{"id":"https://openalex.org/W4409583790","doi":"https://doi.org/10.1186/s40537-025-01151-4","title":"Electronic nose and machine learning for modern meat inspection","display_name":"Electronic nose and machine learning for modern meat inspection","publication_year":2025,"publication_date":"2025-04-18","ids":{"openalex":"https://openalex.org/W4409583790","doi":"https://doi.org/10.1186/s40537-025-01151-4"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-025-01151-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01151-4","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01151-4","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01151-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062970176","display_name":"Ivan Shtepliuk","orcid":"https://orcid.org/0000-0002-8685-3332"},"institutions":[{"id":"https://openalex.org/I102134673","display_name":"Link\u00f6ping University","ror":"https://ror.org/05ynxx418","country_code":"SE","type":"education","lineage":["https://openalex.org/I102134673"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Ivan Shtepliuk","raw_affiliation_strings":["Department of Physics, Chemistry and Biology, Link\u00f6ping University, 581 83, Link\u00f6ping, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Physics, Chemistry and Biology, Link\u00f6ping University, 581 83, Link\u00f6ping, Sweden","institution_ids":["https://openalex.org/I102134673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004808046","display_name":"Guillem Dom\u00e8nech-Gil","orcid":"https://orcid.org/0000-0002-9036-0856"},"institutions":[{"id":"https://openalex.org/I102134673","display_name":"Link\u00f6ping University","ror":"https://ror.org/05ynxx418","country_code":"SE","type":"education","lineage":["https://openalex.org/I102134673"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Guillem Dom\u00e8nech-Gil","raw_affiliation_strings":["Department of Physics, Chemistry and Biology, Link\u00f6ping University, 581 83, Link\u00f6ping, Sweden","Department of Thematic Studies and Environmental Change, Link\u00f6ping University, 581 83, Link\u00f6ping, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Physics, Chemistry and Biology, Link\u00f6ping University, 581 83, Link\u00f6ping, Sweden","institution_ids":["https://openalex.org/I102134673"]},{"raw_affiliation_string":"Department of Thematic Studies and Environmental Change, Link\u00f6ping University, 581 83, Link\u00f6ping, Sweden","institution_ids":["https://openalex.org/I102134673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090028688","display_name":"Viktor Almqvist","orcid":"https://orcid.org/0000-0002-7986-8069"},"institutions":[{"id":"https://openalex.org/I298625061","display_name":"Swedish University of Agricultural Sciences","ror":"https://ror.org/02yy8x990","country_code":"SE","type":"education","lineage":["https://openalex.org/I298625061"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Viktor Almqvist","raw_affiliation_strings":["Department of Animal Biosciences, Swedish University of Agricultural Sciences, 750 09, Uppsala, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Animal Biosciences, Swedish University of Agricultural Sciences, 750 09, Uppsala, Sweden","institution_ids":["https://openalex.org/I298625061"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001955600","display_name":"Arja Helena Kautto","orcid":"https://orcid.org/0000-0002-8179-6615"},"institutions":[{"id":"https://openalex.org/I298625061","display_name":"Swedish University of Agricultural Sciences","ror":"https://ror.org/02yy8x990","country_code":"SE","type":"education","lineage":["https://openalex.org/I298625061"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Arja Helena Kautto","raw_affiliation_strings":["Department of Animal Biosciences, Swedish University of Agricultural Sciences, 750 09, Uppsala, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Animal Biosciences, Swedish University of Agricultural Sciences, 750 09, Uppsala, Sweden","institution_ids":["https://openalex.org/I298625061"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029172342","display_name":"Ivar V\u00e5gsholm","orcid":"https://orcid.org/0000-0002-1661-0677"},"institutions":[{"id":"https://openalex.org/I298625061","display_name":"Swedish University of Agricultural Sciences","ror":"https://ror.org/02yy8x990","country_code":"SE","type":"education","lineage":["https://openalex.org/I298625061"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Ivar V\u00e5gsholm","raw_affiliation_strings":["Department of Animal Biosciences, Swedish University of Agricultural Sciences, 750 09, Uppsala, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Animal Biosciences, Swedish University of Agricultural Sciences, 750 09, Uppsala, Sweden","institution_ids":["https://openalex.org/I298625061"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091901927","display_name":"Sofia Boqvist","orcid":null},"institutions":[{"id":"https://openalex.org/I298625061","display_name":"Swedish University of Agricultural Sciences","ror":"https://ror.org/02yy8x990","country_code":"SE","type":"education","lineage":["https://openalex.org/I298625061"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Sofia Boqvist","raw_affiliation_strings":["Department of Animal Biosciences, Swedish University of Agricultural Sciences, 750 09, Uppsala, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Animal Biosciences, Swedish University of Agricultural Sciences, 750 09, Uppsala, Sweden","institution_ids":["https://openalex.org/I298625061"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008495123","display_name":"Jens Eriksson","orcid":"https://orcid.org/0000-0001-7038-9347"},"institutions":[{"id":"https://openalex.org/I102134673","display_name":"Link\u00f6ping University","ror":"https://ror.org/05ynxx418","country_code":"SE","type":"education","lineage":["https://openalex.org/I102134673"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Jens Eriksson","raw_affiliation_strings":["Department of Physics, Chemistry and Biology, Link\u00f6ping University, 581 83, Link\u00f6ping, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Physics, Chemistry and Biology, Link\u00f6ping University, 581 83, Link\u00f6ping, Sweden","institution_ids":["https://openalex.org/I102134673"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081955499","display_name":"Donatella Puglisi","orcid":"https://orcid.org/0000-0003-0646-5266"},"institutions":[{"id":"https://openalex.org/I102134673","display_name":"Link\u00f6ping University","ror":"https://ror.org/05ynxx418","country_code":"SE","type":"education","lineage":["https://openalex.org/I102134673"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Donatella Puglisi","raw_affiliation_strings":["Department of Physics, Chemistry and Biology, Link\u00f6ping University, 581 83, Link\u00f6ping, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Physics, Chemistry and Biology, Link\u00f6ping University, 581 83, Link\u00f6ping, Sweden","institution_ids":["https://openalex.org/I102134673"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5062970176"],"corresponding_institution_ids":["https://openalex.org/I102134673"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":11.7458,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.98954477,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12388","display_name":"Identification and Quantification in Food","score":0.9905999898910522,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12486","display_name":"Food Supply Chain Traceability","score":0.9800000190734863,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7726212739944458},{"id":"https://openalex.org/keywords/electronic-nose","display_name":"Electronic nose","score":0.7582411170005798},{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.47821614146232605},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46144479513168335},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4182318449020386},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36428073048591614}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7726212739944458},{"id":"https://openalex.org/C23895516","wikidata":"https://www.wikidata.org/wiki/Q550092","display_name":"Electronic nose","level":2,"score":0.7582411170005798},{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.47821614146232605},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46144479513168335},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4182318449020386},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36428073048591614}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1186/s40537-025-01151-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01151-4","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01151-4","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:DiVA.org:liu-213212","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-213212","pdf_url":null,"source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:doaj.org/article:27cbc0e027f14f2aaa379d444c15ec5e","is_oa":true,"landing_page_url":"https://doaj.org/article/27cbc0e027f14f2aaa379d444c15ec5e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 12, Iss 1, Pp 1-21 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-025-01151-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01151-4","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01151-4","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8869864247","display_name":null,"funder_award_id":"2022-06725","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"}],"funders":[{"id":"https://openalex.org/F4320322225","display_name":"Link\u00f6pings Universitet","ror":"https://ror.org/05ynxx418"},{"id":"https://openalex.org/F4320322581","display_name":"Vetenskapsr\u00e5det","ror":"https://ror.org/03zttf063"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409583790.pdf","grobid_xml":"https://content.openalex.org/works/W4409583790.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1066597245","https://openalex.org/W1754344020","https://openalex.org/W1847427353","https://openalex.org/W1925707001","https://openalex.org/W1965327160","https://openalex.org/W1968422513","https://openalex.org/W1979722307","https://openalex.org/W1979890472","https://openalex.org/W1992117490","https://openalex.org/W2009895506","https://openalex.org/W2064236088","https://openalex.org/W2158565091","https://openalex.org/W2161055219","https://openalex.org/W2164629000","https://openalex.org/W2279536624","https://openalex.org/W2494093974","https://openalex.org/W2554308983","https://openalex.org/W2610765550","https://openalex.org/W2888897920","https://openalex.org/W2912293709","https://openalex.org/W2924181580","https://openalex.org/W2973523596","https://openalex.org/W3006638246","https://openalex.org/W3093024238","https://openalex.org/W3155388236","https://openalex.org/W3166043185","https://openalex.org/W3166845372","https://openalex.org/W3214207699","https://openalex.org/W4213370289","https://openalex.org/W4226099490","https://openalex.org/W4297491142","https://openalex.org/W4303958919","https://openalex.org/W4365452433","https://openalex.org/W4380372571","https://openalex.org/W4381512073","https://openalex.org/W4385202569","https://openalex.org/W4389263612","https://openalex.org/W4389978856","https://openalex.org/W4390052131","https://openalex.org/W4390275176","https://openalex.org/W4390697478","https://openalex.org/W4393898783","https://openalex.org/W4400571369"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Abstract":[0],"Objective":[1],"and":[2,15,33,36,91,99,145,159,166,189,207,221,270,284],"reliable":[3],"post-mortem":[4,146],"meat":[5,19,59,74,130,168,206,208,226,265,276],"inspection":[6,60,266],"is":[7,47],"a":[8,54,76,84,106,134,142,155,177],"key":[9],"factor":[10],"in":[11,45,163,268],"ensuring":[12],"adequate":[13],"assessment":[14],"quality":[16,272],"control":[17],"of":[18,26,42,101,112,127,157,161,180,219,237,252],"intended":[20],"for":[21,210,260,290],"human":[22],"consumption.":[23],"Early":[24],"identification":[25],"issues":[27],"that":[28],"may":[29],"impact":[30],"public":[31],"health":[32,35],"animal":[34],"welfare,":[37],"such":[38],"as":[39,75,83,118,271],"the":[40,97,149,187,198,235,245,249,253,258,264,275],"presence":[41],"chemical":[43],"contaminants":[44],"meat,":[46],"critical.":[48],"In":[49],"this":[50,286],"study,":[51],"we":[52,153,280],"propose":[53],"novel":[55],"method":[56],"to":[57,87,95,122,200,212,282],"modernize":[58],"using":[61],"an":[62,119,217],"electronic":[63,120],"nose":[64],"combined":[65],"with":[66,70,176,216],"machine":[67],"learning":[68],"(ML),":[69],"focus":[71],"on":[72,137,234],"pig":[73,129,205],"case":[77],"study.":[78],"We":[79,104],"explored":[80],"its":[81,288],"potential":[82,289],"complementary":[85],"tool":[86],"traditional":[88],"sensory":[89],"evaluation":[90],"analytical":[92],"methods,":[93],"aiming":[94],"enhance":[96],"efficiency":[98],"effectiveness":[100],"current":[102],"inspections.":[103],"employed":[105],"metal-oxide":[107],"based":[108,136],"gas":[109],"sensor":[110,243],"array":[111],"commercially":[113],"available":[114],"chemoresistive":[115],"sensors,":[116],"functioning":[117],"nose,":[121],"differentiate":[123],"between":[124,186,202],"various":[125],"categories":[126],"100":[128],"samples":[131],"collected":[132],"at":[133],"slaughterhouse":[135],"their":[138],"odor":[139],"characteristics,":[140],"including":[141],"urine-like":[143],"smell":[144],"aging.":[147],"Using":[148],"Optimizable":[150],"Ensemble":[151],"model,":[152],"achieved":[154],"sensitivity":[156],"96.5%":[158],"specificity":[160],"95.3%":[162],"categorizing":[164],"fresh":[165,204],"urine-contaminated":[167],"samples.":[169],"The":[170],"model":[171,196],"demonstrated":[172,197],"robust":[173],"predictive":[174],"performance":[175],"Kappa":[178],"value":[179],"approximately":[181],"0.926,":[182],"indicating":[183],"near-perfect":[184],"agreement":[185],"predictions":[188],"actual":[190],"classifications.":[191],"Furthermore,":[192],"our":[193],"developed":[194],"ML":[195],"ability":[199],"distinguish":[201],"nominally":[203],"aged":[209,227],"one":[211],"two":[213],"additional":[214],"days":[215,229],"accuracy":[218],"93.5%":[220],"can":[222],"also":[223],"correctly":[224],"identify":[225],"3\u201331":[228],"or":[230],"17\u201331":[231],"days.":[232],"Based":[233],"consensus":[236],"preliminary":[238],"decisions":[239],"from":[240],"each":[241],"individual":[242],"element,":[244],"algorithm":[246],"effectively":[247],"determined":[248],"final":[250],"status":[251],"meat.":[254],"This":[255],"research":[256],"lays":[257],"groundwork":[259],"practical":[261],"applications":[262],"within":[263],"process":[267],"slaughterhouses":[269],"assurance":[273],"throughout":[274],"supply":[277],"chain.":[278],"As":[279],"continue":[281],"refine":[283],"validate":[285],"method,":[287],"real-world":[291],"implementation":[292],"becomes":[293],"increasingly":[294],"evident.":[295]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":13}],"updated_date":"2026-04-07T14:57:38.498316","created_date":"2025-10-10T00:00:00"}
