{"id":"https://openalex.org/W2994486801","doi":null,"title":"The use of principal component and cluster analysis to differentiate banana peel flours based on their starch and dietary fibre components.","display_name":"The use of principal component and cluster analysis to differentiate banana peel flours based on their starch and dietary fibre components.","publication_year":2010,"publication_date":"2010-08-01","ids":{"openalex":"https://openalex.org/W2994486801","mag":"2994486801","pmid":"https://pubmed.ncbi.nlm.nih.gov/24575193","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/3819067"},"language":"en","primary_location":{"id":"pmh:oai:europepmc.org:2915580","doi":null,"is_oa":true,"landing_page_url":"http://europepmc.org/articles/PMC3819067","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"","raw_type":"Text"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://europepmc.org/articles/PMC3819067","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112021204","display_name":"Saifullah Ramli","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Saifullah Ramli","raw_affiliation_strings":["Fakultas Teknik, Jurusan Teknik Kimia, Universitas Syiah Kuala, Banda Aceh, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fakultas Teknik, Jurusan Teknik Kimia, Universitas Syiah Kuala, Banda Aceh, Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100984803","display_name":"Noryati Ismail","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Noryati Ismail","raw_affiliation_strings":["Food Technology Division, School of Industrial Technology, Universiti Sains Malaysia, 11800 USM, Pulau Pinang, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Food Technology Division, School of Industrial Technology, Universiti Sains Malaysia, 11800 USM, Pulau Pinang, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018945274","display_name":"Abbas F.M. Alkarkhi","orcid":"https://orcid.org/0000-0002-8576-2797","observed_orcids":["https://orcid.org/0000-0002-8576-2797"]},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Abbas Fadhl Mubarek Alkarkhi","raw_affiliation_strings":["Environmental Technology Division, School of Industrial Technology, Universiti Sains Malaysia, 11800 USM, Pulau Pinang, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Environmental Technology Division, School of Industrial Technology, Universiti Sains Malaysia, 11800 USM, Pulau Pinang, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052587139","display_name":"Azhar Mat Easa","orcid":"https://orcid.org/0000-0002-1545-2419","observed_orcids":["https://orcid.org/0000-0002-1545-2419"]},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Azhar Mat Easa","raw_affiliation_strings":["Food Technology Division, School of Industrial Technology, Universiti Sains Malaysia, 11800 USM, Pulau Pinang, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Food Technology Division, School of Industrial Technology, Universiti Sains Malaysia, 11800 USM, Pulau Pinang, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":"21","issue":"1","first_page":"91","last_page":"100"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10140","display_name":"Food composition and properties","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2916","display_name":"Nutrition and Dietetics"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10140","display_name":"Food composition and properties","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2916","display_name":"Nutrition and Dietetics"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T14127","display_name":"Food Nutrient Composition and Product Development","score":0.003700000001117587,"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"}},{"id":"https://openalex.org/T10035","display_name":"Phytochemicals and Antioxidant Activities","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2704","display_name":"Biochemistry (medical)"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/banana-peel-flour","display_name":"banana peel flour","score":1.0},{"id":"https://openalex.org/keywords/cavendish-banana","display_name":"Cavendish banana","score":0.7540000081062317},{"id":"https://openalex.org/keywords/fruit-maturity","display_name":"fruit maturity","score":0.8560000061988831},{"id":"https://openalex.org/keywords/starch-composition","display_name":"starch composition","score":0.6029999852180481},{"id":"https://openalex.org/keywords/resistant-starch","display_name":"resistant starch","score":0.8510000109672546},{"id":"https://openalex.org/keywords/dietary-fiber","display_name":"dietary fiber","score":0.9330000281333923},{"id":"https://openalex.org/keywords/soluble-fiber","display_name":"soluble dietary fiber","score":0.8130000233650208},{"id":"https://openalex.org/keywords/insoluble-dietary-fiber","display_name":"insoluble dietary fiber","score":0.9929999709129333},{"id":"https://openalex.org/keywords/functional-food-ingredients","display_name":"functional food ingredients","score":0.8970000147819519}],"concepts":[{"id":"https://openalex.org/C2780393073","wikidata":"https://www.wikidata.org/wiki/Q7335586","display_name":"Ripeness","level":3,"score":0.8758257627487183},{"id":"https://openalex.org/C529335014","wikidata":"https://www.wikidata.org/wiki/Q41534","display_name":"Starch","level":2,"score":0.841040849685669},{"id":"https://openalex.org/C2775976191","wikidata":"https://www.wikidata.org/wiki/Q13411117","display_name":"Banana peel","level":2,"score":0.7849657535552979},{"id":"https://openalex.org/C31903555","wikidata":"https://www.wikidata.org/wiki/Q1637030","display_name":"Food science","level":1,"score":0.7403391599655151},{"id":"https://openalex.org/C2776633847","wikidata":"https://www.wikidata.org/wiki/Q574416","display_name":"Resistant starch","level":3,"score":0.7223420739173889},{"id":"https://openalex.org/C3018675036","wikidata":"https://www.wikidata.org/wiki/Q215210","display_name":"Dietary fibre","level":2,"score":0.6565466523170471},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5789773464202881},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.4471219778060913},{"id":"https://openalex.org/C172353545","wikidata":"https://www.wikidata.org/wiki/Q2121926","display_name":"Ripening","level":2,"score":0.23297563195228577},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20369333028793335},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"pmh:oai:europepmc.org:2915580","doi":null,"is_oa":true,"landing_page_url":"http://europepmc.org/articles/PMC3819067","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"","raw_type":"Text"},{"id":"pmid:24575193","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/24575193","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":"Tropical life sciences research","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:3819067","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC3819067/","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Trop Life Sci Res","raw_type":"Text"},{"id":"mag:2994486801","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/24575193","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":null,"is_accepted":false,"is_published":false,"raw_source_name":"PubMed","raw_type":null}],"best_oa_location":{"id":"pmh:oai:europepmc.org:2915580","doi":null,"is_oa":true,"landing_page_url":"http://europepmc.org/articles/PMC3819067","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.991100013256073}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W8165457","https://openalex.org/W108682637","https://openalex.org/W192148681","https://openalex.org/W1527331408","https://openalex.org/W1913608064","https://openalex.org/W1980532521","https://openalex.org/W1994380633","https://openalex.org/W1995999356","https://openalex.org/W2002589354","https://openalex.org/W2030930796","https://openalex.org/W2043242624","https://openalex.org/W2047175870","https://openalex.org/W2049526503","https://openalex.org/W2051500554","https://openalex.org/W2070279376","https://openalex.org/W2073221237","https://openalex.org/W2073621318","https://openalex.org/W2092855489","https://openalex.org/W2112440119","https://openalex.org/W2152311269","https://openalex.org/W2795739367"],"related_works":["https://openalex.org/W2058781345","https://openalex.org/W1999838824","https://openalex.org/W7126426358","https://openalex.org/W319071350","https://openalex.org/W4382796714","https://openalex.org/W2117674119","https://openalex.org/W7164848450","https://openalex.org/W2583495191","https://openalex.org/W7042840555","https://openalex.org/W1990294589"],"abstract_inverted_index":{"Banana":[0],"peel":[1],"flour":[2],"(BPF)":[3],"prepared":[4,121],"from":[5,122,125],"green":[6,68,139],"or":[7],"ripe":[8,66,85,141],"Cavendish":[9],"and":[10,35,60,67,84,101,110,140],"Dream":[11],"banana":[12,69],"fruits":[13,126],"were":[14,132],"assessed":[15],"for":[16,51],"their":[17],"total":[18,27,55],"starch":[19,22,25,59,100,109],"(TS),":[20],"digestible":[21],"(DS),":[23],"resistant":[24],"(RS),":[26],"dietary":[28,32,37,61,102,111],"fibre":[29,33,38,62,103,112],"(TDF),":[30],"soluble":[31],"(SDF)":[34],"insoluble":[36],"(IDF).":[39],"Principal":[40],"component":[41,48],"analysis":[42,72],"(PCA)":[43],"identified":[44],"that":[45,64,107],"only":[46],"1":[47],"was":[49],"responsible":[50],"93.74%":[52],"of":[53,96,127,135,138],"the":[54,58,94,108,136],"variance":[56],"in":[57,90,146],"components":[63,113],"differentiated":[65],"flours.":[70],"Cluster":[71],"(CA)":[73],"applied":[74],"to":[75,87,93,117],"similar":[76],"data":[77],"obtained":[78,124],"two":[79],"statistically":[80],"significant":[81],"clusters":[82],"(green":[83],"bananas)":[86],"indicate":[88],"difference":[89],"behaviours":[91],"according":[92],"stages":[95],"ripeness":[97],"based":[98],"on":[99],"components.":[104],"We":[105],"concluded":[106],"could":[114],"be":[115],"used":[116],"discriminate":[118],"between":[119],"flours":[120],"peels":[123],"different":[128],"ripeness.":[129],"The":[130],"results":[131],"also":[133],"suggestive":[134],"potential":[137],"BPF":[142],"as":[143],"functional":[144],"ingredients":[145],"food.":[147]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2019-12-13T00:00:00"}
