, the nationally-representative National Family Health Survey, conducted in 2015-16. We analyzed data using a traditional regression model, with child marriage as the dependent variable, and 4000+ variables from the survey as the independent variables. We also used three commonly used machine learning algorithms- Least Absolute Shrinkage and Selection Operator (lasso) or L-1 regularized logistic regression models; L2 regularized logistic regression or ridge models; and neural network models. Finally, we developed and applied a novel and rigorous approach involving expert qualitative review and coding of variables generated from an iterative series of regularized models to assess thematically key variable groupings associated with child marriage. Findings: Analyses revealed that regularized logistic and neural network applications demonstrated better accuracy and lower error rates than traditional logistic regression, with a greater number of features and variables generated. Regularized models highlight higher fertility and contraception, longer duration of marriage, geographic, and socioeconomic vulnerabilities as key correlates; findings shown in prior research. However, our novel method involving expert qualitative coding of variables generated from iterative regularized models and resultant thematic generation offered clarity on variables not focused upon in prior research, specifically non-utilization of health system benefits related to nutrition for mothers and infants. Interpretation: Machine learning appears to be a valid means of identifying key correlates of child marriage in India and, via our innovative iterative thematic approach, can be useful to identify novel variables associated with this outcome. Findings related to low nutritional service uptake also demonstrate the need for more focus on public health outreach for nutritional programs tailored to this population.
Web: https://pubmed.ncbi.nlm.nih.gov/33335970/


Debugging Information
ColdFusion Server Developer 2018,0,19,330149
Template /Publications/journal-details.cfm
Time Stamp 03-Jul-24 10:24 AM
Locale English (US)
User Agent Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)
Remote IP 10.0.2.129
Host Name 10.0.2.129


Execution Time

Total Time Avg Time Count Template
422 ms 18 ms 24 C:/inetpub/wwwroot/commonspot/utilities/ct-render-element.cfm
407 ms 17 ms 24 C:/inetpub/wwwroot/commonspot/utilities/ct-render-element-core.cfm
390 ms 390 ms 1 C:/inetpub/wwwroot/commonspot/master.cfm
390 ms 390 ms 1 C:/inetpub/wwwroot/dhs/Publications/journal-details.cfm
344 ms 344 ms 1 C:/inetpub/wwwroot/commonspot/utilities/cached-page-render.cfm
329 ms 329 ms 1 C:/inetpub/wwwroot/commonspot/master-render.cfm
329 ms 329 ms 1 C:/inetpub/wwwroot/commonspot/render-page-meat.cfm
329 ms 329 ms 1 C:/inetpub/wwwroot/commonspot/render-page.cfm
329 ms 329 ms 1 C:/inetpub/wwwroot/commonspot/uncached-master.cfm
250 ms 250 ms 1 C:/inetpub/wwwroot/dhs/templates/template-basepage.cfm
219 ms 22 ms 10 C:/inetpub/wwwroot/commonspot/utilities/ct-render-named-element.cfm
188 ms 188 ms 1 C:/commonspot-data/customers/commonspot-users/sites/commonspot-site-dhs/mapped/cache/2/p9706-c1378-l70-t51-dAny.read
172 ms 172 ms 1 C:/inetpub/wwwroot/commonspot/utilities/run-element.cfm
48 ms 48 ms 1 C:/inetpub/wwwroot/commonspot/render-head.cfm
46 ms 46 ms 1 C:/inetpub/wwwroot/commonspot/set-page-vars.cfm
32 ms 32 ms 1 C:/inetpub/wwwroot/commonspot/site-application.cfm
32 ms 32 ms 1 C:/inetpub/wwwroot/dhs/Publications/Application.cfm
31 ms 31 ms 1 C:/inetpub/wwwroot/commonspot/controls/customcf/cpe-customcf.cfm
17 ms 17 ms 1 C:/inetpub/wwwroot/commonspot/render-metatags.cfm
16 ms 16 ms 1 C:/inetpub/wwwroot/commonspot/startup/core-application-meat.cfm
16 ms 16 ms 1 C:/inetpub/wwwroot/commonspot/startup/init-server-scope.cfm
16 ms 16 ms 1 C:/inetpub/wwwroot/commonspot/startup/site-application-meat.cfm
16 ms 16 ms 1 C:/inetpub/wwwroot/dhs/customcf/legacy/journal/detail_article_summary.cfm
16 ms 16 ms 1 CFC[ C:/inetpub/wwwroot/commonspot/public_api/livebookmarks.cfc | getTags(9706) ] from C:/inetpub/wwwroot/commonspot/public_api/livebookmarks.cfc
15 ms 8 ms 2 C:/inetpub/wwwroot/commonspot/utilities/newwindow-js.cfm
15 ms 8 ms 2 CFC[ C:/inetpub/wwwroot/commonspot/public_api/cache.cfc | getElementCacheSettings(9706, 4304) ] from C:/inetpub/wwwroot/commonspot/public_api/cache.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-c19154-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-c19174-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 1 C:/inetpub/wwwroot/commonspot/controls/control-setup.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-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/startup/build-request-params.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/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/load-template-properties.cfm
0 ms 0 ms 1 C:/inetpub/wwwroot/commonspot/utilities/newwindow-js-meat.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/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/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/cache/template-cache.cfc | LoadTemplateProperties(publication-template.cfm, 1652, 2) ] from C:/inetpub/wwwroot/commonspot/components/cache/template-cache.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/element.cfc | getInfo(elementTypeID = 26) ] from C:/inetpub/wwwroot/commonspot/public_api/element.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
422 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 @ 10:24:11.011
		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 @ 10:24:11.011
			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 @ 10:24:11.011
					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 @ 10:24:11.011
		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 @ 10:24:11.011
		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 @ 10:24:11.011
		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 @ 10:24:11.011
		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 @ 10:24:11.011
	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 @ 10:24:11.011
		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 @ 10:24:11.011
		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 @ 10:24:11.011
		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 @ 10:24:11.011
		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 @ 10:24:11.011
		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=16ms, Records=1) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 10:24:11.011
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

INNER JOIN  dhs_article_topics_lnk l ON  l.article_id=a.article_id
INNER JOIN  dhs_article_topics t on  l.topic_id=t.topic_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) = 4782

getart_topic (Datasource=dhs_legacy_live, Time=0ms, Records=3) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 10:24:11.011
				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) = 4782

getart_Ctry (Datasource=dhs_legacy_live, Time=0ms, Records=1) in C:\inetpub\wwwroot\dhs\customcf\legacy\journal\detail_article_summary.cfm @ 10:24:11.011
				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) = 4782

testQuery (Datasource=commonspot-site-dhs, Time=0ms, Records=1) in C:\inetpub\wwwroot\commonspot\udf\validation\generated-validators.cfm @ 10:24:11.011
		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 @ 10:24:11.011
		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 @ 10:24:11.011
		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 @ 10:24:11.011
		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 @ 10:24:11.011
		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=CSRFTOKEN=48CB1AA6F91E00906A81057079F4BA6FE642B1CB; JSESSIONID=C1828AFD2085C543C9F9544959698A02.cfusion
HTTP_HOST=preview.dhsprogram.com
HTTP_REFERER=
HTTP_URL=/Publications/journal-details.cfm?C_id=0&P_ID=0&T_ID=2&article_id=4782&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=0&T_ID=2&article_id=4782&r_id=0
REMOTE_ADDR=10.0.2.129
REMOTE_HOST=10.0.2.129
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=48CB1AA6F91E00906A81057079F4BA6FE642B1CB
JSESSIONID=C1828AFD2085C543C9F9544959698A02.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=2586773000
cs_runningdashboardcmdcode=0
csrftoken=48CB1AA6F91E00906A81057079F4BA6FE642B1CB
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 10:24:11
getghost=
hivbold=1,3,8,9
imageupfront=
imgdir=/images/
includerootdir=/
initialsiteid=1
initticks=1720002251333
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=C_id,T_ID,article_id,P_ID,r_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 10:24:11.317
req_sequenceid=76730
req_startticks=1720002251317
rootdir=/
rootpath=
rooturldatasetadmin=https://preview.dhsprogram.com/data/dataset_admin
samesite_value=
scheduleupfront=
serverdatasource=commonspot-sites
sessionlockname=Session_1_C1828AFD2085C543C9F9544959698A02.cfusion
sessionstring=1_C1828AFD2085C543C9F9544959698A02.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 10:24:11'}
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=48CB1AA6F91E00906A81057079F4BA6FE642B1CB
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=1720002249740
lockid=0
lockobjectid=0
lockobjecttype=
locktype=
logintime=
ownedobjecttypes=
pendingapprovalpages=
pendingapprovals=
previewmode=0
requestedversioncounter=
requestedversiontimestamp=
sessionid=C1828AFD2085C543C9F9544959698A02.cfusion
sessionstring=1_C1828AFD2085C543C9F9544959698A02.cfusion
urltoken=CFID=2334532&CFTOKEN=e41b7976dfd32417-B13AFC05-9B7E-BB6A-258FD78F0BA1A26E&jsessionid=C1828AFD2085C543C9F9544959698A02.cfusion
usagelist=
user=Struct (30)
xmlbrowser=Struct (13)
xmlenvironment=Struct (5)
URL Parameters:
C_id=0
P_ID=0
T_ID=2
article_id=4782
r_id=0
Debug Rendering Time: 31 ms