{"id":"https://openalex.org/W4410087750","doi":"https://doi.org/10.1371/journal.pcbi.1012889","title":"Modeling opioid overdose events recurrence with a covariate-adjusted triggering point process","display_name":"Modeling opioid overdose events recurrence with a covariate-adjusted triggering point process","publication_year":2025,"publication_date":"2025-05-05","ids":{"openalex":"https://openalex.org/W4410087750","doi":"https://doi.org/10.1371/journal.pcbi.1012889","pmid":"https://pubmed.ncbi.nlm.nih.gov/40324024"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1012889","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1012889","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1371/journal.pcbi.1012889","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024075575","display_name":"Fenglian Pan","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Fenglian Pan","raw_affiliation_strings":["Department of Systems and Industrial Engineering, University of Arizona, Tucson, Arizona, United States of America"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Industrial Engineering, University of Arizona, Tucson, Arizona, United States of America","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029651146","display_name":"You Lang Zhou","orcid":"https://orcid.org/0000-0001-9062-974X"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"You Zhou","raw_affiliation_strings":["Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana, United States of America"],"affiliations":[{"raw_affiliation_string":"Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana, United States of America","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036726078","display_name":"Carolina Vivas-Valencia","orcid":"https://orcid.org/0009-0003-4071-5051"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Carolina Vivas-Valencia","raw_affiliation_strings":["Department of Biomedical and Chemical Engineering, The University of Texas at San Antonio, San Antonio, Taxes, United States of America"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical and Chemical Engineering, The University of Texas at San Antonio, San Antonio, Taxes, United States of America","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054932714","display_name":"Nan Kong","orcid":null},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nan Kong","raw_affiliation_strings":["Edwardson School of Industrial Engineering, Purdue University, West Lafayette, Indiana, United States of America","Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana, United States of America"],"affiliations":[{"raw_affiliation_string":"Edwardson School of Industrial Engineering, Purdue University, West Lafayette, Indiana, United States of America","institution_ids":[]},{"raw_affiliation_string":"Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana, United States of America","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066497800","display_name":"Carol A. Ott","orcid":"https://orcid.org/0000-0003-2719-3845"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Carol Ott","raw_affiliation_strings":["College of Pharmacy, Purdue University, Indianapolis, Indiana, United States of America"],"affiliations":[{"raw_affiliation_string":"College of Pharmacy, Purdue University, Indianapolis, Indiana, United States of America","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091165163","display_name":"Mohammad S. Jalali","orcid":"https://orcid.org/0000-0001-6769-2732"},"institutions":[{"id":"https://openalex.org/I4210122545","display_name":"Center for Assessment","ror":"https://ror.org/02pdqrx22","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210122545"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad S Jalali","raw_affiliation_strings":["MGH Institute for Technology Assessment, Harvard Medical School, Boston, Massachusetts, United States of America"],"affiliations":[{"raw_affiliation_string":"MGH Institute for Technology Assessment, Harvard Medical School, Boston, Massachusetts, United States of America","institution_ids":["https://openalex.org/I4210122545"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100414715","display_name":"Jian Liu","orcid":"https://orcid.org/0000-0003-0268-2941"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jian Liu","raw_affiliation_strings":["Department of Systems and Industrial Engineering, University of Arizona, Tucson, Arizona, United States of America"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Industrial Engineering, University of Arizona, Tucson, Arizona, United States of America","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5024075575"],"corresponding_institution_ids":[],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13443431,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"21","issue":"5","first_page":"e1012889","last_page":"e1012889"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10576","display_name":"Opioid Use Disorder Treatment","score":0.9991000294685364,"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"}},"topics":[{"id":"https://openalex.org/T10576","display_name":"Opioid Use Disorder Treatment","score":0.9991000294685364,"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/T10043","display_name":"Substance Abuse Treatment and Outcomes","score":0.9876999855041504,"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/T10845","display_name":"Advanced Causal Inference Techniques","score":0.9846000075340271,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/opioid-overdose","display_name":"Opioid overdose","score":0.8673645257949829},{"id":"https://openalex.org/keywords/medicaid","display_name":"Medicaid","score":0.7513920664787292},{"id":"https://openalex.org/keywords/covariate","display_name":"Covariate","score":0.7220221757888794},{"id":"https://openalex.org/keywords/opioid","display_name":"Opioid","score":0.6565026044845581},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6251987814903259},{"id":"https://openalex.org/keywords/drug-overdose","display_name":"Drug overdose","score":0.4593866169452667},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.4434269666671753},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.42778536677360535},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.35749414563179016},{"id":"https://openalex.org/keywords/poison-control","display_name":"Poison control","score":0.34492015838623047},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.28957903385162354},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2771773338317871},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.27676764130592346},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.21666425466537476},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0943809449672699}],"concepts":[{"id":"https://openalex.org/C2779148768","wikidata":"https://www.wikidata.org/wiki/Q17154378","display_name":"Opioid overdose","level":5,"score":0.8673645257949829},{"id":"https://openalex.org/C2776534028","wikidata":"https://www.wikidata.org/wiki/Q1141363","display_name":"Medicaid","level":3,"score":0.7513920664787292},{"id":"https://openalex.org/C119043178","wikidata":"https://www.wikidata.org/wiki/Q320723","display_name":"Covariate","level":2,"score":0.7220221757888794},{"id":"https://openalex.org/C2781063702","wikidata":"https://www.wikidata.org/wiki/Q427523","display_name":"Opioid","level":3,"score":0.6565026044845581},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6251987814903259},{"id":"https://openalex.org/C2776315796","wikidata":"https://www.wikidata.org/wiki/Q3505252","display_name":"Drug overdose","level":3,"score":0.4593866169452667},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.4434269666671753},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.42778536677360535},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.35749414563179016},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.34492015838623047},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.28957903385162354},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2771773338317871},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.27676764130592346},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.21666425466537476},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0943809449672699},{"id":"https://openalex.org/C170493617","wikidata":"https://www.wikidata.org/wiki/Q208467","display_name":"Receptor","level":2,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000083682","descriptor_name":"Opiate Overdose","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D000083682","descriptor_name":"Opiate Overdose","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D000083682","descriptor_name":"Opiate Overdose","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000701","descriptor_name":"Analgesics, Opioid","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000701","descriptor_name":"Analgesics, Opioid","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000701","descriptor_name":"Analgesics, Opioid","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008484","descriptor_name":"Medicaid","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D008484","descriptor_name":"Medicaid","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D008484","descriptor_name":"Medicaid","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009293","descriptor_name":"Opioid-Related Disorders","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D009293","descriptor_name":"Opioid-Related Disorders","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D009293","descriptor_name":"Opioid-Related Disorders","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D012008","descriptor_name":"Recurrence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012008","descriptor_name":"Recurrence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012008","descriptor_name":"Recurrence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014481","descriptor_name":"United States","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D014481","descriptor_name":"United States","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D014481","descriptor_name":"United States","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062787","descriptor_name":"Drug Overdose","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D062787","descriptor_name":"Drug Overdose","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D062787","descriptor_name":"Drug Overdose","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1371/journal.pcbi.1012889","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1012889","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},{"id":"pmid:40324024","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40324024","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLoS computational biology","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:12052115","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12052115","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS Comput Biol","raw_type":"Text"},{"id":"pmh:oai:RePEc:plo:pcbi00:1012889","is_oa":false,"landing_page_url":"https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1012889","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1371/journal.pcbi.1012889","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1012889","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.8799999952316284,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W138372711","https://openalex.org/W1980383444","https://openalex.org/W1986705681","https://openalex.org/W2004910511","https://openalex.org/W2023192404","https://openalex.org/W2028944227","https://openalex.org/W2032939500","https://openalex.org/W2108707961","https://openalex.org/W2126290752","https://openalex.org/W2138961004","https://openalex.org/W2144347169","https://openalex.org/W2151383246","https://openalex.org/W2164891102","https://openalex.org/W2242522500","https://openalex.org/W2279031470","https://openalex.org/W2475577331","https://openalex.org/W2518278850","https://openalex.org/W2554803724","https://openalex.org/W2790223969","https://openalex.org/W2795931350","https://openalex.org/W2908517581","https://openalex.org/W2910149704","https://openalex.org/W2922011958","https://openalex.org/W2941989738","https://openalex.org/W2986757196","https://openalex.org/W2988041818","https://openalex.org/W3007327886","https://openalex.org/W3010658964","https://openalex.org/W3023028068","https://openalex.org/W3089181746","https://openalex.org/W3090126300","https://openalex.org/W3101614988","https://openalex.org/W3127333363","https://openalex.org/W3134776280","https://openalex.org/W3139147546","https://openalex.org/W3147894994","https://openalex.org/W3193534298","https://openalex.org/W4206278462","https://openalex.org/W4317827002","https://openalex.org/W4323653079","https://openalex.org/W4392845943","https://openalex.org/W4396707574","https://openalex.org/W4399980592","https://openalex.org/W4400887180","https://openalex.org/W4403156755","https://openalex.org/W6634508654"],"related_works":["https://openalex.org/W4388069464","https://openalex.org/W2605459466","https://openalex.org/W1811122242","https://openalex.org/W2943011707","https://openalex.org/W4283790740","https://openalex.org/W3199346764","https://openalex.org/W2755351256","https://openalex.org/W3082063364","https://openalex.org/W4393899373","https://openalex.org/W3118676905"],"abstract_inverted_index":{"Substance":[0],"use":[1],"disorder,":[2],"particularly":[3],"opioid-related,":[4],"is":[5],"a":[6,43,82],"serious":[7],"public":[8],"health":[9],"challenge":[10],"in":[11,37],"the":[12,21,53,55,90,101,114,127,131,155,160,174,180],"U.S.":[13,115],"Accurately":[14],"predicting":[15],"opioid":[16,40,71,97,105,165],"overdose":[17,72,98,106,166],"events":[18,73,99,167],"and":[19,64,100,136,147],"stratifying":[20],"risk":[22,50,94],"of":[23,46,92,158,173],"having":[24],"such":[25],"an":[26,68],"event":[27,175],"are":[28],"critical":[29],"for":[30,52,163],"healthcare":[31],"providers":[32],"to":[33,58,87],"deliver":[34],"effective":[35],"interventions":[36],"patients":[38],"with":[39,122],"overdose.":[41],"Despite":[42],"large":[44],"body":[45],"literature":[47],"investigating":[48],"various":[49,93],"factors":[51,95],"prediction,":[54],"existing":[56],"research":[57],"date":[59],"has":[60],"not":[61],"explicitly":[62],"investigated":[63],"quantitatively":[65],"modeled":[66],"how":[67],"individual's":[69],"past":[70],"affect":[74],"future":[75],"occurrences.":[76],"In":[77,150],"this":[78],"paper,":[79],"we":[80],"proposed":[81,128],"covariate-adjusted":[83],"triggering":[84,102,161,181],"point":[85],"process":[86],"simultaneously":[88],"model":[89,129],"effect":[91],"on":[96,141],"mechanism":[103,162],"among":[104],"events.":[107],"The":[108],"prediction":[109,125],"performance":[110],"was":[111],"assessed":[112],"by":[113,179],"state-wise":[116],"Medicaid":[117],"reimbursement":[118],"claims":[119],"data.":[120],"Compared":[121],"commonly":[123],"used":[124],"models,":[126],"achieved":[130],"lowest":[132],"Mean":[133,137],"Absolute":[134,138],"Errors":[135,140],"Percentage":[139],"30-,":[142],"60-,":[143],"90,":[144],"120-,":[145],"150-,":[146],"180-day-ahead":[148],"predictions.":[149],"addition,":[151],"our":[152],"results":[153],"showed":[154],"statistical":[156],"significance":[157],"considering":[159],"recurrent":[164],"prediction.":[168],"On":[169],"average,":[170],"around":[171],"47%":[172],"recurrence":[176],"were":[177],"explained":[178],"mechanism.":[182]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}