{"id":"https://openalex.org/W2172254868","doi":"https://doi.org/10.1016/j.jgr.2013.11.006","title":"Discrimination of cultivation ages and cultivars of ginseng leaves using Fourier transform infrared spectroscopy combined with multivariate analysis","display_name":"Discrimination of cultivation ages and cultivars of ginseng leaves using Fourier transform infrared spectroscopy combined with multivariate analysis","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2172254868","doi":"https://doi.org/10.1016/j.jgr.2013.11.006","mag":"2172254868","pmid":"https://pubmed.ncbi.nlm.nih.gov/24558311"},"language":"en","primary_location":{"id":"doi:10.1016/j.jgr.2013.11.006","doi":"https://doi.org/10.1016/j.jgr.2013.11.006","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jgr.2013.11.006","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1226845313000079/pdf","source":{"id":"https://openalex.org/S195727172","display_name":"Journal of Ginseng Research","issn_l":"1226-8453","issn":["1226-8453","2093-4947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1"],"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":"Journal of Ginseng Research","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.sciencedirect.com/science/article/pii/S1226845313000079/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108207013","display_name":"Yong\u2010Kook Kwon","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210139925","display_name":"Korea Basic Science Institute","ror":"https://ror.org/0417sdw47","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210139925","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]},{"id":"https://openalex.org/I73616290","display_name":"Korea Research Institute of Bioscience and Biotechnology","ror":"https://ror.org/03ep23f07","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098","https://openalex.org/I73616290"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yong-Kook Kwon","raw_affiliation_strings":["Biological Resource Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, Korea ; Seoul Center, Korea Basic Science Institute, Seoul, Korea","Biological Resource Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, Korea","Seoul Center, Korea Basic Science Institute, Seoul, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biological Resource Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, Korea ; Seoul Center, Korea Basic Science Institute, Seoul, Korea","institution_ids":["https://openalex.org/I4210139925","https://openalex.org/I73616290"]},{"raw_affiliation_string":"Biological Resource Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, Korea","institution_ids":["https://openalex.org/I73616290"]},{"raw_affiliation_string":"Seoul Center, Korea Basic Science Institute, Seoul, Korea","institution_ids":["https://openalex.org/I4210139925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005250977","display_name":"Myung Suk Ahn","orcid":"https://orcid.org/0000-0003-3886-3381","observed_orcids":["https://orcid.org/0000-0003-3886-3381"]},"institutions":[{"id":"https://openalex.org/I73616290","display_name":"Korea Research Institute of Bioscience and Biotechnology","ror":"https://ror.org/03ep23f07","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098","https://openalex.org/I73616290"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Myung Suk Ahn","raw_affiliation_strings":["Greenbio Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Greenbio Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, Korea","institution_ids":["https://openalex.org/I73616290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072546829","display_name":"Jong Suk Park","orcid":"https://orcid.org/0000-0002-5385-1373","observed_orcids":["https://orcid.org/0000-0002-5385-1373"]},"institutions":[{"id":"https://openalex.org/I4210155658","display_name":"Jeonbuk Agricultural Research & Extension Services","ror":"https://ror.org/04bqc4a69","country_code":"KR","type":"facility","lineage":["https://openalex.org/I4210155658"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jong Suk Park","raw_affiliation_strings":["Jeollabuk-do, Agricultural Research and Extension Services, Iksan, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jeollabuk-do, Agricultural Research and Extension Services, Iksan, Korea","institution_ids":["https://openalex.org/I4210155658"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109308787","display_name":"Jang Ryol Liu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I73616290","display_name":"Korea Research Institute of Bioscience and Biotechnology","ror":"https://ror.org/03ep23f07","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098","https://openalex.org/I73616290"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jang Ryol Liu","raw_affiliation_strings":["Greenbio Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Greenbio Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, Korea","institution_ids":["https://openalex.org/I73616290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025931041","display_name":"Dong Su In","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I206597221","display_name":"Kongju National University","ror":"https://ror.org/0373nm262","country_code":"KR","type":"education","lineage":["https://openalex.org/I206597221"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dong Su In","raw_affiliation_strings":["Department of Biology Education, Gongju National University, Gongju, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biology Education, Gongju National University, Gongju, Korea","institution_ids":["https://openalex.org/I206597221"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056256068","display_name":"Byung Whan Min","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Byung Whan Min","raw_affiliation_strings":["School of Ecological and Environmental System, Kyungpook National University, Sangju, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Ecological and Environmental System, Kyungpook National University, Sangju, Korea","institution_ids":["https://openalex.org/I31419693"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016913337","display_name":"Suk Weon Kim","orcid":"https://orcid.org/0000-0002-0350-0022","observed_orcids":["https://orcid.org/0000-0002-0350-0022"]},"institutions":[{"id":"https://openalex.org/I73616290","display_name":"Korea Research Institute of Bioscience and Biotechnology","ror":"https://ror.org/03ep23f07","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098","https://openalex.org/I73616290"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Suk Weon Kim","raw_affiliation_strings":["Biological Resource Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biological Resource Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, Korea","institution_ids":["https://openalex.org/I73616290"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5016913337"],"corresponding_institution_ids":["https://openalex.org/I73616290"],"apc_list":{"value":0,"currency":"USD","value_usd":0},"apc_paid":null,"fwci":5.2278,"has_fulltext":true,"cited_by_count":50,"citation_normalized_percentile":{"value":0.95701537,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"38","issue":"1","first_page":"52","last_page":"58"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9976000189781189,"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":0.9976000189781189,"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/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.0007999999797903001,"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"}},{"id":"https://openalex.org/T11889","display_name":"Ginseng Biological Effects and Applications","score":0.0006000000284984708,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/ginseng","display_name":"ginseng","score":0.8939999938011169},{"id":"https://openalex.org/keywords/panax-ginseng","display_name":"Panax ginseng","score":0.9610000252723694},{"id":"https://openalex.org/keywords/ginseng-leaves","display_name":"ginseng leaves","score":0.8059999942779541},{"id":"https://openalex.org/keywords/cultivar-identification","display_name":"cultivar identification","score":0.8679999709129333},{"id":"https://openalex.org/keywords/cultivation-age","display_name":"cultivation age","score":0.9449999928474426},{"id":"https://openalex.org/keywords/ftir-spectroscopy","display_name":"FTIR spectroscopy","score":0.8709999918937683},{"id":"https://openalex.org/keywords/partial-least-squares-discriminant-analysis","display_name":"PLS-DA","score":0.8709999918937683},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.7559999823570251},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"hierarchical clustering","score":0.6869999766349792}],"concepts":[{"id":"https://openalex.org/C2779232237","wikidata":"https://www.wikidata.org/wiki/Q20817212","display_name":"Ginseng","level":3,"score":0.8041929006576538},{"id":"https://openalex.org/C197321923","wikidata":"https://www.wikidata.org/wiki/Q4886","display_name":"Cultivar","level":2,"score":0.7936742305755615},{"id":"https://openalex.org/C172312944","wikidata":"https://www.wikidata.org/wiki/Q1957903","display_name":"Dendrogram","level":4,"score":0.6821373701095581},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.6145914793014526},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.6072540283203125},{"id":"https://openalex.org/C38180746","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate analysis","level":2,"score":0.565736711025238},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.5426517128944397},{"id":"https://openalex.org/C144027150","wikidata":"https://www.wikidata.org/wiki/Q48803","display_name":"Horticulture","level":1,"score":0.4964202046394348},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.47939610481262207},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4678543210029602},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.4660393297672272},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.19500267505645752},{"id":"https://openalex.org/C81977670","wikidata":"https://www.wikidata.org/wiki/Q585259","display_name":"Genetic diversity","level":3,"score":0.07670268416404724},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.06256726384162903},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0542980432510376},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.1016/j.jgr.2013.11.006","doi":"https://doi.org/10.1016/j.jgr.2013.11.006","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jgr.2013.11.006","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1226845313000079/pdf","source":{"id":"https://openalex.org/S195727172","display_name":"Journal of Ginseng Research","issn_l":"1226-8453","issn":["1226-8453","2093-4947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1"],"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":"Journal of Ginseng Research","raw_type":"journal-article"},{"id":"pmid:24558311","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/24558311","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":"Journal of ginseng research","raw_type":"Journal Article"},{"id":"pmh:oai:europepmc.org:2911840","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/3915324","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:3915324","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/3915324","pdf_url":null,"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,"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":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Ginseng Res","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:c6272ec84efe43c49fb0c225a8bcc3c9","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/c6272ec84efe43c49fb0c225a8bcc3c9","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":"Journal of Ginseng Research, Vol 38, Iss 1, Pp 52-58 (2014)","raw_type":"article"},{"id":"pmh:oai:http://repository.kribb.re.kr:8080/:201005/11834","doi":null,"is_oa":false,"landing_page_url":"http://doi.org/10.1016/j.jgr.2013.11.006","pdf_url":null,"source":{"id":"https://openalex.org/S4406922719","display_name":"KRIBB Repository","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"/dspace/upload/original/12143.pdf","raw_type":"Article"},{"id":"pmh:oai:https://repository.kribb.re.kr:201005/11834","doi":null,"is_oa":false,"landing_page_url":"http://doi.org/10.1016/j.jgr.2013.11.006","pdf_url":null,"source":{"id":"https://openalex.org/S4406922719","display_name":"KRIBB Repository","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"/dspace/upload/original/12143.pdf","raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1016/j.jgr.2013.11.006","doi":"https://doi.org/10.1016/j.jgr.2013.11.006","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jgr.2013.11.006","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1226845313000079/pdf","source":{"id":"https://openalex.org/S195727172","display_name":"Journal of Ginseng Research","issn_l":"1226-8453","issn":["1226-8453","2093-4947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1"],"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":"Journal of Ginseng Research","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.8409000039100647}],"sustainable_development_goals_aurora":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.6499999761581421}],"study_designs":[],"awards":[{"id":"https://openalex.org/G94568032","display_name":null,"funder_award_id":"NRF-2011-0030880","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322035","display_name":"Rural Development Administration","ror":"https://ror.org/03xs9yg50"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2172254868.pdf","grobid_xml":"https://content.openalex.org/works/W2172254868.grobid-xml"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W562529763","https://openalex.org/W609590595","https://openalex.org/W1533609626","https://openalex.org/W1558203800","https://openalex.org/W1680392829","https://openalex.org/W1684214816","https://openalex.org/W1742326761","https://openalex.org/W1890031661","https://openalex.org/W1966256664","https://openalex.org/W1967761707","https://openalex.org/W1968257325","https://openalex.org/W1968509555","https://openalex.org/W1969330016","https://openalex.org/W1976551484","https://openalex.org/W1982916425","https://openalex.org/W1984248318","https://openalex.org/W1988178885","https://openalex.org/W1988915740","https://openalex.org/W1998793523","https://openalex.org/W2002731187","https://openalex.org/W2004167408","https://openalex.org/W2004693248","https://openalex.org/W2005475875","https://openalex.org/W2015714576","https://openalex.org/W2016185959","https://openalex.org/W2031378464","https://openalex.org/W2031998142","https://openalex.org/W2034902228","https://openalex.org/W2036985207","https://openalex.org/W2041524826","https://openalex.org/W2041936180","https://openalex.org/W2044709917","https://openalex.org/W2044966353","https://openalex.org/W2052222399","https://openalex.org/W2052260005","https://openalex.org/W2056185388","https://openalex.org/W2059167861","https://openalex.org/W2068741557","https://openalex.org/W2071404823","https://openalex.org/W2071717141","https://openalex.org/W2073371125","https://openalex.org/W2082098706","https://openalex.org/W2091381615","https://openalex.org/W2093496383","https://openalex.org/W2093588963","https://openalex.org/W2097230673","https://openalex.org/W2106981570","https://openalex.org/W2123657115","https://openalex.org/W2129785595","https://openalex.org/W2146561348","https://openalex.org/W2151993267","https://openalex.org/W2154345609","https://openalex.org/W2155137802","https://openalex.org/W2162314707","https://openalex.org/W2163539844","https://openalex.org/W2293974394","https://openalex.org/W2314326933","https://openalex.org/W2416412704","https://openalex.org/W6615827446","https://openalex.org/W6633423760","https://openalex.org/W6637366727","https://openalex.org/W6637386731","https://openalex.org/W6674781384","https://openalex.org/W6697081961","https://openalex.org/W6716138032"],"related_works":["https://openalex.org/W2052589448","https://openalex.org/W2765337000","https://openalex.org/W3104072235","https://openalex.org/W2391447249","https://openalex.org/W2312955079","https://openalex.org/W2350996391","https://openalex.org/W2066119650","https://openalex.org/W4224057882","https://openalex.org/W1993173579","https://openalex.org/W1976126997"],"abstract_inverted_index":{"To":[0],"determine":[1],"whether":[2],"Fourier":[3],"transform":[4],"(FT)-IR":[5],"spectral":[6,71,94],"analysis":[7,11,78,90,160],"combined":[8,157],"with":[9,158],"multivariate":[10,159],"of":[12,26,33,91,138,173,202],"whole-cell":[13],"extracts":[14],"from":[15,161],"ginseng":[16,97,162,174],"leaves":[17,98,163],"can":[18,164],"be":[19,165,186],"applied":[20,166],"as":[21,167,188],"a":[22,31,110,129,146,189],"high-throughput":[23],"discrimination":[24,137],"system":[25],"cultivation":[27,57,111,118,141,177],"ages":[28,58,142],"and":[29,50,54,63,79,140,176,191],"cultivars,":[30],"total":[32,34],"480":[35],"leaf":[36,101,121],"samples":[37,102,122],"belonging":[38],"to":[39,43,68],"12":[40],"categories":[41],"corresponding":[42],"four":[44,126],"different":[45,56],"cultivars":[46,139,175],"(Yunpung,":[47],"Kumpung,":[48],"Chunpung,":[49],"an":[51,168],"open-pollinated":[52],"variety)":[53],"three":[55,107],"(1":[59],"yr,":[60,62],"2":[61],"3":[64],"yr)":[65],"were":[66,73,103,123],"subjected":[67],"FT-IR.":[69],"The":[70,132],"data":[72,95],"analyzed":[74],"by":[75],"principal":[76],"component":[77],"partial":[80],"least":[81],"squares-discriminant":[82],"analysis.":[83],"A":[84],"dendrogram":[85],"based":[86],"on":[87,96],"hierarchical":[88],"clustering":[89],"the":[92,116,154,199],"FT-IR":[93,155],"showed":[99],"that":[100,153,182],"initially":[104],"segregated":[105],"into":[106,125],"groups":[108],"in":[109,128,145],"age-dependent":[112],"manner.":[113,131],"Then,":[114],"within":[115],"same":[117],"age":[119],"group,":[120],"clustered":[124],"subgroups":[127],"cultivar-dependent":[130],"overall":[133],"prediction":[134],"accuracy":[135],"for":[136,171,197],"was":[143],"94.8%":[144],"cross-validation":[147],"test.":[148],"These":[149],"results":[150],"clearly":[151],"show":[152],"spectra":[156],"alternative":[169],"tool":[170,196],"discriminating":[172],"ages.":[178],"Therefore,":[179],"we":[180],"suggest":[181],"this":[183],"result":[184],"could":[185],"used":[187],"rapid":[190],"reliable":[192],"F1":[193],"hybrid":[194],"seed-screening":[195],"accelerating":[198],"conventional":[200],"breeding":[201],"ginseng.":[203]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":9},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":1}],"updated_date":"2026-09-11T09:22:31.653822","created_date":"2025-10-10T00:00:00"}
