{"id":"https://openalex.org/W4412449883","doi":"https://doi.org/10.1093/inteam/vjaf088","title":"How can machine learning inform about chemical risks in circular textiles?","display_name":"How can machine learning inform about chemical risks in circular textiles?","publication_year":2025,"publication_date":"2025-07-15","ids":{"openalex":"https://openalex.org/W4412449883","doi":"https://doi.org/10.1093/inteam/vjaf088","pmid":"https://pubmed.ncbi.nlm.nih.gov/40663372"},"language":"en","primary_location":{"id":"doi:10.1093/inteam/vjaf088","doi":"https://doi.org/10.1093/inteam/vjaf088","is_oa":false,"landing_page_url":"https://doi.org/10.1093/inteam/vjaf088","pdf_url":null,"source":{"id":"https://openalex.org/S112294809","display_name":"Integrated Environmental Assessment and Management","issn_l":"1551-3777","issn":["1551-3777","1551-3793"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Integrated Environmental Assessment and Management","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"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/A5047641022","display_name":"Agathe Bour","orcid":"https://orcid.org/0000-0002-3334-1843","observed_orcids":["https://orcid.org/0000-0002-3334-1843"]},"institutions":[{"id":"https://openalex.org/I107707843","display_name":"Roskilde University","ror":"https://ror.org/014axpa37","country_code":"DK","type":"education","lineage":["https://openalex.org/I107707843"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Agathe Bour","raw_affiliation_strings":["Department of Science and Environment, Roskilde University , Roskilde,","Roskilde University Department of Science and Environment, , Roskilde,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Science and Environment, Roskilde University , Roskilde,","institution_ids":["https://openalex.org/I107707843"]},{"raw_affiliation_string":"Roskilde University Department of Science and Environment, , Roskilde,","institution_ids":["https://openalex.org/I107707843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002468707","display_name":"Kateryna Melnyk","orcid":"https://orcid.org/0000-0003-1908-3136","observed_orcids":["https://orcid.org/0000-0003-1908-3136"]},"institutions":[{"id":"https://openalex.org/I2800664555","display_name":"RISE Research Institutes of Sweden","ror":"https://ror.org/03nnxqz81","country_code":"SE","type":"other","lineage":["https://openalex.org/I2800664555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Kateryna Melnyk","raw_affiliation_strings":["RISE Research Institutes of Sweden, Humanized Autonomy Unit , Gothenburg,","Humanized Autonomy Unit RISE Research Institutes of Sweden, , Gothenburg,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RISE Research Institutes of Sweden, Humanized Autonomy Unit , Gothenburg,","institution_ids":["https://openalex.org/I2800664555"]},{"raw_affiliation_string":"Humanized Autonomy Unit RISE Research Institutes of Sweden, , Gothenburg,","institution_ids":["https://openalex.org/I2800664555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005965692","display_name":"Agnieszka D. Hunka","orcid":"https://orcid.org/0000-0002-6323-2840","observed_orcids":["https://orcid.org/0000-0002-6323-2840"]},"institutions":[{"id":"https://openalex.org/I2800664555","display_name":"RISE Research Institutes of Sweden","ror":"https://ror.org/03nnxqz81","country_code":"SE","type":"other","lineage":["https://openalex.org/I2800664555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Agnieszka D Hunka","raw_affiliation_strings":["RISE Research Institutes of Sweden, Sustainable Business Unit , Gothenburg,","Sustainable Business Unit RISE Research Institutes of Sweden, , Gothenburg,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RISE Research Institutes of Sweden, Sustainable Business Unit , Gothenburg,","institution_ids":["https://openalex.org/I2800664555"]},{"raw_affiliation_string":"Sustainable Business Unit RISE Research Institutes of Sweden, , Gothenburg,","institution_ids":["https://openalex.org/I2800664555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002388916","display_name":"Emanuela Vanacore","orcid":"https://orcid.org/0000-0002-9463-3444","observed_orcids":["https://orcid.org/0000-0002-9463-3444"]},"institutions":[{"id":"https://openalex.org/I2800664555","display_name":"RISE Research Institutes of Sweden","ror":"https://ror.org/03nnxqz81","country_code":"SE","type":"other","lineage":["https://openalex.org/I2800664555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Emanuela Vanacore","raw_affiliation_strings":["RISE Research Institutes of Sweden, Sustainable Business Unit , Gothenburg,","Sustainable Business Unit RISE Research Institutes of Sweden, , Gothenburg,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RISE Research Institutes of Sweden, Sustainable Business Unit , Gothenburg,","institution_ids":["https://openalex.org/I2800664555"]},{"raw_affiliation_string":"Sustainable Business Unit RISE Research Institutes of Sweden, , Gothenburg,","institution_ids":["https://openalex.org/I2800664555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019473444","display_name":"Annemette Palmqvist","orcid":"https://orcid.org/0000-0003-3422-0063","observed_orcids":["https://orcid.org/0000-0003-3422-0063"]},"institutions":[{"id":"https://openalex.org/I107707843","display_name":"Roskilde University","ror":"https://ror.org/014axpa37","country_code":"DK","type":"education","lineage":["https://openalex.org/I107707843"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Annemette Palmqvist","raw_affiliation_strings":["Department of Science and Environment, Roskilde University , Roskilde,","Roskilde University Department of Science and Environment, , Roskilde,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Science and Environment, Roskilde University , Roskilde,","institution_ids":["https://openalex.org/I107707843"]},{"raw_affiliation_string":"Roskilde University Department of Science and Environment, , Roskilde,","institution_ids":["https://openalex.org/I107707843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047392260","display_name":"Thanh Bui","orcid":"https://orcid.org/0000-0002-5537-6430","observed_orcids":["https://orcid.org/0000-0002-5537-6430"]},"institutions":[{"id":"https://openalex.org/I2800664555","display_name":"RISE Research Institutes of Sweden","ror":"https://ror.org/03nnxqz81","country_code":"SE","type":"other","lineage":["https://openalex.org/I2800664555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Thanh Bui","raw_affiliation_strings":["RISE Research Institutes of Sweden, Humanized Autonomy Unit , Gothenburg,","Humanized Autonomy Unit RISE Research Institutes of Sweden, , Gothenburg,"],"raw_orcid":"https://orcid.org/0000-0002-5537-6430","affiliations":[{"raw_affiliation_string":"RISE Research Institutes of Sweden, Humanized Autonomy Unit , Gothenburg,","institution_ids":["https://openalex.org/I2800664555"]},{"raw_affiliation_string":"Humanized Autonomy Unit RISE Research Institutes of Sweden, , Gothenburg,","institution_ids":["https://openalex.org/I2800664555"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055518708","display_name":"Kristian Syberg","orcid":"https://orcid.org/0000-0001-5914-7427","observed_orcids":["https://orcid.org/0000-0001-5914-7427"]},"institutions":[{"id":"https://openalex.org/I107707843","display_name":"Roskilde University","ror":"https://ror.org/014axpa37","country_code":"DK","type":"education","lineage":["https://openalex.org/I107707843"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"Kristian Syberg","raw_affiliation_strings":["Department of Science and Environment, Roskilde University , Roskilde,","Roskilde University Department of Science and Environment, , Roskilde,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Science and Environment, Roskilde University , Roskilde,","institution_ids":["https://openalex.org/I107707843"]},{"raw_affiliation_string":"Roskilde University Department of Science and Environment, , Roskilde,","institution_ids":["https://openalex.org/I107707843"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5055518708"],"corresponding_institution_ids":["https://openalex.org/I107707843"],"apc_list":{"value":3500,"currency":"USD","value_usd":3500},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07587376,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"21","issue":"5","first_page":"979","last_page":"985"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13180","display_name":"Chemistry and Chemical Engineering","score":0.2549000084400177,"subfield":{"id":"https://openalex.org/subfields/2304","display_name":"Environmental Chemistry"},"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/T13180","display_name":"Chemistry and Chemical Engineering","score":0.2549000084400177,"subfield":{"id":"https://openalex.org/subfields/2304","display_name":"Environmental Chemistry"},"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/T11948","display_name":"Machine Learning in Materials Science","score":0.20029999315738678,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13840","display_name":"Chemical Safety and Risk Management","score":0.1492999941110611,"subfield":{"id":"https://openalex.org/subfields/1504","display_name":"Chemical Health and Safety"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/chemical-risk-assessment","display_name":"chemical risk assessment","score":0.8730000257492065},{"id":"https://openalex.org/keywords/circular-textiles","display_name":"circular textiles","score":0.9490000009536743},{"id":"https://openalex.org/keywords/data-gaps","display_name":"data gaps","score":0.777999997138977},{"id":"https://openalex.org/keywords/knowledge-graphs","display_name":"knowledge graphs","score":0.7360000014305115},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.824999988079071}],"concepts":[{"id":"https://openalex.org/C22507642","wikidata":"https://www.wikidata.org/wiki/Q1069369","display_name":"Hazardous waste","level":2,"score":0.6971747875213623},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6509174704551697},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6190662980079651},{"id":"https://openalex.org/C49261128","wikidata":"https://www.wikidata.org/wiki/Q1132455","display_name":"Hazard","level":2,"score":0.5948877930641174},{"id":"https://openalex.org/C164767435","wikidata":"https://www.wikidata.org/wiki/Q28823","display_name":"Textile","level":2,"score":0.5694776773452759},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.4853936433792114},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.4537014663219452},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4200247526168823},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40437859296798706},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3354986011981964},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25844645500183105},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.10145601630210876},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.07415062189102173},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"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/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004784","descriptor_name":"Environmental Monitoring","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D013784","descriptor_name":"Textiles","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":true},{"descriptor_ui":"D015386","descriptor_name":"Hazardous Substances","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":true},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/inteam/vjaf088","doi":"https://doi.org/10.1093/inteam/vjaf088","is_oa":false,"landing_page_url":"https://doi.org/10.1093/inteam/vjaf088","pdf_url":null,"source":{"id":"https://openalex.org/S112294809","display_name":"Integrated Environmental Assessment and Management","issn_l":"1551-3777","issn":["1551-3777","1551-3793"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Integrated Environmental Assessment and Management","raw_type":"journal-article"},{"id":"pmid:40663372","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40663372","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":"Integrated environmental assessment and management","raw_type":"Journal Article"},{"id":"pmh:oai:pure.atira.dk:publications/514bab93-59be-4dfe-8f8d-ac4dc6e10286","doi":null,"is_oa":false,"landing_page_url":"https://forskning.ruc.dk/da/publications/514bab93-59be-4dfe-8f8d-ac4dc6e10286","pdf_url":null,"source":{"id":"https://openalex.org/S4306401457","display_name":"RUCforsk (Roskilde University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I107707843","host_organization_name":"Roskilde University","host_organization_lineage":["https://openalex.org/I107707843"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bour, A, Melnyk, K, Hunka, A, Vanacore, E, Palmqvist, A, Bui, T & Syberg, K 2025, 'How can machine learning inform about chemical risks in circular textiles?', Integrated Environmental Assessment and Management, vol. 21, no. 5, pp. 979-985. https://doi.org/10.1093/inteam/vjaf088","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7811999917030334,"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1877202216","https://openalex.org/W1976892175","https://openalex.org/W2023704290","https://openalex.org/W2487898712","https://openalex.org/W2895193046","https://openalex.org/W2911871734","https://openalex.org/W2963341956","https://openalex.org/W2970771982","https://openalex.org/W3010336026","https://openalex.org/W3016024765","https://openalex.org/W3093934881","https://openalex.org/W3103836967","https://openalex.org/W3105158372","https://openalex.org/W3137481621","https://openalex.org/W3161929922","https://openalex.org/W4283736302","https://openalex.org/W4285606497","https://openalex.org/W4285818445","https://openalex.org/W4378800628","https://openalex.org/W4380090518","https://openalex.org/W4382404867","https://openalex.org/W4386202995","https://openalex.org/W4404511389"],"related_works":["https://openalex.org/W4382404867","https://openalex.org/W4388153182","https://openalex.org/W2407574867","https://openalex.org/W3127849838","https://openalex.org/W3127093401","https://openalex.org/W4320483923","https://openalex.org/W4410507996","https://openalex.org/W7163647112","https://openalex.org/W2972965327","https://openalex.org/W2287450244"],"abstract_inverted_index":{"Hazardous":[0],"chemicals":[1,19,41],"in":[2],"textiles":[3],"represent":[4],"a":[5,65,94],"serious":[6],"health":[7],"issue.":[8,72],"This":[9],"is":[10,37],"mainly":[11],"due":[12],"to":[13,54,69,96],"missing":[14],"data":[15,35,48,80],"on":[16,21],"the":[17,39,60,76,100,109],"used":[18,42],"and/or":[20],"their":[22],"hazard,":[23],"which":[24],"prevents":[25],"proper":[26],"chemical":[27],"risk":[28],"assessment.":[29],"Although":[30],"identifying":[31],"and":[32,46,57,79,98,107],"filling":[33],"these":[34],"gaps":[36],"crucial,":[38],"myriad":[40],"for":[43],"textile":[44],"production":[45],"multiple":[47],"sources":[49,78],"make":[50],"it":[51],"extremely":[52],"difficult":[53],"manually":[55],"collect":[56],"process":[58],"all":[59],"data.":[61,101],"Here,":[62],"we":[63,74,89],"propose":[64,90],"machine":[66,86],"learning-based":[67],"approach":[68],"tackle":[70],"this":[71],"First,":[73],"identify":[75],"relevant":[77],"that":[81],"can":[82],"be":[83],"analyzed":[84],"with":[85],"learning.":[87],"Then,":[88],"knowledge":[91],"graphs":[92],"as":[93],"tool":[95],"organize":[97],"analyze":[99],"We":[102],"finally":[103],"provide":[104],"specific":[105],"examples":[106],"detail":[108],"expected":[110],"outcomes":[111],"of":[112],"our":[113],"approach.":[114]},"counts_by_year":[],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2025-10-10T00:00:00"}