{"id":"https://openalex.org/W3197701719","doi":null,"title":"Detection of Adulteration in New Zealand High Value Dairy Products Using NMR-Based Metabolomics: A Chemometrics Approach","display_name":"Detection of Adulteration in New Zealand High Value Dairy Products Using NMR-Based Metabolomics: A Chemometrics Approach","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3197701719","mag":"3197701719"},"language":"en","primary_location":{"id":"pmh:oai:alma.64OTAGO_INST:11396609800001891","doi":null,"is_oa":true,"landing_page_url":"https://ourarchive.otago.ac.nz/esploro/outputs/graduate/Detection-of-Adulteration-in-New-Zealand/9926478903401891","pdf_url":"https://ourarchive.otago.ac.nz/view/delivery/64OTAGO_INST/12396609790001891/13397294070001891","source":{"id":"https://openalex.org/S4306402094","display_name":"Otago University Research Archive (University of Otago)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I80281795","host_organization_name":"University of Otago","host_organization_lineage":["https://openalex.org/I80281795"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Masters Thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ourarchive.otago.ac.nz/view/delivery/64OTAGO_INST/12396609790001891/13397294070001891","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023783188","display_name":"Neysa Wendy Setyadi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Neysa Wendy Setyadi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5023783188"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.4860999882221222,"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":0.4860999882221222,"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":0.4657999873161316,"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/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.019600000232458115,"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/milk-adulteration","display_name":"milk adulteration","score":0.8759999871253967},{"id":"https://openalex.org/keywords/goat-milk","display_name":"goat milk","score":0.7670000195503235},{"id":"https://openalex.org/keywords/sheep-milk","display_name":"sheep milk","score":1.0},{"id":"https://openalex.org/keywords/cow-s-milk","display_name":"cow's milk","score":0.9480000138282776},{"id":"https://openalex.org/keywords/nmr-based-metabolomics","display_name":"NMR metabolomics","score":0.7409999966621399},{"id":"https://openalex.org/keywords/1h-nmr-fingerprinting","display_name":"1H NMR fingerprinting","score":0.9269999861717224},{"id":"https://openalex.org/keywords/milk-powder","display_name":"milk powder","score":0.4560000002384186},{"id":"https://openalex.org/keywords/species-discrimination","display_name":"species discrimination","score":0.6190000176429749},{"id":"https://openalex.org/keywords/metabolic-profiling","display_name":"metabolite profiling","score":0.5799999833106995},{"id":"https://openalex.org/keywords/chemometrics","display_name":"chemometrics","score":0.6140000224113464}],"concepts":[{"id":"https://openalex.org/C151304367","wikidata":"https://www.wikidata.org/wiki/Q910067","display_name":"Chemometrics","level":2,"score":0.9453037977218628},{"id":"https://openalex.org/C21565614","wikidata":"https://www.wikidata.org/wiki/Q12149006","display_name":"Metabolomics","level":2,"score":0.6313190460205078},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.44789960980415344},{"id":"https://openalex.org/C113196181","wikidata":"https://www.wikidata.org/wiki/Q485223","display_name":"Analytical Chemistry (journal)","level":2,"score":0.3445858061313629},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.3094364404678345},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.29894447326660156},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.29780828952789307},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.16361713409423828}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:alma.64OTAGO_INST:11396609800001891","doi":null,"is_oa":true,"landing_page_url":"https://ourarchive.otago.ac.nz/esploro/outputs/graduate/Detection-of-Adulteration-in-New-Zealand/9926478903401891","pdf_url":"https://ourarchive.otago.ac.nz/view/delivery/64OTAGO_INST/12396609790001891/13397294070001891","source":{"id":"https://openalex.org/S4306402094","display_name":"Otago University Research Archive (University of Otago)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I80281795","host_organization_name":"University of Otago","host_organization_lineage":["https://openalex.org/I80281795"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Masters Thesis"},{"id":"pmh:oai:ourarchive.otago.ac.nz:10523/12121","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10523/12121","pdf_url":"http://hdl.handle.net/10523/12121","source":{"id":"https://openalex.org/S4306402094","display_name":"Otago University Research Archive (University of Otago)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I80281795","host_organization_name":"University of Otago","host_organization_lineage":["https://openalex.org/I80281795"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis or Dissertation"},{"id":"mag:3197701719","doi":null,"is_oa":false,"landing_page_url":"https://ourarchive.otago.ac.nz/handle/10523/12121","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:alma.64OTAGO_INST:11396609800001891","doi":null,"is_oa":true,"landing_page_url":"https://ourarchive.otago.ac.nz/esploro/outputs/graduate/Detection-of-Adulteration-in-New-Zealand/9926478903401891","pdf_url":"https://ourarchive.otago.ac.nz/view/delivery/64OTAGO_INST/12396609790001891/13397294070001891","source":{"id":"https://openalex.org/S4306402094","display_name":"Otago University Research Archive (University of Otago)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I80281795","host_organization_name":"University of Otago","host_organization_lineage":["https://openalex.org/I80281795"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Masters Thesis"},"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.8409000039100647}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3197701719.pdf","grobid_xml":"https://content.openalex.org/works/W3197701719.grobid-xml"},"referenced_works_count":283,"referenced_works":["https://openalex.org/W82717984","https://openalex.org/W84108490","https://openalex.org/W127067026","https://openalex.org/W138769031","https://openalex.org/W149846821","https://openalex.org/W338466490","https://openalex.org/W601411035","https://openalex.org/W605824061","https://openalex.org/W625005715","https://openalex.org/W771823487","https://openalex.org/W821925889","https://openalex.org/W1014255509","https://openalex.org/W1189783812","https://openalex.org/W1487830630","https://openalex.org/W1497450522","https://openalex.org/W1505798216","https://openalex.org/W1543844924","https://openalex.org/W1563729600","https://openalex.org/W1577566833","https://openalex.org/W1600063317","https://openalex.org/W1782537524","https://openalex.org/W1849082236","https://openalex.org/W1882271810","https://openalex.org/W1940404359","https://openalex.org/W1947392633","https://openalex.org/W1965843323","https://openalex.org/W1966310555","https://openalex.org/W1966950252","https://openalex.org/W1968877851","https://openalex.org/W1970184845","https://openalex.org/W1970458547","https://openalex.org/W1970709685","https://openalex.org/W1971354355","https://openalex.org/W1971606140","https://openalex.org/W1974233242","https://openalex.org/W1974387820","https://openalex.org/W1978585143","https://openalex.org/W1981316227","https://openalex.org/W1982698230","https://openalex.org/W1985000400","https://openalex.org/W1985006402","https://openalex.org/W1991501908","https://openalex.org/W1992483596","https://openalex.org/W1993494824","https://openalex.org/W1994717869","https://openalex.org/W1996091806","https://openalex.org/W1996552445","https://openalex.org/W2001506993","https://openalex.org/W2002991893","https://openalex.org/W2004263304","https://openalex.org/W2004725649","https://openalex.org/W2007307339","https://openalex.org/W2009370777","https://openalex.org/W2009648338","https://openalex.org/W2009978372","https://openalex.org/W2010343846","https://openalex.org/W2010507055","https://openalex.org/W2010900439","https://openalex.org/W2012776860","https://openalex.org/W2013286552","https://openalex.org/W2013364997","https://openalex.org/W2015426117","https://openalex.org/W2018244852","https://openalex.org/W2020142854","https://openalex.org/W2020375701","https://openalex.org/W2023807377","https://openalex.org/W2024159299","https://openalex.org/W2025318885","https://openalex.org/W2027584386","https://openalex.org/W2029569214","https://openalex.org/W2032380667","https://openalex.org/W2034636375","https://openalex.org/W2036890456","https://openalex.org/W2039064121","https://openalex.org/W2039902690","https://openalex.org/W2043849928","https://openalex.org/W2044205284","https://openalex.org/W2044363194","https://openalex.org/W2046395826","https://openalex.org/W2048288431","https://openalex.org/W2049360435","https://openalex.org/W2049932354","https://openalex.org/W2050918106","https://openalex.org/W2052704164","https://openalex.org/W2053362243","https://openalex.org/W2054705508","https://openalex.org/W2055637126","https://openalex.org/W2056263311","https://openalex.org/W2057658657","https://openalex.org/W2059334670","https://openalex.org/W2059901946","https://openalex.org/W2061053657","https://openalex.org/W2061968727","https://openalex.org/W2062042137","https://openalex.org/W2063413912","https://openalex.org/W2064561803","https://openalex.org/W2064578593","https://openalex.org/W2067408251","https://openalex.org/W2070038302","https://openalex.org/W2071131614","https://openalex.org/W2073145032","https://openalex.org/W2073421020","https://openalex.org/W2073503722","https://openalex.org/W2074239155","https://openalex.org/W2075109094","https://openalex.org/W2075221581","https://openalex.org/W2077061294","https://openalex.org/W2080010557","https://openalex.org/W2081113759","https://openalex.org/W2084679717","https://openalex.org/W2085363536","https://openalex.org/W2085578084","https://openalex.org/W2086282566","https://openalex.org/W2088086588","https://openalex.org/W2088576491","https://openalex.org/W2088944177","https://openalex.org/W2089632603","https://openalex.org/W2092664207","https://openalex.org/W2092948235","https://openalex.org/W2093557337","https://openalex.org/W2094106919","https://openalex.org/W2094543402","https://openalex.org/W2095800985","https://openalex.org/W2097465743","https://openalex.org/W2102901344","https://openalex.org/W2103658609","https://openalex.org/W2105611488","https://openalex.org/W2107855914","https://openalex.org/W2109125639","https://openalex.org/W2111198160","https://openalex.org/W2114232042","https://openalex.org/W2115461419","https://openalex.org/W2116588486","https://openalex.org/W2117592869","https://openalex.org/W2119404444","https://openalex.org/W2121478438","https://openalex.org/W2122547531","https://openalex.org/W2122733240","https://openalex.org/W2124250809","https://openalex.org/W2124836910","https://openalex.org/W2127738924","https://openalex.org/W2128645245","https://openalex.org/W2128708864","https://openalex.org/W2130478440","https://openalex.org/W2132017547","https://openalex.org/W2132066552","https://openalex.org/W2136052410","https://openalex.org/W2138013973","https://openalex.org/W2140751740","https://openalex.org/W2141218040","https://openalex.org/W2149603583","https://openalex.org/W2153737076","https://openalex.org/W2155935429","https://openalex.org/W2158980446","https://openalex.org/W2160384736","https://openalex.org/W2160517070","https://openalex.org/W2164571819","https://openalex.org/W2165369695","https://openalex.org/W2166696373","https://openalex.org/W2166786718","https://openalex.org/W2167363305","https://openalex.org/W2169644774","https://openalex.org/W2176573227","https://openalex.org/W2181492483","https://openalex.org/W2185625550","https://openalex.org/W2206629537","https://openalex.org/W2220472502","https://openalex.org/W2232930555","https://openalex.org/W2257636449","https://openalex.org/W2272586376","https://openalex.org/W2283475558","https://openalex.org/W2285540013","https://openalex.org/W2285624860","https://openalex.org/W2293319575","https://openalex.org/W2294798173","https://openalex.org/W2295124130","https://openalex.org/W2297308084","https://openalex.org/W2298013381","https://openalex.org/W2323384630","https://openalex.org/W2327371542","https://openalex.org/W2334707000","https://openalex.org/W2410249852","https://openalex.org/W2410852567","https://openalex.org/W2418776039","https://openalex.org/W2461277684","https://openalex.org/W2462597051","https://openalex.org/W2497404820","https://openalex.org/W2510243693","https://openalex.org/W2520784563","https://openalex.org/W2524578434","https://openalex.org/W2547698094","https://openalex.org/W2547927232","https://openalex.org/W2553331435","https://openalex.org/W2553799925","https://openalex.org/W2554974328","https://openalex.org/W2559848180","https://openalex.org/W2562242166","https://openalex.org/W2565412951","https://openalex.org/W2571934013","https://openalex.org/W2574685981","https://openalex.org/W2587482616","https://openalex.org/W2592733316","https://openalex.org/W2593515638","https://openalex.org/W2595886978","https://openalex.org/W2596719579","https://openalex.org/W2601979860","https://openalex.org/W2602043839","https://openalex.org/W2604080057","https://openalex.org/W2607303579","https://openalex.org/W2618443986","https://openalex.org/W2618771898","https://openalex.org/W2620378345","https://openalex.org/W2725171488","https://openalex.org/W2734398679","https://openalex.org/W2742440388","https://openalex.org/W2750586325","https://openalex.org/W2751608680","https://openalex.org/W2751937047","https://openalex.org/W2765300717","https://openalex.org/W2766300188","https://openalex.org/W2768549104","https://openalex.org/W2768850305","https://openalex.org/W2770977755","https://openalex.org/W2775202495","https://openalex.org/W2792066564","https://openalex.org/W2793153829","https://openalex.org/W2793222979","https://openalex.org/W2795378759","https://openalex.org/W2801104030","https://openalex.org/W2805132097","https://openalex.org/W2805275649","https://openalex.org/W2805830302","https://openalex.org/W2806757837","https://openalex.org/W2807326971","https://openalex.org/W2810548347","https://openalex.org/W2811504065","https://openalex.org/W2888197700","https://openalex.org/W2889124064","https://openalex.org/W2890174602","https://openalex.org/W2891937156","https://openalex.org/W2895205197","https://openalex.org/W2897289151","https://openalex.org/W2899942657","https://openalex.org/W2900260518","https://openalex.org/W2900690725","https://openalex.org/W2902029552","https://openalex.org/W2904870786","https://openalex.org/W2913997317","https://openalex.org/W2922199485","https://openalex.org/W2941671174","https://openalex.org/W2943377030","https://openalex.org/W2943724156","https://openalex.org/W2946228386","https://openalex.org/W2954206878","https://openalex.org/W2955080078","https://openalex.org/W2960791651","https://openalex.org/W2962237870","https://openalex.org/W2964557909","https://openalex.org/W2966092511","https://openalex.org/W2966262578","https://openalex.org/W2969689073","https://openalex.org/W2972148293","https://openalex.org/W2978147356","https://openalex.org/W2979736744","https://openalex.org/W2980600053","https://openalex.org/W2980815767","https://openalex.org/W2987505956","https://openalex.org/W2989751708","https://openalex.org/W3001444536","https://openalex.org/W3004207536","https://openalex.org/W3012208022","https://openalex.org/W3015666674","https://openalex.org/W3021109944","https://openalex.org/W3025413886","https://openalex.org/W3028156308","https://openalex.org/W3049328904","https://openalex.org/W3081515815","https://openalex.org/W3098460183","https://openalex.org/W3111175310","https://openalex.org/W3216407593","https://openalex.org/W4234553509","https://openalex.org/W4239629847","https://openalex.org/W4294402008"],"related_works":["https://openalex.org/W2547698094","https://openalex.org/W2914162457","https://openalex.org/W2412428163","https://openalex.org/W2113841018","https://openalex.org/W3036729795","https://openalex.org/W1254491568","https://openalex.org/W2080855052","https://openalex.org/W4226327365","https://openalex.org/W2385206755","https://openalex.org/W2960791651"],"abstract_inverted_index":{"New":[0],"Zealand":[1],"(NZ)":[2],"is":[3,33,76,142,151,186,206,234,471,563],"the":[4,28,39,43,78,136,162,187,201,210,238,261,269,286,293,349,360,371,379,451,472,502,509,513,530,554,567,570],"world\u2019s":[5],"largest":[6],"exporter":[7],"of":[8,30,38,71,80,95,138,164,178,189,200,213,227,246,248,256,302,309,341,352,359,407,420,444,446,464,466,491,499,532,545,556,569],"dairy":[9,91],"products.":[10,68],"NZ":[11,31,56,219,249,278,477,492],"milk":[12,32,41,49,58,62,75,82,99,116,124,133,214,220,478,515,547],"products":[13,92],"are":[14,50,64,221],"known":[15,144],"for":[16,135,161,240,289,319,329,529,536],"their":[17,228],"\u2018clean":[18],"and":[19,47,60,73,115,158,171,180,251,281,304,314,323,344,355,366,390,400,424,434,456,486,494,517,523,535,539,552],"green\u2019":[20],"reputation":[21],"with":[22,107,131,253,306,426,448,468,496],"high":[23,172],"nutritional":[24],"properties.":[25,230],"In":[26,54,120,268,292,377],"fact,":[27,55],"quality":[29],"perceived":[34],"to":[35,154,236,276,284,299,475,488,565],"be":[36,105,129,169,459],"one":[37],"best":[40],"in":[42,52,84,216,225,244,348,375,416,422,507,512,540],"world.":[44],"Cow,":[45],"goat,":[46],"sheep":[48,61,74,580],"produced":[51,215],"NZ.":[53,85,217],"goat":[57,72,578],"(GM)":[59],"(SM)":[63],"considered":[65],"as":[66,145,396,404,440,461,550],"high-value":[67,90],"The":[69],"price":[70,79],"2-3x":[77],"cow":[81,576],"(CM)":[83,134],"These":[86],"facts":[87],"put":[88],"these":[89],"at":[93],"risks":[94],"fraudulent":[96],"activities":[97],"like":[98],"adulteration":[100,148,247,301,421,445,465,490,582],"or":[101],"counterfeit.":[102],"Milk":[103],"can":[104,458],"adulterated":[106,130],"different":[108,254,307,497,514,546],"adulterants":[109],"including":[110],"water,":[111],"vegetable":[112],"protein,":[113],"whey,":[114],"from":[117],"another":[118],"species.":[119,291],"other":[121,452,557],"cases,":[122],"expensive":[123],"(e.g.,":[125,560],"GM,":[126,280,354,378,481],"SM)":[127,482],"could":[128],"cheap":[132],"purpose":[137],"economic":[139],"gain.":[140],"This":[141],"also":[143,327,414,527,553],"economically":[146],"motivated":[147],"(EMA).":[149],"It":[150],"therefore":[152],"important":[153],"develop":[155],"quick,":[156],"effective,":[157],"robust":[159,170],"tools":[160],"detection":[163,245,340],"adulteration.":[165],"Such":[166],"techniques":[167,559],"must":[168],"throughput":[173],"requires":[174],"a":[175,441],"small":[176],"amount":[177],"sample,":[179],"highly":[181],"reproducible.":[182],"Of":[183],"particular":[184],"interest":[185],"application":[188],"proton":[190],"nuclear":[191],"magnetic":[192],"resonance":[193],"(1H-NMR)":[194],"fingerprinting":[195,334,558],"technique,":[196],"which":[197],"meets":[198],"most":[199],"mentioned":[202],"requirements.\\n\\nTo":[203],"date,":[204],"there":[205],"limited":[207],"information":[208],"on":[209,429],"metabolite":[211],"composition":[212],"Moreover,":[218],"not":[222],"well":[223],"studied":[224],"terms":[226],"compositional":[229],"Therefore,":[231],"this":[232],"thesis":[233],"aimed":[235],"explore":[237],"capability":[239],"NMR-based":[241,484],"metabolomics":[242],"technique":[243,335,504],"GM":[250,303,423,447,493],"SM":[252,282,305,425,467,495],"concentrations":[255,308,498],"CM.":[257,310,376,427,449,500],"To":[258],"achieve":[259],"this,":[260],"study":[262,474],"was":[263,274,297,413,438,505],"split":[264],"into":[265],"two":[266],"parts.":[267],"first":[270,473],"part,":[271,295],"NMR":[272,296,333,411,533],"spectroscopy":[273,412],"used":[275,298],"characterise":[277],"CM,":[279,353],"powder":[283],"select":[285],"discriminant":[287,373,381,405],"metabolites":[288,346,510],"each":[290],"second":[294],"detect":[300,489],"Advanced":[311,520],"chemometrics":[312,338,521],"(supervised":[313,522],"unsupervised":[315,524],"approaches)":[316],"were":[317,326,369,402,526],"applied":[318],"data":[320],"interpretation.":[321],"SPSS":[322],"R":[324],"studio":[325],"employed":[328],"statistical":[330],"analysis.":[331],"\\n\\nOverall,":[332],"alongside":[336],"advanced":[337],"enabled":[339],"17,":[342],"24,":[343],"23":[345],"present":[347,511,571],"water-soluble":[350],"fractions":[351,548],"SM,":[356],"respectively.":[357],"Out":[358],"identified":[361],"metabolites,":[362,584],"carbohydrates,":[363,389],"carboxylic":[364,391,397],"acid,":[365,385,387,398],"amino":[367,384],"acid":[368],"amongst":[370],"selected":[372,380,403,439],"compounds":[374,382,394],"include":[383],"fatty":[386],"nucleosides,":[388],"acid.":[392],"Lastly,":[393],"such":[395],"carbohydrate,":[399],"nucleotide":[401],"markers":[406,419,463,585],"SM.":[408],"Following":[409],"characterization,":[410],"successful":[415,506],"identifying":[417,537],"potential":[418,462],"Based":[428],"VID":[430],"feature":[431],"selection":[432],"procedure":[433],"Tukey\u2019s":[435],"test,":[436],"phosphocholine":[437],"candidate":[442],"marker":[443],"On":[450],"hand,":[453],"N-acetyl":[454],"carbohydrates":[455],"orotate":[457],"proposed":[460],"CM.\\n\\nThis":[469],"work":[470],"characterize":[476],"types":[479,516],"(CM,":[480],"using":[483],"metabolomics,":[485,574],"attempt":[487],"Overall,":[501],"NMR-fingerprinting":[503],"characterising":[508],"detecting":[518,541],"adulterations.":[519],"approach)":[525],"suitable":[528],"interpretation":[531],"data,":[534],"discriminants,":[538],"adulterants.":[542],"Further":[543],"investigation":[544],"(such":[549],"lipid)":[551],"use":[555],"LC-Q-TOF-MS,":[561],"infrared)":[562],"needed":[564],"support":[566],"findings":[568],"study.\\n\\nKeywords:":[572],"NMR,":[573],"chemometrics,":[575],"milk,":[577,579,581],"\\ndetection,":[583]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-09-13T00:00:00"}