{"id":"https://openalex.org/W4315435406","doi":"https://doi.org/10.1186/s12859-022-05128-5","title":"Using transfer learning and dimensionality reduction techniques to improve generalisability of machine-learning predictions of mosquito ages from mid-infrared spectra","display_name":"Using transfer learning and dimensionality reduction techniques to improve generalisability of machine-learning predictions of mosquito ages from mid-infrared spectra","publication_year":2023,"publication_date":"2023-01-09","ids":{"openalex":"https://openalex.org/W4315435406","doi":"https://doi.org/10.1186/s12859-022-05128-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/36624386"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-022-05128-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-022-05128-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-022-05128-5","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/s12859-022-05128-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047840508","display_name":"Emmanuel P. Mwanga","orcid":"https://orcid.org/0000-0003-1799-3830"},"institutions":[{"id":"https://openalex.org/I114292369","display_name":"Ifakara Health Institute","ror":"https://ror.org/04js17g72","country_code":"TZ","type":"nonprofit","lineage":["https://openalex.org/I114292369","https://openalex.org/I2801810276"]},{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB","TZ"],"is_corresponding":true,"raw_author_name":"Emmanuel P. Mwanga","raw_affiliation_strings":["Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania. emwanga@ihi.or.tz","School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK. emwanga@ihi.or.tz","Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania"],"affiliations":[{"raw_affiliation_string":"Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania. emwanga@ihi.or.tz","institution_ids":["https://openalex.org/I114292369"]},{"raw_affiliation_string":"School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK. emwanga@ihi.or.tz","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania","institution_ids":["https://openalex.org/I114292369"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034347923","display_name":"Doreen J. Siria","orcid":"https://orcid.org/0000-0002-9085-3300"},"institutions":[{"id":"https://openalex.org/I114292369","display_name":"Ifakara Health Institute","ror":"https://ror.org/04js17g72","country_code":"TZ","type":"nonprofit","lineage":["https://openalex.org/I114292369","https://openalex.org/I2801810276"]}],"countries":["TZ"],"is_corresponding":false,"raw_author_name":"Doreen J. Siria","raw_affiliation_strings":["Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania"],"affiliations":[{"raw_affiliation_string":"Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania","institution_ids":["https://openalex.org/I114292369"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084282248","display_name":"Joshua Mitton","orcid":"https://orcid.org/0000-0003-1850-4111"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Joshua Mitton","raw_affiliation_strings":["School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK","School of Computing Science, University of Glasgow, Glasgow, G12 8QQ, UK"],"affiliations":[{"raw_affiliation_string":"School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"School of Computing Science, University of Glasgow, Glasgow, G12 8QQ, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012666816","display_name":"Issa H. Mshani","orcid":"https://orcid.org/0000-0002-4978-3785"},"institutions":[{"id":"https://openalex.org/I114292369","display_name":"Ifakara Health Institute","ror":"https://ror.org/04js17g72","country_code":"TZ","type":"nonprofit","lineage":["https://openalex.org/I114292369","https://openalex.org/I2801810276"]},{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB","TZ"],"is_corresponding":false,"raw_author_name":"Issa H. Mshani","raw_affiliation_strings":["Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania","School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK"],"affiliations":[{"raw_affiliation_string":"Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania","institution_ids":["https://openalex.org/I114292369"]},{"raw_affiliation_string":"School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043574074","display_name":"Mario Gonz\u00e1lez\u2010Jim\u00e9nez","orcid":"https://orcid.org/0000-0002-8853-0588"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mario Gonz\u00e1lez-Jim\u00e9nez","raw_affiliation_strings":["School of Chemistry, University of Glasgow, Glasgow, G12 8QQ, UK"],"affiliations":[{"raw_affiliation_string":"School of Chemistry, University of Glasgow, Glasgow, G12 8QQ, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070600716","display_name":"Prashanth Selvaraj","orcid":"https://orcid.org/0000-0001-7565-2300"},"institutions":[{"id":"https://openalex.org/I4210108985","display_name":"Bellevue Hospital Center","ror":"https://ror.org/01ky34z31","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1283621791","https://openalex.org/I4210086933","https://openalex.org/I4210108985"]},{"id":"https://openalex.org/I4210161647","display_name":"Institute for Disease Modeling","ror":"https://ror.org/0532gcg76","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210161647"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Prashanth Selvaraj","raw_affiliation_strings":["Institute for Disease Modelling, Bellevue, WA, 98005, USA"],"affiliations":[{"raw_affiliation_string":"Institute for Disease Modelling, Bellevue, WA, 98005, USA","institution_ids":["https://openalex.org/I4210161647","https://openalex.org/I4210108985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016622547","display_name":"Klaas Wynne","orcid":"https://orcid.org/0000-0002-5305-5940"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Klaas Wynne","raw_affiliation_strings":["School of Chemistry, University of Glasgow, Glasgow, G12 8QQ, UK"],"affiliations":[{"raw_affiliation_string":"School of Chemistry, University of Glasgow, Glasgow, G12 8QQ, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033891334","display_name":"Francesco Baldini","orcid":"https://orcid.org/0000-0002-5904-4070"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Francesco Baldini","raw_affiliation_strings":["School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK"],"affiliations":[{"raw_affiliation_string":"School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010691400","display_name":"Fredros O. Okumu","orcid":null},"institutions":[{"id":"https://openalex.org/I192619145","display_name":"University of the Witwatersrand","ror":"https://ror.org/03rp50x72","country_code":"ZA","type":"education","lineage":["https://openalex.org/I192619145"]},{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]},{"id":"https://openalex.org/I114292369","display_name":"Ifakara Health Institute","ror":"https://ror.org/04js17g72","country_code":"TZ","type":"nonprofit","lineage":["https://openalex.org/I114292369","https://openalex.org/I2801810276"]}],"countries":["GB","TZ","ZA"],"is_corresponding":false,"raw_author_name":"Fredros O. Okumu","raw_affiliation_strings":["Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania","School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK","School of Public Health, University of Witwatersrand, Johannesburg, South Africa"],"affiliations":[{"raw_affiliation_string":"Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania","institution_ids":["https://openalex.org/I114292369"]},{"raw_affiliation_string":"School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"School of Public Health, University of Witwatersrand, Johannesburg, South Africa","institution_ids":["https://openalex.org/I192619145"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019824545","display_name":"Simon A. Babayan","orcid":"https://orcid.org/0000-0002-4949-1117"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Simon A. Babayan","raw_affiliation_strings":["School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK"],"affiliations":[{"raw_affiliation_string":"School of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK","institution_ids":["https://openalex.org/I7882870"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5047840508"],"corresponding_institution_ids":["https://openalex.org/I114292369","https://openalex.org/I7882870"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":5.5668,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.96111008,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"24","issue":"1","first_page":"11","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10166","display_name":"Mosquito-borne diseases and control","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10166","display_name":"Mosquito-borne diseases and control","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10091","display_name":"Malaria Research and Control","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9711999893188477,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.812149167060852},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7196391820907593},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.7049194574356079},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.7011778354644775},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5899161696434021},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5607126355171204},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4769015312194824},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3291242718696594}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.812149167060852},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7196391820907593},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.7049194574356079},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7011778354644775},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5899161696434021},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5607126355171204},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4769015312194824},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3291242718696594},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000072138","descriptor_name":"Mosquito Vectors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000072138","descriptor_name":"Mosquito Vectors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000072138","descriptor_name":"Mosquito Vectors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","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":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000852","descriptor_name":"Anopheles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000852","descriptor_name":"Anopheles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000852","descriptor_name":"Anopheles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008288","descriptor_name":"Malaria","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008288","descriptor_name":"Malaria","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008288","descriptor_name":"Malaria","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1186/s12859-022-05128-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-022-05128-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-022-05128-5","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:36624386","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36624386","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:eprints.gla.ac.uk:288743","is_oa":true,"landing_page_url":"http://eprints.gla.ac.uk/view/author/61636.html>,","pdf_url":"https://eprints.gla.ac.uk/288743/1/288743.pdf","source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:pubmedcentral.nih.gov:9830685","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9830685","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9830685/pdf/12859_2022_Article_5128.pdf","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"},{"id":"pmh:oai:doaj.org/article:b37152bb1bfd48b98cd907a407dff605","is_oa":true,"landing_page_url":"https://doaj.org/article/b37152bb1bfd48b98cd907a407dff605","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 24, Iss 1, Pp 1-15 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12859-022-05128-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-022-05128-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-022-05128-5","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":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.44999998807907104}],"awards":[{"id":"https://openalex.org/G5544954810","display_name":"Development of a new tool for malaria mosquito surveillance to improve vector control","funder_award_id":"MR/P025501/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G6826702527","display_name":null,"funder_award_id":"Grant No. MR/P025501/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G7407982985","display_name":null,"funder_award_id":"Fellowship","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G7598981647","display_name":null,"funder_award_id":"214643/Z/18/Z","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G8607449430","display_name":null,"funder_award_id":"MR/P025501/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320311904","display_name":"Wellcome Trust","ror":"https://ror.org/029chgv08"},{"id":"https://openalex.org/F4320320337","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4315435406.pdf"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1587559447","https://openalex.org/W1729017034","https://openalex.org/W1987053612","https://openalex.org/W2089468765","https://openalex.org/W2100664256","https://openalex.org/W2115403315","https://openalex.org/W2116642008","https://openalex.org/W2117756735","https://openalex.org/W2130939378","https://openalex.org/W2162854380","https://openalex.org/W2164032493","https://openalex.org/W2725171488","https://openalex.org/W2800064658","https://openalex.org/W2807028242","https://openalex.org/W2809162223","https://openalex.org/W2891842459","https://openalex.org/W2946941934","https://openalex.org/W3114405416","https://openalex.org/W3196463692","https://openalex.org/W4220652901","https://openalex.org/W4236086058","https://openalex.org/W4253064009","https://openalex.org/W4256361765","https://openalex.org/W4283785712","https://openalex.org/W6675354045","https://openalex.org/W6713134421"],"related_works":["https://openalex.org/W4206357785","https://openalex.org/W3192840557","https://openalex.org/W4281381188","https://openalex.org/W2951211570","https://openalex.org/W3167935049","https://openalex.org/W3023427754","https://openalex.org/W4375928479","https://openalex.org/W3131673289","https://openalex.org/W2536888818","https://openalex.org/W2158704926"],"abstract_inverted_index":{"Combining":[0],"dimensionality":[1],"reduction":[2],"and":[3,10,18,36,45],"transfer":[4,43],"learning":[5,17,21,44],"can":[6],"reduce":[7],"computational":[8],"costs":[9],"improve":[11],"the":[12,25,33,46],"transferability":[13],"of":[14,27,38],"both":[15],"deep":[16],"standard":[19],"machine":[20],"models":[22],"for":[23,42,48],"predicting":[24],"age":[26],"mosquitoes.":[28],"Future":[29],"studies":[30],"should":[31],"investigate":[32],"optimal":[34],"quantities":[35],"diversity":[37],"training":[39],"data":[40],"necessary":[41],"implications":[47],"broader":[49],"generalisability":[50],"to":[51],"unseen":[52],"datasets.":[53]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":3}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}