{"id":"https://openalex.org/W2561356140","doi":"https://doi.org/10.1186/s12859-016-1362-5","title":"Classification of Suncus murinus species complex (Soricidae: Crocidurinae) in Peninsular Malaysia using image analysis and machine learning approaches","display_name":"Classification of Suncus murinus species complex (Soricidae: Crocidurinae) in Peninsular Malaysia using image analysis and machine learning approaches","publication_year":2016,"publication_date":"2016-12-01","ids":{"openalex":"https://openalex.org/W2561356140","doi":"https://doi.org/10.1186/s12859-016-1362-5","mag":"2561356140","pmid":"https://pubmed.ncbi.nlm.nih.gov/28155645"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-016-1362-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-016-1362-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-016-1362-5","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-016-1362-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053294402","display_name":"Arpah Abu","orcid":"https://orcid.org/0000-0001-7072-0618"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Arpah Abu","raw_affiliation_strings":["Institute of Biological Sciences, Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia. arpah@um.edu.my","Institute of Biological Sciences, Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Institute of Biological Sciences, Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia. arpah@um.edu.my","institution_ids":[]},{"raw_affiliation_string":"Institute of Biological Sciences, Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112603998","display_name":"Lee Kien Leow","orcid":null},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Lee Kien Leow","raw_affiliation_strings":["Institute of Biological Sciences, Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Institute of Biological Sciences, Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071847629","display_name":"Rosli Ramli","orcid":"https://orcid.org/0000-0003-0410-9604"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Rosli Ramli","raw_affiliation_strings":["Institute of Biological Sciences, Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Institute of Biological Sciences, Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051367257","display_name":"Hasmahzaiti Omar","orcid":"https://orcid.org/0000-0002-9552-7360"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Hasmahzaiti Omar","raw_affiliation_strings":["Institute of Biological Sciences, Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Institute of Biological Sciences, Faculty of Science, University of Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5053294402"],"corresponding_institution_ids":["https://openalex.org/I33849332"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":2.6312,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.92167444,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"17","issue":"S19","first_page":"505","last_page":"505"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11228","display_name":"Bat Biology and Ecology Studies","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11228","display_name":"Bat Biology and Ecology Studies","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"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/T10332","display_name":"Amphibian and Reptile Biology","score":0.9858999848365784,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10199","display_name":"Wildlife Ecology and Conservation","score":0.984000027179718,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/suncus","display_name":"Suncus","score":0.8615237474441528},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6959591507911682},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.604466438293457},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5767161250114441},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5182904601097107},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5018305778503418},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4765748977661133},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.33818748593330383},{"id":"https://openalex.org/keywords/zoology","display_name":"Zoology","score":0.1247183084487915},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.08462575078010559}],"concepts":[{"id":"https://openalex.org/C2778169610","wikidata":"https://www.wikidata.org/wiki/Q645088","display_name":"Suncus","level":2,"score":0.8615237474441528},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6959591507911682},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.604466438293457},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5767161250114441},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5182904601097107},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5018305778503418},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4765748977661133},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.33818748593330383},{"id":"https://openalex.org/C90856448","wikidata":"https://www.wikidata.org/wiki/Q431","display_name":"Zoology","level":1,"score":0.1247183084487915},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.08462575078010559}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008296","descriptor_name":"Malaysia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008296","descriptor_name":"Malaysia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008296","descriptor_name":"Malaysia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012788","descriptor_name":"Shrews","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D012788","descriptor_name":"Shrews","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D012788","descriptor_name":"Shrews","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D012788","descriptor_name":"Shrews","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012788","descriptor_name":"Shrews","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012788","descriptor_name":"Shrews","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1186/s12859-016-1362-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-016-1362-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-016-1362-5","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:28155645","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28155645","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,"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":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:5259969","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5259969","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12859-016-1362-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-016-1362-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-016-1362-5","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[{"id":"https://openalex.org/G6423689367","display_name":null,"funder_award_id":"BK006-2014","funder_id":"https://openalex.org/F4320322604","funder_display_name":"Universiti Malaya"}],"funders":[{"id":"https://openalex.org/F4320322604","display_name":"Universiti Malaya","ror":"https://ror.org/00rzspn62"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2561356140.pdf","grobid_xml":"https://content.openalex.org/works/W2561356140.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W197913869","https://openalex.org/W1508960934","https://openalex.org/W1515353041","https://openalex.org/W1518654656","https://openalex.org/W1535631901","https://openalex.org/W1589709336","https://openalex.org/W1605805527","https://openalex.org/W1721895677","https://openalex.org/W1899940986","https://openalex.org/W1949923722","https://openalex.org/W1952099871","https://openalex.org/W1969747733","https://openalex.org/W1974674329","https://openalex.org/W1995182790","https://openalex.org/W2005231684","https://openalex.org/W2010893324","https://openalex.org/W2012893126","https://openalex.org/W2015066624","https://openalex.org/W2016225204","https://openalex.org/W2028573915","https://openalex.org/W2031776089","https://openalex.org/W2069499388","https://openalex.org/W2073576905","https://openalex.org/W2075091830","https://openalex.org/W2086897430","https://openalex.org/W2105357766","https://openalex.org/W2119262090","https://openalex.org/W2123426336","https://openalex.org/W2130177294","https://openalex.org/W2133231476","https://openalex.org/W2152386688","https://openalex.org/W2153571675","https://openalex.org/W2158712050","https://openalex.org/W2163096885","https://openalex.org/W2166760871","https://openalex.org/W2170782121","https://openalex.org/W2192182464","https://openalex.org/W2281284459","https://openalex.org/W2494599399","https://openalex.org/W3021326079","https://openalex.org/W3084000140","https://openalex.org/W3105380321","https://openalex.org/W3184266766","https://openalex.org/W4232542168","https://openalex.org/W4240221508","https://openalex.org/W4252392336","https://openalex.org/W4252813286","https://openalex.org/W4253293668","https://openalex.org/W4253401806","https://openalex.org/W6608067862","https://openalex.org/W6679828211","https://openalex.org/W7027716524"],"related_works":["https://openalex.org/W651229102","https://openalex.org/W2377248666","https://openalex.org/W2802419553","https://openalex.org/W2316275183","https://openalex.org/W2058728108","https://openalex.org/W4237387359","https://openalex.org/W308670463","https://openalex.org/W4249142915","https://openalex.org/W1600447694","https://openalex.org/W2049864679"],"abstract_inverted_index":{"This":[0],"automated":[1],"system":[2],"demonstrates":[3],"the":[4],"practicability":[5],"of":[6,20],"using":[7],"computer-assisted":[8],"systems":[9],"in":[10],"providing":[11],"interesting":[12],"alternative":[13],"approach":[14],"for":[15],"quick":[16],"and":[17],"easy":[18],"identification":[19],"unknown":[21],"species.":[22]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
