{"id":"https://openalex.org/W4224126643","doi":"https://doi.org/10.1016/j.envint.2022.107233","title":"A hybrid satellite and land use regression model of source-specific PM2.5 and PM2.5 constituents","display_name":"A hybrid satellite and land use regression model of source-specific PM2.5 and PM2.5 constituents","publication_year":2022,"publication_date":"2022-04-09","ids":{"openalex":"https://openalex.org/W4224126643","doi":"https://doi.org/10.1016/j.envint.2022.107233","pmid":"https://pubmed.ncbi.nlm.nih.gov/35429918"},"language":"en","primary_location":{"id":"doi:10.1016/j.envint.2022.107233","doi":"https://doi.org/10.1016/j.envint.2022.107233","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.envint.2022.107233","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0160412022001593/pdf","source":{"id":"https://openalex.org/S143381477","display_name":"Environment International","issn_l":"0160-4120","issn":["0160-4120","1873-6750"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-a","jufo-3","ki-jl-2","medline","norway-1","oarl","poland-140","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environment International","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.sciencedirect.com/science/article/pii/S0160412022001593/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041967807","display_name":"Md Mostafijur Rahman","orcid":"https://orcid.org/0000-0002-2405-3276","observed_orcids":["https://orcid.org/0000-0002-2405-3276"]},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Md Mostafijur Rahman","raw_affiliation_strings":["Department of Environmental Medicine, New York University Grossman School of Medicine, New York, NY 10010, United States. Electronic address: mmr572@nyu.edu","Department of Environmental Medicine, New York University Grossman School of Medicine, New York, NY 10010, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Environmental Medicine, New York University Grossman School of Medicine, New York, NY 10010, United States. Electronic address: mmr572@nyu.edu","institution_ids":["https://openalex.org/I57206974"]},{"raw_affiliation_string":"Department of Environmental Medicine, New York University Grossman School of Medicine, New York, NY 10010, United States","institution_ids":["https://openalex.org/I57206974"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019204402","display_name":"George D. Thurston","orcid":"https://orcid.org/0000-0001-9429-2267","observed_orcids":["https://orcid.org/0000-0001-9429-2267"]},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"George Thurston","raw_affiliation_strings":["Department of Environmental Medicine, New York University Grossman School of Medicine, New York, NY 10010, United States; Department of Population Health, New York University Grossman School of Medicine, New York, NY 10010, United States","Department of Environmental Medicine, New York University Grossman School of Medicine, New York, NY 10010, United States"],"raw_orcid":"https://orcid.org/0000-0001-9429-2267","affiliations":[{"raw_affiliation_string":"Department of Environmental Medicine, New York University Grossman School of Medicine, New York, NY 10010, United States; Department of Population Health, New York University Grossman School of Medicine, New York, NY 10010, United States","institution_ids":["https://openalex.org/I57206974"]},{"raw_affiliation_string":"Department of Environmental Medicine, New York University Grossman School of Medicine, New York, NY 10010, United States","institution_ids":["https://openalex.org/I57206974"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5041967807"],"corresponding_institution_ids":["https://openalex.org/I57206974"],"apc_list":{"value":3610,"currency":"USD","value_usd":3610},"apc_paid":{"value":3610,"currency":"USD","value_usd":3610},"fwci":2.9471,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":{"value":0.92896025,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"163","issue":null,"first_page":"107233","last_page":"107233"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10190","display_name":"Air Quality and Health Impacts","score":0.9585000276565552,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10190","display_name":"Air Quality and Health Impacts","score":0.9585000276565552,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10075","display_name":"Atmospheric chemistry and aerosols","score":0.02410000003874302,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.008299999870359898,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pm2-5","display_name":"PM2.5","score":0.9419999718666077},{"id":"https://openalex.org/keywords/pm2-5-constituents","display_name":"PM2.5 constituents","score":0.8410000205039978},{"id":"https://openalex.org/keywords/trace-elements","display_name":"trace elements","score":0.7149999737739563},{"id":"https://openalex.org/keywords/elemental-carbon","display_name":"elemental carbon","score":0.8410000205039978},{"id":"https://openalex.org/keywords/sulfur","display_name":"sulfur","score":0.8450000286102295},{"id":"https://openalex.org/keywords/soil-dust","display_name":"soil dust","score":0.6579999923706055},{"id":"https://openalex.org/keywords/coal-combustion","display_name":"coal combustion","score":0.8949999809265137},{"id":"https://openalex.org/keywords/oil-combustion","display_name":"oil combustion","score":0.968999981880188},{"id":"https://openalex.org/keywords/biomass-combustion","display_name":"biomass combustion","score":0.921999990940094},{"id":"https://openalex.org/keywords/vehicle-emissions","display_name":"vehicle emissions","score":0.9380000233650208},{"id":"https://openalex.org/keywords/satellite-remote-sensing","display_name":"satellite remote sensing","score":0.6399999856948853},{"id":"https://openalex.org/keywords/land-use-regression","display_name":"land use regression","score":0.9200000166893005},{"id":"https://openalex.org/keywords/health-effects-assessment","display_name":"health effects assessment","score":0.6230000257492065},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.6169999837875366}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6817125082015991},{"id":"https://openalex.org/C188471824","wikidata":"https://www.wikidata.org/wiki/Q5137808","display_name":"Coal combustion products","level":3,"score":0.46676844358444214},{"id":"https://openalex.org/C115540264","wikidata":"https://www.wikidata.org/wiki/Q2945560","display_name":"Biomass (ecology)","level":2,"score":0.4160909354686737},{"id":"https://openalex.org/C91586092","wikidata":"https://www.wikidata.org/wiki/Q757520","display_name":"Atmospheric sciences","level":1,"score":0.3963031768798828},{"id":"https://openalex.org/C518851703","wikidata":"https://www.wikidata.org/wiki/Q24489","display_name":"Coal","level":2,"score":0.3623378872871399},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.34645235538482666},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20926111936569214},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.12233802676200867},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000393","descriptor_name":"Air Pollutants","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":true},{"descriptor_ui":"D000397","descriptor_name":"Air Pollution","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":true},{"descriptor_ui":"D003031","descriptor_name":"Coal","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D004784","descriptor_name":"Environmental Monitoring","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012987","descriptor_name":"Soil","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013455","descriptor_name":"Sulfur","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D052638","descriptor_name":"Particulate Matter","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1016/j.envint.2022.107233","doi":"https://doi.org/10.1016/j.envint.2022.107233","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.envint.2022.107233","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0160412022001593/pdf","source":{"id":"https://openalex.org/S143381477","display_name":"Environment International","issn_l":"0160-4120","issn":["0160-4120","1873-6750"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-a","jufo-3","ki-jl-2","medline","norway-1","oarl","poland-140","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environment International","raw_type":"journal-article"},{"id":"pmid:35429918","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35429918","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,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environment international","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:39f15aeea13b48bb8c309be5c365778c","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/39f15aeea13b48bb8c309be5c365778c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Environment International, Vol 163, Iss , Pp 107233- (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.envint.2022.107233","doi":"https://doi.org/10.1016/j.envint.2022.107233","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.envint.2022.107233","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0160412022001593/pdf","source":{"id":"https://openalex.org/S143381477","display_name":"Environment International","issn_l":"0160-4120","issn":["0160-4120","1873-6750"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-a","jufo-3","ki-jl-2","medline","norway-1","oarl","poland-140","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environment International","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.766700029373169,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G3227365997","display_name":null,"funder_award_id":"1R01 ES019584-01A1","funder_id":"https://openalex.org/F4320337361","funder_display_name":"National Institute of Environmental Health Sciences"},{"id":"https://openalex.org/G3552551725","display_name":"Long-term Air Pollution Exposure and Mortality in the NIH-AARP Cohort","funder_award_id":"1r01es019584-01a1","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5477901696","display_name":"Research in Environmental Health Sciences","funder_award_id":"P30ES000260","funder_id":"https://openalex.org/F4320337361","funder_display_name":"National Institute of Environmental Health Sciences"},{"id":"https://openalex.org/G6360995577","display_name":null,"funder_award_id":"R01-ES019584","funder_id":"https://openalex.org/F4320337361","funder_display_name":"National Institute of Environmental Health Sciences"},{"id":"https://openalex.org/G9000217418","display_name":null,"funder_award_id":"ES00260","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320321629","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320332230","display_name":"School of Medicine, New York University","ror":"https://ror.org/0190ak572"},{"id":"https://openalex.org/F4320337361","display_name":"National Institute of Environmental Health Sciences","ror":"https://ror.org/00j4k1h63"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4224126643.pdf","grobid_xml":"https://content.openalex.org/works/W4224126643.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W273955616","https://openalex.org/W1617145133","https://openalex.org/W1927078809","https://openalex.org/W1968495925","https://openalex.org/W1968901040","https://openalex.org/W1971120393","https://openalex.org/W1975338874","https://openalex.org/W2001426024","https://openalex.org/W2009202255","https://openalex.org/W2010047551","https://openalex.org/W2012394874","https://openalex.org/W2025772648","https://openalex.org/W2031794930","https://openalex.org/W2033618142","https://openalex.org/W2037570227","https://openalex.org/W2043110791","https://openalex.org/W2044952036","https://openalex.org/W2046070545","https://openalex.org/W2061729031","https://openalex.org/W2066544083","https://openalex.org/W2081634757","https://openalex.org/W2082713655","https://openalex.org/W2088902910","https://openalex.org/W2094815195","https://openalex.org/W2098637521","https://openalex.org/W2103893521","https://openalex.org/W2111551244","https://openalex.org/W2119705547","https://openalex.org/W2134927874","https://openalex.org/W2141007595","https://openalex.org/W2150017363","https://openalex.org/W2150583315","https://openalex.org/W2151133928","https://openalex.org/W2166604768","https://openalex.org/W2185485122","https://openalex.org/W2209427089","https://openalex.org/W2272706126","https://openalex.org/W2288470020","https://openalex.org/W2291282024","https://openalex.org/W2299591296","https://openalex.org/W2308284328","https://openalex.org/W2318698569","https://openalex.org/W2402291092","https://openalex.org/W2518504120","https://openalex.org/W2559599946","https://openalex.org/W2583909753","https://openalex.org/W2620300958","https://openalex.org/W2907657419","https://openalex.org/W2911964244","https://openalex.org/W2912034185","https://openalex.org/W2975879014","https://openalex.org/W3023187115","https://openalex.org/W3032725109","https://openalex.org/W3110175412","https://openalex.org/W3162071533"],"related_works":["https://openalex.org/W325871496","https://openalex.org/W2508514098","https://openalex.org/W2091201893","https://openalex.org/W2003414506","https://openalex.org/W7061984568","https://openalex.org/W2025024664","https://openalex.org/W2108385783","https://openalex.org/W4390875518","https://openalex.org/W6977137694","https://openalex.org/W2086782339"],"abstract_inverted_index":{"Although":[0],"PM2.5":[1,23,37,57,81,117,161,186,196,248,274],"mass":[2,24,38,275],"varies":[3],"in":[4,56,59,263],"source":[5],"and":[6,10,39,48,87,90,100,134,143,159,218,246,276],"composition":[7],"over":[8,167],"time":[9],"space,":[11],"most":[12],"health":[13,28,49,61,269],"effects":[14,50,270],"assessment":[15],"have":[16],"made":[17],"the":[18,26,54,74,115,168,188,226,251,283,290],"inherent":[19],"assumption":[20],"that":[21,52,125,281,285],"all":[22,287],"has":[25],"same":[27],"implications,":[29],"irrespective":[30],"of":[31,35,70,243,265,272],"composition.":[32],"Nationwide":[33],"estimates":[34,242,262],"source-specific":[36,116,160,247,273],"constituents":[40],"at":[41,73,119,163,250],"local-scale":[42],"would":[43],"allow":[44],"for":[45,78,103,194,230,254],"epidemiological":[46,279],"studies":[47,271],"assessments":[51],"consider":[53],"variability":[55],"characteristics":[58],"their":[60],"impact":[62],"assessments.":[63],"In":[64],"response,":[65],"we":[66],"developed":[67],"US":[68],"models":[69],"annual":[71,244],"exposures":[72],"census":[75,135],"tract":[76,136],"level":[77],"five":[79],"major":[80],"sources":[82],"(traffic,":[83],"soil,":[84],"coal,":[85],"oil,":[86],"biomass":[88,219],"combustion)":[89],"six":[91],"trace":[92],"elements":[93],"(elemental":[94],"carbon,":[95],"sulfur,":[96],"silicon,":[97],"selenium,":[98],"nickel,":[99],"non-soil":[101],"potassium)":[102],"2001":[104,255],"through":[105,256],"2014.":[106,257],"We":[107],"employed":[108,155],"Absolute":[109],"Factor":[110],"Analysis":[111],"(APCA)":[112],"to":[113,156,175,183],"derive":[114],"impacts":[118],"monitoring":[120],"stations.":[121],"Random":[122],"forest":[123],"algorithms":[124],"incorporated":[126],"predictors":[127],"derived":[128],"from":[129,181],"satellite,":[130],"chemical":[131],"transport":[132],"model,":[133],"resolution":[137],"land-use":[138],"data":[139],"on":[140],"traffic,":[141],"meteorology,":[142],"emissions,":[144],"which":[145],"were":[146,153,173],"rigorously":[147],"tested":[148],"by":[149,202],"10-fold":[150],"cross-validation":[151],"(CV),":[152],"then":[154],"estimate":[157],"elemental":[158,245],"levels":[162],"non-monitoring":[164],"site":[165],"census-tracts":[166],"study":[169],"years.":[170],"Model":[171],"performances":[172],"moderate":[174],"good,":[176],"with":[177],"CV":[178,190,227],"R2":[179,191,198,205,210,215,221,233],"ranging":[180],"0.41":[182],"0.95.":[184],"For":[185],"sources,":[187],"highest":[189,229],"was":[192,228],"attained":[193],"traffic":[195],"(CV":[197,204,209,214,220,232],"=":[199,206,211,216,222,234],"0.73),":[200],"followed":[201],"coal":[203],"0.65),":[207],"oil":[208],"0.62),":[212],"soil":[213],"0.60),":[217],"0.41).":[223],"Among":[224],"constituents,":[225,277],"sulfur":[231],"0.95).":[235],"Our":[236],"analyses":[237],"provided":[238],"highly":[239],"resolved":[240],"spatial":[241],"concentrations":[249],"census-tract":[252],"level,":[253],"This":[258],"dataset":[259],"offers":[260],"exposure":[261],"support":[264],"future":[266],"nationwide":[267],"long-term":[268],"enabling":[278],"research":[280],"addresses":[282],"fact":[284],"not":[286],"particles":[288],"are":[289],"same.":[291]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":8}],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2022-04-19T00:00:00"}