{"id":"https://openalex.org/W4253537517","doi":"https://doi.org/10.1109/wsc.2017.8248006","title":"Modeling approaches, challenges, and preliminary results for the opioid and heroin co-epidemic crisis","display_name":"Modeling approaches, challenges, and preliminary results for the opioid and heroin co-epidemic crisis","publication_year":2017,"publication_date":"2017-12-01","ids":{"openalex":"https://openalex.org/W4253537517","doi":"https://doi.org/10.1109/wsc.2017.8248006"},"language":"en","primary_location":{"id":"doi:10.1109/wsc.2017.8248006","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2017.8248006","pdf_url":null,"source":{"id":"https://openalex.org/S4363607803","display_name":"2017 Winter Simulation Conference (WSC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074360961","display_name":"James C. Benneyan","orcid":"https://orcid.org/0000-0003-0070-9709"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"James Benneyan","raw_affiliation_strings":["Healthcare Systems Engineering Institute, Northeastern University, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Healthcare Systems Engineering Institute, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035305396","display_name":"Jacqueline Garrahan","orcid":null},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jacqueline Garrahan","raw_affiliation_strings":["Healthcare Systems Engineering Institute, Northeastern University, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Healthcare Systems Engineering Institute, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040336561","display_name":"Iulian Ilie\u015f","orcid":"https://orcid.org/0000-0002-2727-324X"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Iulian Ilies","raw_affiliation_strings":["Healthcare Systems Engineering Institute, Northeastern University, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Healthcare Systems Engineering Institute, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075668227","display_name":"Xiaoli Duan","orcid":"https://orcid.org/0000-0002-7424-9656"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaoli Duan","raw_affiliation_strings":["Healthcare Systems Engineering Institute, Northeastern University, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Healthcare Systems Engineering Institute, Northeastern University, Boston, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5074360961"],"corresponding_institution_ids":["https://openalex.org/I12912129"],"apc_list":null,"apc_paid":null,"fwci":0.4156,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65243902,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"8","issue":null,"first_page":"2821","last_page":"2832"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9732000231742859,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9732000231742859,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.925000011920929,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/replicate","display_name":"Replicate","score":0.6485339403152466},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5490432977676392},{"id":"https://openalex.org/keywords/cellular-automaton","display_name":"Cellular automaton","score":0.54267418384552},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4711058735847473},{"id":"https://openalex.org/keywords/differential","display_name":"Differential (mechanical device)","score":0.45747610926628113},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.45386314392089844},{"id":"https://openalex.org/keywords/heroin","display_name":"Heroin","score":0.4437520205974579},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.44086629152297974},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3714345097541809},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3464953303337097},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2447827160358429},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.19886505603790283},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17714253067970276},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.15215682983398438},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11372184753417969},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11012816429138184},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.10685265064239502},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.0953015685081482}],"concepts":[{"id":"https://openalex.org/C2781162219","wikidata":"https://www.wikidata.org/wiki/Q26250693","display_name":"Replicate","level":2,"score":0.6485339403152466},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5490432977676392},{"id":"https://openalex.org/C35527583","wikidata":"https://www.wikidata.org/wiki/Q189156","display_name":"Cellular automaton","level":2,"score":0.54267418384552},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4711058735847473},{"id":"https://openalex.org/C93226319","wikidata":"https://www.wikidata.org/wiki/Q193137","display_name":"Differential (mechanical device)","level":2,"score":0.45747610926628113},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.45386314392089844},{"id":"https://openalex.org/C2778903686","wikidata":"https://www.wikidata.org/wiki/Q60168","display_name":"Heroin","level":3,"score":0.4437520205974579},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.44086629152297974},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3714345097541809},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3464953303337097},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2447827160358429},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19886505603790283},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17714253067970276},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.15215682983398438},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11372184753417969},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11012816429138184},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.10685265064239502},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0953015685081482},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wsc.2017.8248006","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2017.8248006","pdf_url":null,"source":{"id":"https://openalex.org/S4363607803","display_name":"2017 Winter Simulation Conference (WSC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7599999904632568,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1914027636","https://openalex.org/W1968248724","https://openalex.org/W1998839457","https://openalex.org/W2031173772","https://openalex.org/W2032311287","https://openalex.org/W2033970951","https://openalex.org/W2035786417","https://openalex.org/W2038195874","https://openalex.org/W2039611235","https://openalex.org/W2047311061","https://openalex.org/W2061820396","https://openalex.org/W2064168048","https://openalex.org/W2085808321","https://openalex.org/W2089576637","https://openalex.org/W2102775287","https://openalex.org/W2122094048","https://openalex.org/W2146036952","https://openalex.org/W2149703470","https://openalex.org/W2302815480","https://openalex.org/W2466679128","https://openalex.org/W2519105412","https://openalex.org/W2769729552","https://openalex.org/W3101537811","https://openalex.org/W6697658054"],"related_works":["https://openalex.org/W4254851101","https://openalex.org/W3171007296","https://openalex.org/W22115721","https://openalex.org/W2321234655","https://openalex.org/W2065444835","https://openalex.org/W4394550905","https://openalex.org/W2470062578","https://openalex.org/W2952773340","https://openalex.org/W2981861370","https://openalex.org/W4229503580"],"abstract_inverted_index":{"The":[0],"U.S.":[1],"is":[2],"in":[3,118],"the":[4,57,88,122],"grips":[5],"of":[6,50,92,131],"a":[7],"devastating":[8],"opioid":[9],"and":[10,24,38,43,65,78,96,102,124,129,145],"heroin":[11],"co-epidemic":[12],"affecting":[13],"nearly":[14],"all":[15],"socio-economic":[16],"populations":[17],"at":[18,85,98],"great":[19],"human":[20],"(~7,800":[21],"new":[22],"users/day)":[23],"financial":[25],"($78.5":[26],"billion/year)":[27],"costs":[28],"but":[29],"with":[30,138],"no":[31],"obvious":[32],"solution.":[33],"We":[34,70],"describe":[35],"recent":[36],"work":[37],"challenges":[39],"to":[40,53,113,135],"develop,":[41],"integrate,":[42],"use":[44],"several":[45],"analytic":[46],"multi-scale":[47],"simulation":[48],"models":[49,81],"these":[51],"epidemics":[52],"develop":[54],"insight":[55],"into":[56],"epidemic's":[58,94],"complex":[59],"underlying":[60],"dynamics,":[61],"generate":[62],"causal":[63],"hypotheses,":[64],"inform":[66],"effective":[67],"policy":[68,146],"interventions.":[69],"developed":[71],"preliminary":[72],"agent-based,":[73],"differential":[74],"equation,":[75],"network":[76],"spread,":[77],"cellular":[79],"automata":[80],"that":[82,107],"reasonably":[83],"replicate":[84],"multiple":[86],"scales":[87],"past":[89],"17":[90],"years":[91],"this":[93],"growth":[95],"spread":[97],"town,":[99],"county,":[100],"state,":[101],"national":[103],"levels.":[104],"Results":[105],"suggest":[106],"some":[108,117],"current":[109],"approaches":[110],"are":[111,133],"unlikely":[112],"be":[114],"very":[115],"effective,":[116],"fact":[119],"may":[120],"worsen":[121],"epidemic,":[123],"ultimately":[125],"only":[126],"certain":[127],"combinations":[128],"sequences":[130],"policies":[132],"likely":[134],"have":[136],"value,":[137],"important":[139],"implications":[140],"on":[141],"both":[142],"model":[143],"architecture":[144],"optimization.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
