{"id":"https://openalex.org/W3200747248","doi":"https://doi.org/10.3390/polysaccharides2030043","title":"Arrowroot and Cassava Mixed Starch Products Identification by Raman Analysis with Chemometrics","display_name":"Arrowroot and Cassava Mixed Starch Products Identification by Raman Analysis with Chemometrics","publication_year":2021,"publication_date":"2021-09-18","ids":{"openalex":"https://openalex.org/W3200747248","doi":"https://doi.org/10.3390/polysaccharides2030043","mag":"3200747248"},"language":"en","primary_location":{"id":"doi:10.3390/polysaccharides2030043","doi":"https://doi.org/10.3390/polysaccharides2030043","is_oa":true,"landing_page_url":"https://doi.org/10.3390/polysaccharides2030043","pdf_url":"https://www.mdpi.com/2673-4176/2/3/43/pdf?version=1632458190","source":{"id":"https://openalex.org/S4210221811","display_name":"Polysaccharides","issn_l":"2673-4176","issn":["2673-4176"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Polysaccharides","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2673-4176/2/3/43/pdf?version=1632458190","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046896018","display_name":"Isaac Yves Lopes de Mac\u00eado","orcid":"https://orcid.org/0000-0002-6043-5343","observed_orcids":["https://orcid.org/0000-0002-6043-5343"]},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Isaac Yves Lopes de Macedo","raw_affiliation_strings":["Pharmacy Faculty, Goi\u00e1s Federal University (UFG), Goi\u00e2nia 74605-170, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-6043-5343","affiliations":[{"raw_affiliation_string":"Pharmacy Faculty, Goi\u00e1s Federal University (UFG), Goi\u00e2nia 74605-170, Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019650703","display_name":"Marney Pascoli Cereda","orcid":"https://orcid.org/0000-0002-8181-7754","observed_orcids":["https://orcid.org/0000-0002-8181-7754"]},"institutions":[{"id":"https://openalex.org/I879563668","display_name":"Universidade Estadual Paulista (Unesp)","ror":"https://ror.org/00987cb86","country_code":"BR","type":"education","lineage":["https://openalex.org/I879563668"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Marney Pascoli Cereda","raw_affiliation_strings":["Department of Environmental Sciences and Agricultural Sustainability, S\u00e3o Paulo State University (UNESP), S\u00e3o Paulo 01049-010, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-8181-7754","affiliations":[{"raw_affiliation_string":"Department of Environmental Sciences and Agricultural Sustainability, S\u00e3o Paulo State University (UNESP), S\u00e3o Paulo 01049-010, Brazil","institution_ids":["https://openalex.org/I879563668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027722505","display_name":"Camila Delinski Bet","orcid":"https://orcid.org/0000-0001-8800-2024","observed_orcids":["https://orcid.org/0000-0001-8800-2024"]},"institutions":[{"id":"https://openalex.org/I68207295","display_name":"Universidade Estadual de Ponta Grossa","ror":"https://ror.org/027s08w94","country_code":"BR","type":"education","lineage":["https://openalex.org/I68207295"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Camila Delinski Bet","raw_affiliation_strings":["Food Science and Technology Graduate Program, State University of Ponta Grossa (UEPG), Av. Carlos Cavalcanti 4748 Uvaranas Campus, Ponta Grossa CEP 84.030-900, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Food Science and Technology Graduate Program, State University of Ponta Grossa (UEPG), Av. Carlos Cavalcanti 4748 Uvaranas Campus, Ponta Grossa CEP 84.030-900, Brazil","institution_ids":["https://openalex.org/I68207295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016528809","display_name":"Jose Francisco Santos Silveira","orcid":"https://orcid.org/0000-0003-1576-5674","observed_orcids":["https://orcid.org/0000-0003-1576-5674"]},"institutions":[{"id":"https://openalex.org/I4104125","display_name":"Universidade Federal de Santa Catarina","ror":"https://ror.org/041akq887","country_code":"BR","type":"education","lineage":["https://openalex.org/I4104125"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jose Francisco Santos Silveira Junior","raw_affiliation_strings":["Department of Agricultural Diagnostics and Research, Santa Catarina Federal University (UFSC), Florian\u00f3polis 88040-900, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-1576-5674","affiliations":[{"raw_affiliation_string":"Department of Agricultural Diagnostics and Research, Santa Catarina Federal University (UFSC), Florian\u00f3polis 88040-900, Brazil","institution_ids":["https://openalex.org/I4104125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009776418","display_name":"Murilo Ferreira de Carvalho","orcid":"https://orcid.org/0000-0001-6438-5702","observed_orcids":["https://orcid.org/0000-0001-6438-5702"]},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Murilo Ferreira de Carvalho","raw_affiliation_strings":["Pharmacy Faculty, Goi\u00e1s Federal University (UFG), Goi\u00e2nia 74605-170, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-6438-5702","affiliations":[{"raw_affiliation_string":"Pharmacy Faculty, Goi\u00e1s Federal University (UFG), Goi\u00e2nia 74605-170, Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064334131","display_name":"Eric de Souza Gil","orcid":"https://orcid.org/0000-0001-9161-0127","observed_orcids":["https://orcid.org/0000-0001-9161-0127"]},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Eric de Souza Gil","raw_affiliation_strings":["Pharmacy Faculty, Goi\u00e1s Federal University (UFG), Goi\u00e2nia 74605-170, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-9161-0127","affiliations":[{"raw_affiliation_string":"Pharmacy Faculty, Goi\u00e1s Federal University (UFG), Goi\u00e2nia 74605-170, Brazil","institution_ids":["https://openalex.org/I68106152"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5046896018"],"corresponding_institution_ids":["https://openalex.org/I68106152"],"apc_list":{"value":1000,"currency":"CHF","value_usd":1080},"apc_paid":{"value":1000,"currency":"CHF","value_usd":1080},"fwci":0.2826,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.37282101,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"2","issue":"3","first_page":"715","last_page":"719"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9814000129699707,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9814000129699707,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12388","display_name":"Identification and Quantification in Food","score":0.01269999984651804,"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/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.003700000001117587,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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"}}],"keywords":[{"id":"https://openalex.org/keywords/arrowroot","display_name":"arrowroot","score":0.925000011920929},{"id":"https://openalex.org/keywords/cassava-starch","display_name":"cassava starch","score":0.8600000143051147},{"id":"https://openalex.org/keywords/starch-adulteration","display_name":"starch adulteration","score":0.8399999737739563},{"id":"https://openalex.org/keywords/food-fraud-detection","display_name":"food fraud detection","score":0.8090000152587891},{"id":"https://openalex.org/keywords/raman-spectroscopy","display_name":"Raman spectroscopy","score":0.9390000104904175},{"id":"https://openalex.org/keywords/chemometrics","display_name":"chemometrics","score":0.7850000262260437},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.9860000014305115},{"id":"https://openalex.org/keywords/k-means-clustering","display_name":"K-means clustering","score":0.9409999847412109}],"concepts":[{"id":"https://openalex.org/C151304367","wikidata":"https://www.wikidata.org/wiki/Q910067","display_name":"Chemometrics","level":2,"score":0.8979151844978333},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.7118240594863892},{"id":"https://openalex.org/C31903555","wikidata":"https://www.wikidata.org/wiki/Q1637030","display_name":"Food science","level":1,"score":0.6497633457183838},{"id":"https://openalex.org/C40003534","wikidata":"https://www.wikidata.org/wiki/Q862228","display_name":"Raman spectroscopy","level":2,"score":0.6040661931037903},{"id":"https://openalex.org/C529335014","wikidata":"https://www.wikidata.org/wiki/Q41534","display_name":"Starch","level":2,"score":0.5479221343994141},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.42666006088256836},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.3886730968952179},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.2574123740196228},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09664943814277649},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0927550196647644},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/polysaccharides2030043","doi":"https://doi.org/10.3390/polysaccharides2030043","is_oa":true,"landing_page_url":"https://doi.org/10.3390/polysaccharides2030043","pdf_url":"https://www.mdpi.com/2673-4176/2/3/43/pdf?version=1632458190","source":{"id":"https://openalex.org/S4210221811","display_name":"Polysaccharides","issn_l":"2673-4176","issn":["2673-4176"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Polysaccharides","raw_type":"journal-article"},{"id":"pmh:oai:repositorio.unesp.br:11449/304861","doi":null,"is_oa":true,"landing_page_url":"http://doi.org/10.3390/polysaccharides2030043","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"instacron:UNESP","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:ade56d08bd22405e82715c34c3735b0d","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/ade56d08bd22405e82715c34c3735b0d","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":"Polysaccharides, Vol 2, Iss 3, Pp 715-719 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/polysaccharides2030043","doi":"https://doi.org/10.3390/polysaccharides2030043","is_oa":true,"landing_page_url":"https://doi.org/10.3390/polysaccharides2030043","pdf_url":"https://www.mdpi.com/2673-4176/2/3/43/pdf?version=1632458190","source":{"id":"https://openalex.org/S4210221811","display_name":"Polysaccharides","issn_l":"2673-4176","issn":["2673-4176"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Polysaccharides","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8409000039100647,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3200747248.pdf","grobid_xml":"https://content.openalex.org/works/W3200747248.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W1977556410","https://openalex.org/W1986779924","https://openalex.org/W2015487220","https://openalex.org/W2030282403","https://openalex.org/W2327012287","https://openalex.org/W2911701917","https://openalex.org/W3035495579","https://openalex.org/W3041934497","https://openalex.org/W3080095258","https://openalex.org/W3113338119","https://openalex.org/W3123088541","https://openalex.org/W3169055270","https://openalex.org/W4242289937"],"related_works":["https://openalex.org/W3123088541","https://openalex.org/W4226030603","https://openalex.org/W4366571904","https://openalex.org/W3080646488","https://openalex.org/W1988119125","https://openalex.org/W2080707830","https://openalex.org/W2308348992","https://openalex.org/W4402813153","https://openalex.org/W4389680470","https://openalex.org/W4402557702"],"abstract_inverted_index":{"Food":[0],"frauds":[1],"present":[2],"a":[3],"major":[4],"problem":[5],"in":[6,16,38,49,60,67,101,183],"the":[7,31,68,85,95,102,124,132,150,154,184],"foodstuff":[8],"industry.":[9],"Arrowroot":[10],"and":[11,18,33,43,53,110,119,131,141,169,190],"cassava":[12,42,52,140,168],"may":[13],"be":[14,179],"targeted":[15],"adulteration":[17,34,86],"falsification":[19],"processes.":[20],"Raman":[21,63,137,155],"analysis":[22,77,126,134],"combined":[23],"with":[24,78,153],"chemometric":[25,151],"techniques":[26],"was":[27,81,91],"proposed":[28,175],"to":[29,72,83,93,114,128,146,160,178],"identify":[30,84,161],"mixing":[32],"of":[35,70,87,97,135,139,186],"these":[36,88,104,148],"foodstuffs":[37],"commercial":[39,56],"products.":[40,89,173],"67":[41],"5":[44,54],"arrowroot":[45,55,142,189],"samples":[46,57,163],"were":[47,58,65,112,158,164,171],"prepared":[48],"laboratory.":[50],"21":[51],"purchased":[59],"local":[61],"stores.":[62],"assays":[64],"performed":[66],"range":[69],"400":[71],"2300":[73],"cm\u22121.":[74],"Principal":[75],"component":[76],"K-means":[79],"clustering":[80],"used":[82],"It":[90],"possible":[92],"observe":[94],"separation":[96],"three":[98],"different":[99],"groups":[100,105],"data,":[103],"labelled":[106],"group":[107],"1,":[108],"2":[109],"3":[111],"correspondent":[113],"cassava-like":[115],"samples,":[116,118,121],"mixed":[117,172],"arrowroot-like":[120],"respectively.":[122],"Despite":[123],"visual":[125,133],"related":[127],"sensory":[129],"characteristics":[130],"each":[136],"spectrum":[138],"not":[143],"being":[144],"able":[145,159],"differentiate":[147],"foodstuffs,":[149],"approaches":[152],"specters":[156],"data":[157],"which":[162,170],"pure":[165,167],"arrowroot,":[166],"The":[174],"approach":[176],"showed":[177],"an":[180],"effective":[181],"tool":[182],"investigation":[185],"fraud":[187],"for":[188],"cassava.":[191]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2021-09-27T00:00:00"}