{"id":"https://openalex.org/W2889038880","doi":"https://doi.org/10.1093/bioinformatics/bty710","title":"Variable selection and validation in multivariate modelling","display_name":"Variable selection and validation in multivariate modelling","publication_year":2018,"publication_date":"2018-08-24","ids":{"openalex":"https://openalex.org/W2889038880","doi":"https://doi.org/10.1093/bioinformatics/bty710","mag":"2889038880","pmid":"https://pubmed.ncbi.nlm.nih.gov/30165467"},"language":"en","primary_location":{"id":"doi:10.1093/bioinformatics/bty710","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/bty710","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/35/6/972/28079182/bty710.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://academic.oup.com/bioinformatics/article-pdf/35/6/972/28079182/bty710.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057093808","display_name":"Lin Shi","orcid":"https://orcid.org/0000-0001-9709-3394"},"institutions":[{"id":"https://openalex.org/I298625061","display_name":"Swedish University of Agricultural Sciences","ror":"https://ror.org/02yy8x990","country_code":"SE","type":"education","lineage":["https://openalex.org/I298625061"]},{"id":"https://openalex.org/I66862912","display_name":"Chalmers University of Technology","ror":"https://ror.org/040wg7k59","country_code":"SE","type":"education","lineage":["https://openalex.org/I66862912"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Lin Shi","raw_affiliation_strings":["Department of Biology and Biological Engineering, Food and Nutrition Science, Chalmers University of Technology, Gothenburg SE-412 96, Sweden","Department of Molecular Sciences, Swedish University of Agricultural Sciences, Uppsala SE-750 07, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Biology and Biological Engineering, Food and Nutrition Science, Chalmers University of Technology, Gothenburg SE-412 96, Sweden","institution_ids":["https://openalex.org/I66862912"]},{"raw_affiliation_string":"Department of Molecular Sciences, Swedish University of Agricultural Sciences, Uppsala SE-750 07, Sweden","institution_ids":["https://openalex.org/I298625061"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017155895","display_name":"Johan A. Westerhuis","orcid":"https://orcid.org/0000-0002-6747-9779"},"institutions":[{"id":"https://openalex.org/I27765905","display_name":"North-West University","ror":"https://ror.org/010f1sq29","country_code":"ZA","type":"education","lineage":["https://openalex.org/I27765905"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL","ZA"],"is_corresponding":false,"raw_author_name":"Johan A Westerhuis","raw_affiliation_strings":["Metabolomics Center, North-West University, X6001, Potchefstroom, South Africa","Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam XH, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Metabolomics Center, North-West University, X6001, Potchefstroom, South Africa","institution_ids":["https://openalex.org/I27765905"]},{"raw_affiliation_string":"Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam XH, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087967363","display_name":"Johan Ros\u00e9n","orcid":null},"institutions":[{"id":"https://openalex.org/I1309171123","display_name":"National Food Administration","ror":"https://ror.org/02b1qqv62","country_code":"SE","type":"government","lineage":["https://openalex.org/I1309171123"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Johan Ros\u00e9n","raw_affiliation_strings":["Swedish National Food Agency, Uppsala, Sweden"],"affiliations":[{"raw_affiliation_string":"Swedish National Food Agency, Uppsala, Sweden","institution_ids":["https://openalex.org/I1309171123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075095887","display_name":"Rikard Landberg","orcid":"https://orcid.org/0000-0002-6399-7608"},"institutions":[{"id":"https://openalex.org/I298625061","display_name":"Swedish University of Agricultural Sciences","ror":"https://ror.org/02yy8x990","country_code":"SE","type":"education","lineage":["https://openalex.org/I298625061"]},{"id":"https://openalex.org/I66862912","display_name":"Chalmers University of Technology","ror":"https://ror.org/040wg7k59","country_code":"SE","type":"education","lineage":["https://openalex.org/I66862912"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Rikard Landberg","raw_affiliation_strings":["Department of Biology and Biological Engineering, Food and Nutrition Science, Chalmers University of Technology, Gothenburg SE-412 96, Sweden","Department of Molecular Sciences, Swedish University of Agricultural Sciences, Uppsala SE-750 07, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Biology and Biological Engineering, Food and Nutrition Science, Chalmers University of Technology, Gothenburg SE-412 96, Sweden","institution_ids":["https://openalex.org/I66862912"]},{"raw_affiliation_string":"Department of Molecular Sciences, Swedish University of Agricultural Sciences, Uppsala SE-750 07, Sweden","institution_ids":["https://openalex.org/I298625061"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086691928","display_name":"Carl Brunius","orcid":"https://orcid.org/0000-0003-3957-870X"},"institutions":[{"id":"https://openalex.org/I66862912","display_name":"Chalmers University of Technology","ror":"https://ror.org/040wg7k59","country_code":"SE","type":"education","lineage":["https://openalex.org/I66862912"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Carl Brunius","raw_affiliation_strings":["Department of Biology and Biological Engineering, Food and Nutrition Science, Chalmers University of Technology, Gothenburg SE-412 96, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Biology and Biological Engineering, Food and Nutrition Science, Chalmers University of Technology, Gothenburg SE-412 96, Sweden","institution_ids":["https://openalex.org/I66862912"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5057093808"],"corresponding_institution_ids":["https://openalex.org/I298625061","https://openalex.org/I66862912"],"apc_list":{"value":3618,"currency":"USD","value_usd":3618},"apc_paid":{"value":3618,"currency":"USD","value_usd":3618},"fwci":5.5854,"has_fulltext":false,"cited_by_count":208,"citation_normalized_percentile":{"value":0.96949542,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"35","issue":"6","first_page":"972","last_page":"980"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.9988999962806702,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9940000176429749,"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/T11468","display_name":"Genetic Mapping and Diversity in Plants and Animals","score":0.9864000082015991,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"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/overfitting","display_name":"Overfitting","score":0.946239709854126},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7695493698120117},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6726616621017456},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.5449652671813965},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.5313872694969177},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5269121527671814},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48655596375465393},{"id":"https://openalex.org/keywords/model-selection","display_name":"Model selection","score":0.48426195979118347},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45190516114234924},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4369969367980957},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3315465450286865},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19375759363174438},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.13188716769218445}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.946239709854126},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7695493698120117},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6726616621017456},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.5449652671813965},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.5313872694969177},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5269121527671814},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48655596375465393},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.48426195979118347},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45190516114234924},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4369969367980957},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3315465450286865},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19375759363174438},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.13188716769218445},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016018","descriptor_name":"Least-Squares Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016018","descriptor_name":"Least-Squares Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016018","descriptor_name":"Least-Squares Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055432","descriptor_name":"Metabolomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055432","descriptor_name":"Metabolomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055432","descriptor_name":"Metabolomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":8,"locations":[{"id":"doi:10.1093/bioinformatics/bty710","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/bty710","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/35/6/972/28079182/bty710.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},{"id":"pmid:30165467","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30165467","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":"Bioinformatics (Oxford, England)","raw_type":null},{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/a9bd044a-ad76-40f4-b1f7-846ea215cb67","is_oa":false,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/variable-selection-and-validation-in-multivariate-modelling(a9bd044a-ad76-40f4-b1f7-846ea215cb67).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Shi, L, Westerhuis, J A, Ros\u00e9n, J, Landberg, R & Brunius, C 2019, 'Variable selection and validation in multivariate modelling', Bioinformatics, vol. 35, no. 6, pp. 972-980. https://doi.org/10.1093/bioinformatics/bty710","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:dspace.nwu.ac.za:10394/32087","is_oa":false,"landing_page_url":"http://hdl.handle.net/10394/32087","pdf_url":null,"source":{"id":"https://openalex.org/S4306402268","display_name":"Boloka Institutional Repository (North-west University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114027177","host_organization_name":"University of North Carolina at Chapel Hill","host_organization_lineage":["https://openalex.org/I114027177"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:europepmc.org:5408826","is_oa":false,"landing_page_url":"http://europepmc.org/pmc/articles/PMC6419897","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,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:6419897","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6419897","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bioinformatics","raw_type":"Text"},{"id":"pmh:oai:research.chalmers.se:509458","is_oa":false,"landing_page_url":"https://research.chalmers.se/en/publication/509458","pdf_url":null,"source":{"id":"https://openalex.org/S4306402469","display_name":"Chalmers Research (Chalmers University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66862912","host_organization_name":"Chalmers University of Technology","host_organization_lineage":["https://openalex.org/I66862912"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:uvapub:oai:dare.uva.nl:publications/a9bd044a-ad76-40f4-b1f7-846ea215cb67","is_oa":true,"landing_page_url":"https://dare.uva.nl/personal/pure/en/publications/variable-selection-and-validation-in-multivariate-modelling(a9bd044a-ad76-40f4-b1f7-846ea215cb67).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bioinformatics, 35(6), 972 - 980. Oxford University Press","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1093/bioinformatics/bty710","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/bty710","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/35/6/972/28079182/bty710.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life in Land","score":0.4300000071525574,"id":"https://metadata.un.org/sdg/15"}],"awards":[{"id":"https://openalex.org/G1426318481","display_name":null,"funder_award_id":"grant","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"},{"id":"https://openalex.org/G1999072711","display_name":null,"funder_award_id":"Formas","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"},{"id":"https://openalex.org/G4867639068","display_name":null,"funder_award_id":"salary","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"},{"id":"https://openalex.org/G742502741","display_name":null,"funder_award_id":"201306300047","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"},{"id":"https://openalex.org/G8589651859","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"}],"funders":[{"id":"https://openalex.org/F4320312021","display_name":"Saint Louis University","ror":"https://ror.org/01p7jjy08"},{"id":"https://openalex.org/F4320321033","display_name":"Svenska Forskningsr\u00e5det Formas","ror":"https://ror.org/03pjs1y45"},{"id":"https://openalex.org/F4320321523","display_name":"Chalmers Tekniska H\u00f6gskola","ror":"https://ror.org/040wg7k59"},{"id":"https://openalex.org/F4320322581","display_name":"Vetenskapsr\u00e5det","ror":"https://ror.org/03zttf063"},{"id":"https://openalex.org/F4320322582","display_name":"Sveriges Lantbruksuniversitet","ror":"https://ror.org/02yy8x990"},{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2889038880.pdf","grobid_xml":"https://content.openalex.org/works/W2889038880.grobid-xml"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W95273134","https://openalex.org/W158824538","https://openalex.org/W1171566228","https://openalex.org/W1875061881","https://openalex.org/W1979279626","https://openalex.org/W1996195892","https://openalex.org/W1997062226","https://openalex.org/W2020504516","https://openalex.org/W2054324592","https://openalex.org/W2061936826","https://openalex.org/W2067232578","https://openalex.org/W2070262574","https://openalex.org/W2076161502","https://openalex.org/W2089181989","https://openalex.org/W2090790364","https://openalex.org/W2097176879","https://openalex.org/W2097296149","https://openalex.org/W2098380284","https://openalex.org/W2107956883","https://openalex.org/W2108267719","https://openalex.org/W2108420460","https://openalex.org/W2108619906","https://openalex.org/W2119387367","https://openalex.org/W2127019019","https://openalex.org/W2130648981","https://openalex.org/W2136297827","https://openalex.org/W2154290668","https://openalex.org/W2154776925","https://openalex.org/W2156665896","https://openalex.org/W2164845627","https://openalex.org/W2168833374","https://openalex.org/W2179422219","https://openalex.org/W2280175079","https://openalex.org/W2295200105","https://openalex.org/W2295589360","https://openalex.org/W2307267906","https://openalex.org/W2404909832","https://openalex.org/W2421101021","https://openalex.org/W2504864929","https://openalex.org/W2557117995","https://openalex.org/W2559291108","https://openalex.org/W2561013995","https://openalex.org/W2593086047","https://openalex.org/W2622801057","https://openalex.org/W2708474221","https://openalex.org/W2770839938","https://openalex.org/W2787856596","https://openalex.org/W2950497661","https://openalex.org/W2963389298","https://openalex.org/W3102027041","https://openalex.org/W4239403640","https://openalex.org/W6606574684","https://openalex.org/W6627553605","https://openalex.org/W6674382832","https://openalex.org/W6682981795","https://openalex.org/W6740094179"],"related_works":["https://openalex.org/W4362597605","https://openalex.org/W1574414179","https://openalex.org/W4297676672","https://openalex.org/W3009056573","https://openalex.org/W2922073769","https://openalex.org/W4281702477","https://openalex.org/W3155717344","https://openalex.org/W1770458422","https://openalex.org/W4225271882","https://openalex.org/W2003394143"],"abstract_inverted_index":{"Supplementary":[0],"data":[1],"are":[2],"available":[3],"at":[4],"Bioinformatics":[5],"online.":[6]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":34},{"year":2024,"cited_by_count":41},{"year":2023,"cited_by_count":34},{"year":2022,"cited_by_count":34},{"year":2021,"cited_by_count":26},{"year":2020,"cited_by_count":22},{"year":2019,"cited_by_count":12}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}