{"id":"https://openalex.org/W2803559808","doi":"https://doi.org/10.5210/ojphi.v10i1.8344","title":"Using Scan Statistic to Detect Heroin Overdose Clusters with Hospital Emergency Room Visit Data","display_name":"Using Scan Statistic to Detect Heroin Overdose Clusters with Hospital Emergency Room Visit Data","publication_year":2018,"publication_date":"2018-05-22","ids":{"openalex":"https://openalex.org/W2803559808","doi":"https://doi.org/10.5210/ojphi.v10i1.8344","mag":"2803559808"},"language":"en","primary_location":{"id":"doi:10.5210/ojphi.v10i1.8344","doi":"https://doi.org/10.5210/ojphi.v10i1.8344","is_oa":true,"landing_page_url":"https://doi.org/10.5210/ojphi.v10i1.8344","pdf_url":"https://journals.uic.edu/ojs/index.php/ojphi/article/download/8344/7411","source":{"id":"https://openalex.org/S2756215436","display_name":"Online Journal of Public Health Informatics","issn_l":"1947-2579","issn":["1947-2579"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310316040","host_organization_name":"University of Illinois at Chicago","host_organization_lineage":["https://openalex.org/P4310316040"],"host_organization_lineage_names":["University of Illinois at Chicago"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Online Journal of Public Health Informatics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journals.uic.edu/ojs/index.php/ojphi/article/download/8344/7411","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100385442","display_name":"Jianhua Chen","orcid":"https://orcid.org/0000-0002-2560-3188","observed_orcids":["https://orcid.org/0000-0002-2560-3188"]},"institutions":[{"id":"https://openalex.org/I1298060332","display_name":"New York State Department of Health","ror":"https://ror.org/04hf5kq57","country_code":"US","type":"government","lineage":["https://openalex.org/I1298060332"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jianhua Chen","raw_affiliation_strings":["New York State Department of Health, Albany, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New York State Department of Health, Albany, NY, USA","institution_ids":["https://openalex.org/I1298060332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108591349","display_name":"Hwa-Gan Chang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1298060332","display_name":"New York State Department of Health","ror":"https://ror.org/04hf5kq57","country_code":"US","type":"government","lineage":["https://openalex.org/I1298060332"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hwa-Gan Chang","raw_affiliation_strings":["New York State Department of Health, Albany, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New York State Department of Health, Albany, NY, USA","institution_ids":["https://openalex.org/I1298060332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037393178","display_name":"Mark C. Hammer","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1298060332","display_name":"New York State Department of Health","ror":"https://ror.org/04hf5kq57","country_code":"US","type":"government","lineage":["https://openalex.org/I1298060332"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mark Hammer","raw_affiliation_strings":["New York State Department of Health, Albany, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New York State Department of Health, Albany, NY, USA","institution_ids":["https://openalex.org/I1298060332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065017958","display_name":"Nicole D'Anna","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1298060332","display_name":"New York State Department of Health","ror":"https://ror.org/04hf5kq57","country_code":"US","type":"government","lineage":["https://openalex.org/I1298060332"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicole D'Anna","raw_affiliation_strings":["New York State Department of Health, Albany, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New York State Department of Health, Albany, NY, USA","institution_ids":["https://openalex.org/I1298060332"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019905016","display_name":"Kitty H. Gelberg","orcid":"https://orcid.org/0000-0002-3734-3280","observed_orcids":["https://orcid.org/0000-0002-3734-3280"]},"institutions":[{"id":"https://openalex.org/I1298060332","display_name":"New York State Department of Health","ror":"https://ror.org/04hf5kq57","country_code":"US","type":"government","lineage":["https://openalex.org/I1298060332"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kitty Gelberg","raw_affiliation_strings":["New York State Department of Health, Albany, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New York State Department of Health, Albany, NY, USA","institution_ids":["https://openalex.org/I1298060332"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100385442"],"corresponding_institution_ids":["https://openalex.org/I1298060332"],"apc_list":{"value":350,"currency":"USD","value_usd":350},"apc_paid":{"value":350,"currency":"USD","value_usd":350},"fwci":0.0,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.05834183,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":"10","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.5967000126838684,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.5967000126838684,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10576","display_name":"Opioid Use Disorder Treatment","score":0.3944999873638153,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11860","display_name":"HIV, Drug Use, Sexual Risk","score":0.0027000000700354576,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/heroin-overdose","display_name":"heroin overdose","score":0.9760000109672546},{"id":"https://openalex.org/keywords/opioid-crisis","display_name":"opioid epidemic","score":0.8690000176429749},{"id":"https://openalex.org/keywords/scan-statistics","display_name":"scan statistics","score":0.6570000052452087},{"id":"https://openalex.org/keywords/syndromic-surveillance","display_name":"syndromic surveillance","score":0.8500000238418579},{"id":"https://openalex.org/keywords/emergency-department-visits","display_name":"emergency department visits","score":0.8230000138282776},{"id":"https://openalex.org/keywords/needle-exchange-programs","display_name":"needle exchange programs","score":0.8360000252723694},{"id":"https://openalex.org/keywords/opioid-prevention","display_name":"opioid prevention","score":0.3659999966621399},{"id":"https://openalex.org/keywords/new-york-state","display_name":"New York State","score":0.5920000076293945}],"concepts":[{"id":"https://openalex.org/C2781302328","wikidata":"https://www.wikidata.org/wiki/Q16967898","display_name":"Scan statistic","level":2,"score":0.7683555483818054},{"id":"https://openalex.org/C2778903686","wikidata":"https://www.wikidata.org/wiki/Q60168","display_name":"Heroin","level":3,"score":0.6471896171569824},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5991809964179993},{"id":"https://openalex.org/C2779148768","wikidata":"https://www.wikidata.org/wiki/Q17154378","display_name":"Opioid overdose","level":5,"score":0.5504622459411621},{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.5322878956794739},{"id":"https://openalex.org/C2780110798","wikidata":"https://www.wikidata.org/wiki/Q2980337","display_name":"Trauma center","level":3,"score":0.4784253239631653},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.46999940276145935},{"id":"https://openalex.org/C42629822","wikidata":"https://www.wikidata.org/wiki/Q1346408","display_name":"Geocoding","level":2,"score":0.43430501222610474},{"id":"https://openalex.org/C2780262971","wikidata":"https://www.wikidata.org/wiki/Q44554","display_name":"Law enforcement","level":2,"score":0.41260597109794617},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.39673835039138794},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.27501848340034485},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.21661800146102905},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.20284602046012878},{"id":"https://openalex.org/C167135981","wikidata":"https://www.wikidata.org/wiki/Q2146302","display_name":"Retrospective cohort study","level":2,"score":0.12479710578918457},{"id":"https://openalex.org/C2781063702","wikidata":"https://www.wikidata.org/wiki/Q427523","display_name":"Opioid","level":3,"score":0.12331753969192505},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.10155630111694336},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C2778750930","wikidata":"https://www.wikidata.org/wiki/Q4540629","display_name":"(+)-Naloxone","level":4,"score":0.0},{"id":"https://openalex.org/C170493617","wikidata":"https://www.wikidata.org/wiki/Q208467","display_name":"Receptor","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5210/ojphi.v10i1.8344","doi":"https://doi.org/10.5210/ojphi.v10i1.8344","is_oa":true,"landing_page_url":"https://doi.org/10.5210/ojphi.v10i1.8344","pdf_url":"https://journals.uic.edu/ojs/index.php/ojphi/article/download/8344/7411","source":{"id":"https://openalex.org/S2756215436","display_name":"Online Journal of Public Health Informatics","issn_l":"1947-2579","issn":["1947-2579"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310316040","host_organization_name":"University of Illinois at Chicago","host_organization_lineage":["https://openalex.org/P4310316040"],"host_organization_lineage_names":["University of Illinois at Chicago"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Online Journal of Public Health Informatics","raw_type":"journal-article"},{"id":"pmh:oai:europepmc.org:5046300","doi":null,"is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC6088037","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:6088037","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6088037","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Online J Public Health Inform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.5210/ojphi.v10i1.8344","doi":"https://doi.org/10.5210/ojphi.v10i1.8344","is_oa":true,"landing_page_url":"https://doi.org/10.5210/ojphi.v10i1.8344","pdf_url":"https://journals.uic.edu/ojs/index.php/ojphi/article/download/8344/7411","source":{"id":"https://openalex.org/S2756215436","display_name":"Online Journal of Public Health Informatics","issn_l":"1947-2579","issn":["1947-2579"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310316040","host_organization_name":"University of Illinois at Chicago","host_organization_lineage":["https://openalex.org/P4310316040"],"host_organization_lineage_names":["University of Illinois at Chicago"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Online Journal of Public Health Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.979200005531311,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2803559808.pdf","grobid_xml":"https://content.openalex.org/works/W2803559808.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2885940741","https://openalex.org/W2971750853","https://openalex.org/W2753048562","https://openalex.org/W2949738337","https://openalex.org/W3121493783","https://openalex.org/W2809685807","https://openalex.org/W2610624362","https://openalex.org/W4283527507","https://openalex.org/W2971645170","https://openalex.org/W4206015665"],"abstract_inverted_index":{"ObjectiveTo":[0],"utilize":[1],"syndromic":[2,39],"surveillance":[3,40,417],"data":[4,59,268,412],"timely":[5,64],"detecting":[6,71,408],"herion":[7],"overdose":[8,16,68,78,167],"outbreaks":[9,69,410],"in":[10,20,91,154,169,319,327,335,356,365],"the":[11,21,25,92,96,101,116,120,126,131,142,186,193,219,230,237,240,251,259,283,287,316,339,350,358,366,380,383,387,401,456],"community.IntroductionEarly":[12],"detection":[13,160],"of":[14,109,151,173,182,200,224,239,264,276,289,315,382,433,455],"heroin":[15,67,166],"clusters":[17,74,108,153,194,279,432],"is":[18,426],"important":[19,443],"current":[22,420],"battle":[23],"against":[24],"opioid":[26],"crisis":[27],"to":[28,63,106,139,164,197,233,245,308,321,373,445],"effectively":[29],"implement":[30],"prevention":[31],"and":[32,54,119,148,156,177,206,215,221,235,304,325,338,398,453],"control":[33],"measures.":[34],"The":[35,298,419],"New":[36,260],"York":[37,261],"State":[38,262],"system":[41],"collects":[42],"hospital":[43],"emergency":[44],"department":[45],"(ED)":[46],"visit":[47,50,112,267],"data,":[48],"including":[49,212],"time,":[51],"chief":[52,93],"complaint,":[53],"patient":[55],"zip":[56,123],"code.":[57],"This":[58,249,344,439],"can":[60,227,403],"be":[61,404],"used":[62,363],"identify":[65,234],"potential":[66,247,457],"by":[70,86,258,282],"spatial-temporal":[72],"case":[73,121],"with":[75,209,375],"scan":[76,144,390,424],"statistic.MethodsHeroin":[77],"cases":[79,296,317],"(Heroin_OD)":[80],"were":[81,162,280,294],"identified":[82,332],"from":[83,269,306,415,436],"ED":[84,111,266],"visits":[85],"searching":[87],"Heroin_OD":[88,278],"key":[89],"terms":[90],"complaints.":[94],"Then":[95],"space-time":[97,388],"permutation":[98,389],"model":[99],"(using":[100],"SaTScan":[102,132,284],"package)":[103],"was":[104,125,137,301,318,331,342,385],"applied":[105],"detect":[107,165],"Heroin_OD.":[110],"date":[113,397],"served":[114],"as":[115,242,244,450],"time":[117,179],"variable":[118,129],"residential":[122],"code":[124],"spatial":[127],"coordinate":[128],"for":[130,407,430],"analysis.":[133],"A":[134,329],"SAS":[135],"program":[136],"developed":[138,205],"carry":[140],"out":[141],"prospective":[143],"statistics":[145],"analysis":[146,285],"weekly":[147],"produces":[149],"reports":[150],"detected":[152,281],"table":[155],"map":[157],"format.":[158],"Cluster":[159],"parameters":[161],"set":[163],"aggregation":[168],"maximum":[170,178],"geographic":[171,451],"radium":[172],"20":[174,320],"kilometer":[175],"(km)":[176],"span":[180],"up":[181],"21":[183],"days":[184],"at":[185,229],"P-value":[187],"<=":[188],"0.05.":[189],"Chief":[190],"complaints":[191],"within":[192,349],"are":[195,207],"reviewed":[196],"ensure":[198],"accuracy":[199],"detection.":[201],"Messages":[202],"have":[203],"been":[204],"shared":[208],"community":[210],"members":[211],"law":[213],"enforcement":[214],"public":[216,371,376],"health":[217,372],"identifying":[218,357,431],"cluster":[220,330],"offering":[222],"suggestions":[223],"activities":[225],"that":[226,379,423],"occur":[228],"local":[231,340],"level":[232],"address":[236],"cause":[238],"cluster,":[241],"well":[243],"reduce":[246],"harm.":[248],"includes":[250],"23":[252],"syringe":[253],"exchange":[254],"programs":[255],"(SEPs)":[256],"regulated":[257],"Department":[263],"Health.ResultsUsing":[265],"138":[270],"NY":[271],"upstate":[272],"hospitals,":[273],"a":[274,427],"total":[275],"12":[277],"during":[286],"period":[288],"9/1/2016":[290],"through":[291],"9/17/2017.":[292],"There":[293],"845":[295],"identified.":[297],"average":[299],"age":[300,323],"35":[302],"years":[303],"ranged":[305],"7":[307],"95":[309],"years.":[310],"Sixty":[311],"nine":[312],"percent":[313],"(69%)":[314],"39":[322],"group":[324],"66%":[326],"males.":[328],"earlier":[333],"2017":[334],"Suffolk":[336],"County,":[337],"SEP":[341],"alerted.":[343],"encouraged":[345],"communication":[346],"between":[347],"partners":[348],"alerted":[351],"county":[352],"which":[353],"ultimately":[354],"resulted":[355],"substance":[359,384],"endangering":[360],"people":[361],"who":[362],"drugs":[364],"area.":[367],"It":[368],"also":[369,441],"helped":[370],"partner":[374],"safety,":[377],"ensuring":[378],"availability":[381],"interrupted.ConclusionsAs":[386],"statistic":[391,425],"only":[392],"requires":[393],"disease":[394,399,409,416],"counts,":[395],"event":[396],"location,":[400],"method":[402,440],"easily":[405],"implemented":[406],"using":[411],"routinely":[413],"collected":[414],"systems.":[418],"study":[421],"showed":[422],"useful":[428],"tool":[429],"non-fatal":[434],"overdoses":[435],"specific":[437],"drugs.":[438],"returns":[442],"information":[444],"assist":[446],"outbreak":[447],"investigations,":[448],"such":[449],"location":[452],"time-span":[454],"outbreaks.":[458]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2018-06-01T00:00:00"}
