{"id":"https://openalex.org/W4327814502","doi":"https://doi.org/10.1007/s43069-023-00209-4","title":"PPE Supply Optimization Under Risks of Disruption from the COVID-19 Pandemic","display_name":"PPE Supply Optimization Under Risks of Disruption from the COVID-19 Pandemic","publication_year":2023,"publication_date":"2023-03-18","ids":{"openalex":"https://openalex.org/W4327814502","doi":"https://doi.org/10.1007/s43069-023-00209-4"},"language":"en","primary_location":{"id":"doi:10.1007/s43069-023-00209-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43069-023-00209-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43069-023-00209-4.pdf","source":{"id":"https://openalex.org/S4210215153","display_name":"Operations Research Forum","issn_l":"2662-2556","issn":["2662-2556"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research Forum","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s43069-023-00209-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002600283","display_name":"Cecil Ash","orcid":null},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Cecil Ash","raw_affiliation_strings":["Department of Industrial Engineering, Dalhousie University, 5269 Morris Street, Halifax, B3H 4R2, Nova Scotia, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Dalhousie University, 5269 Morris Street, Halifax, B3H 4R2, Nova Scotia, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054952873","display_name":"Uday Venkatadri","orcid":"https://orcid.org/0000-0002-4794-4506"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Uday Venkatadri","raw_affiliation_strings":["Department of Industrial Engineering, Dalhousie University, 5269 Morris Street, Halifax, B3H 4R2, Nova Scotia, Canada"],"raw_orcid":"https://orcid.org/0000-0002-4794-4506","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Dalhousie University, 5269 Morris Street, Halifax, B3H 4R2, Nova Scotia, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015913962","display_name":"Claver Diallo","orcid":"https://orcid.org/0000-0002-7381-2187"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Claver Diallo","raw_affiliation_strings":["Department of Industrial Engineering, Dalhousie University, 5269 Morris Street, Halifax, B3H 4R2, Nova Scotia, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Dalhousie University, 5269 Morris Street, Halifax, B3H 4R2, Nova Scotia, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000839279","display_name":"Peter T. Vanberkel","orcid":"https://orcid.org/0000-0002-4108-5675"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Peter Vanberkel","raw_affiliation_strings":["Department of Industrial Engineering, Dalhousie University, 5269 Morris Street, Halifax, B3H 4R2, Nova Scotia, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Dalhousie University, 5269 Morris Street, Halifax, B3H 4R2, Nova Scotia, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025502211","display_name":"Ahmed Saif","orcid":"https://orcid.org/0000-0003-0572-7033"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ahmed Saif","raw_affiliation_strings":["Department of Industrial Engineering, Dalhousie University, 5269 Morris Street, Halifax, B3H 4R2, Nova Scotia, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Dalhousie University, 5269 Morris Street, Halifax, B3H 4R2, Nova Scotia, Canada","institution_ids":["https://openalex.org/I129902397"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5054952873"],"corresponding_institution_ids":["https://openalex.org/I129902397"],"apc_list":{"value":2780,"currency":"USD","value_usd":2780},"apc_paid":null,"fwci":1.1543,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.83329681,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"4","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11502","display_name":"Facility Location and Emergency Management","score":0.9829999804496765,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.9746000170707703,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pandemic","display_name":"Pandemic","score":0.6388055682182312},{"id":"https://openalex.org/keywords/stochastic-programming","display_name":"Stochastic programming","score":0.6011257767677307},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.580173909664154},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.5353778600692749},{"id":"https://openalex.org/keywords/personal-protective-equipment","display_name":"Personal protective equipment","score":0.5048704743385315},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.5017220973968506},{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.4478861689567566},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.43931978940963745},{"id":"https://openalex.org/keywords/expected-shortfall","display_name":"Expected shortfall","score":0.4159370958805084},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.36963212490081787},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3670507073402405},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.34415775537490845},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3424098491668701},{"id":"https://openalex.org/keywords/risk-management","display_name":"Risk management","score":0.3070206642150879},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.29669010639190674},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.260212242603302},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19012317061424255},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.13567936420440674},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1256130039691925},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11257532238960266},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.09127721190452576}],"concepts":[{"id":"https://openalex.org/C89623803","wikidata":"https://www.wikidata.org/wiki/Q12184","display_name":"Pandemic","level":5,"score":0.6388055682182312},{"id":"https://openalex.org/C137631369","wikidata":"https://www.wikidata.org/wiki/Q7617831","display_name":"Stochastic programming","level":2,"score":0.6011257767677307},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.580173909664154},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.5353778600692749},{"id":"https://openalex.org/C2780668467","wikidata":"https://www.wikidata.org/wiki/Q1333024","display_name":"Personal protective equipment","level":5,"score":0.5048704743385315},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5017220973968506},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.4478861689567566},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.43931978940963745},{"id":"https://openalex.org/C5496284","wikidata":"https://www.wikidata.org/wiki/Q5420856","display_name":"Expected shortfall","level":3,"score":0.4159370958805084},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.36963212490081787},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3670507073402405},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.34415775537490845},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3424098491668701},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.3070206642150879},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.29669010639190674},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.260212242603302},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19012317061424255},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.13567936420440674},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1256130039691925},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11257532238960266},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.09127721190452576},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s43069-023-00209-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43069-023-00209-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43069-023-00209-4.pdf","source":{"id":"https://openalex.org/S4210215153","display_name":"Operations Research Forum","issn_l":"2662-2556","issn":["2662-2556"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research Forum","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10024302","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10024302","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10024302/pdf/43069_2023_Article_209.pdf","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,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Oper. Res. Forum","raw_type":"Text"},{"id":"pmh:oai:RePEc:spr:snopef:v:4:y:2023:i:2:d:10.1007_s43069-023-00209-4","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s43069-023-00209-4","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:10.1007/s43069-023-00209-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43069-023-00209-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43069-023-00209-4.pdf","source":{"id":"https://openalex.org/S4210215153","display_name":"Operations Research Forum","issn_l":"2662-2556","issn":["2662-2556"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research Forum","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.5699999928474426,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G7720554800","display_name":"Covid-19 healthcare supply chain innovations with NSHA: decision-making for agility and responsiveness_x000d_","funder_award_id":"550319-2020","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4327814502.pdf"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1815823489","https://openalex.org/W1842733265","https://openalex.org/W1967922104","https://openalex.org/W1975614024","https://openalex.org/W1983277437","https://openalex.org/W1986114856","https://openalex.org/W1989407590","https://openalex.org/W1992770724","https://openalex.org/W2005170914","https://openalex.org/W2065732913","https://openalex.org/W2066218522","https://openalex.org/W2097336488","https://openalex.org/W2122109562","https://openalex.org/W2123130943","https://openalex.org/W2133821486","https://openalex.org/W2149726897","https://openalex.org/W2193238072","https://openalex.org/W2320686183","https://openalex.org/W2481712138","https://openalex.org/W2560772940","https://openalex.org/W2604526922","https://openalex.org/W2614819110","https://openalex.org/W2757723178","https://openalex.org/W2765992545","https://openalex.org/W2769662465","https://openalex.org/W2776535767","https://openalex.org/W2809552173","https://openalex.org/W2893740026","https://openalex.org/W2922285790","https://openalex.org/W2927511117","https://openalex.org/W2946153667","https://openalex.org/W2990004321","https://openalex.org/W3013474995","https://openalex.org/W3015960835","https://openalex.org/W3023382179","https://openalex.org/W3030040810","https://openalex.org/W3044815612","https://openalex.org/W3123501020","https://openalex.org/W4206290832","https://openalex.org/W4206737578","https://openalex.org/W4234878560"],"related_works":["https://openalex.org/W4312220814","https://openalex.org/W4322766116","https://openalex.org/W1758619195","https://openalex.org/W3207551352","https://openalex.org/W3080092231","https://openalex.org/W4205937205","https://openalex.org/W2042351981","https://openalex.org/W1981446215","https://openalex.org/W3173705157","https://openalex.org/W151643054"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
