{"id":"https://openalex.org/W1498867217","doi":"https://doi.org/10.1186/1471-2105-16-s1-s10","title":"Data-driven encoding for quantitative genetic trait prediction","display_name":"Data-driven encoding for quantitative genetic trait prediction","publication_year":2015,"publication_date":"2015-02-18","ids":{"openalex":"https://openalex.org/W1498867217","doi":"https://doi.org/10.1186/1471-2105-16-s1-s10","mag":"1498867217","pmid":"https://pubmed.ncbi.nlm.nih.gov/25707435"},"language":"en","primary_location":{"id":"doi:10.1186/1471-2105-16-s1-s10","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-16-s1-s10","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-16-S1-S10","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/10.1186/1471-2105-16-S1-S10","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102850701","display_name":"Dan He","orcid":"https://orcid.org/0000-0001-9385-8118"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Dan He","raw_affiliation_strings":["IBM T.J. Watson Research, Yorktown Heights, NY, USA","IBM T. J. Watson Research, Yorktown Heights, USA"],"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]},{"raw_affiliation_string":"IBM T. J. Watson Research, Yorktown Heights, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067566787","display_name":"Zhanyong Wang","orcid":"https://orcid.org/0000-0002-0832-0952"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhanyong Wang","raw_affiliation_strings":["Department of Computer Science, University of California, Los Angeles, USA","Department of Computer Science, University of California Los Angeles, USA#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Department of Computer Science, University of California Los Angeles, USA#TAB#","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025497346","display_name":"Laxmi Parida","orcid":"https://orcid.org/0000-0002-7872-5074"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Laxmi Parida","raw_affiliation_strings":["IBM T.J. Watson Research, Yorktown Heights, NY, USA","IBM T. J. Watson Research, Yorktown Heights, USA"],"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]},{"raw_affiliation_string":"IBM T. J. Watson Research, Yorktown Heights, USA","institution_ids":["https://openalex.org/I4210114115"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102850701"],"corresponding_institution_ids":["https://openalex.org/I4210114115"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":3.7056,"has_fulltext":true,"cited_by_count":28,"citation_normalized_percentile":{"value":0.93148667,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"16","issue":"S1","first_page":"S10","last_page":"S10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T11468","display_name":"Genetic Mapping and Diversity in Plants and Animals","score":0.9988999962806702,"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"}},{"id":"https://openalex.org/T11229","display_name":"Genetics and Plant Breeding","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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"}}],"keywords":[{"id":"https://openalex.org/keywords/trait","display_name":"Trait","score":0.7313869595527649},{"id":"https://openalex.org/keywords/epistasis","display_name":"Epistasis","score":0.7284833192825317},{"id":"https://openalex.org/keywords/quantitative-trait-locus","display_name":"Quantitative trait locus","score":0.7155320644378662},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.5424268245697021},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.5050626397132874},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.46181902289390564},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.4616270363330841},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.44455960392951965},{"id":"https://openalex.org/keywords/genetic-marker","display_name":"Genetic marker","score":0.426441490650177},{"id":"https://openalex.org/keywords/genotype","display_name":"Genotype","score":0.42423495650291443},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4235416054725647},{"id":"https://openalex.org/keywords/linear-model","display_name":"Linear model","score":0.414205402135849},{"id":"https://openalex.org/keywords/quantitative-genetics","display_name":"Quantitative genetics","score":0.41142839193344116},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.33770161867141724},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2993151545524597},{"id":"https://openalex.org/keywords/genetic-variation","display_name":"Genetic variation","score":0.28311777114868164},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24064421653747559},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20306336879730225},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.18047252297401428}],"concepts":[{"id":"https://openalex.org/C106934330","wikidata":"https://www.wikidata.org/wiki/Q1971873","display_name":"Trait","level":2,"score":0.7313869595527649},{"id":"https://openalex.org/C61727976","wikidata":"https://www.wikidata.org/wiki/Q751748","display_name":"Epistasis","level":3,"score":0.7284833192825317},{"id":"https://openalex.org/C81941488","wikidata":"https://www.wikidata.org/wiki/Q853421","display_name":"Quantitative trait locus","level":3,"score":0.7155320644378662},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.5424268245697021},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.5050626397132874},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.46181902289390564},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.4616270363330841},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.44455960392951965},{"id":"https://openalex.org/C190789776","wikidata":"https://www.wikidata.org/wiki/Q767511","display_name":"Genetic marker","level":3,"score":0.426441490650177},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.42423495650291443},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4235416054725647},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.414205402135849},{"id":"https://openalex.org/C51255272","wikidata":"https://www.wikidata.org/wiki/Q550479","display_name":"Quantitative genetics","level":4,"score":0.41142839193344116},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.33770161867141724},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2993151545524597},{"id":"https://openalex.org/C68873052","wikidata":"https://www.wikidata.org/wiki/Q349856","display_name":"Genetic variation","level":3,"score":0.28311777114868164},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24064421653747559},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20306336879730225},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.18047252297401428},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000483","descriptor_name":"Alleles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000483","descriptor_name":"Alleles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000483","descriptor_name":"Alleles","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":"D005819","descriptor_name":"Genetic Markers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005819","descriptor_name":"Genetic Markers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005819","descriptor_name":"Genetic Markers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006579","descriptor_name":"Heterozygote","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006579","descriptor_name":"Heterozygote","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006579","descriptor_name":"Heterozygote","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006720","descriptor_name":"Homozygote","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006720","descriptor_name":"Homozygote","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006720","descriptor_name":"Homozygote","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":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D010944","descriptor_name":"Plants","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D016014","descriptor_name":"Linear Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016014","descriptor_name":"Linear Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016014","descriptor_name":"Linear Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019655","descriptor_name":"Quantitative Trait, Heritable","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019655","descriptor_name":"Quantitative Trait, Heritable","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019655","descriptor_name":"Quantitative Trait, Heritable","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1186/1471-2105-16-s1-s10","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-16-s1-s10","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-16-S1-S10","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:25707435","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25707435","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:europepmc.org:3551741","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4571493","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/1471-2105-16-s1-s10","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-16-s1-s10","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-16-S1-S10","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":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1498867217.pdf","grobid_xml":"https://content.openalex.org/works/W1498867217.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W577274971","https://openalex.org/W854322902","https://openalex.org/W1423766661","https://openalex.org/W1645227518","https://openalex.org/W1819387938","https://openalex.org/W1928998639","https://openalex.org/W1964357740","https://openalex.org/W1980175560","https://openalex.org/W1981276685","https://openalex.org/W1982652137","https://openalex.org/W1986931325","https://openalex.org/W1999398820","https://openalex.org/W2017586115","https://openalex.org/W2021581601","https://openalex.org/W2023673366","https://openalex.org/W2041170649","https://openalex.org/W2043695363","https://openalex.org/W2044821876","https://openalex.org/W2047028564","https://openalex.org/W2056989424","https://openalex.org/W2064539914","https://openalex.org/W2067715889","https://openalex.org/W2087347434","https://openalex.org/W2094170482","https://openalex.org/W2097360283","https://openalex.org/W2106398669","https://openalex.org/W2108352360","https://openalex.org/W2119821739","https://openalex.org/W2122825543","https://openalex.org/W2123737232","https://openalex.org/W2126946018","https://openalex.org/W2129961269","https://openalex.org/W2130244527","https://openalex.org/W2135046866","https://openalex.org/W2138019504","https://openalex.org/W2143950081","https://openalex.org/W2153707555","https://openalex.org/W2164096571","https://openalex.org/W2171250718","https://openalex.org/W2521182560","https://openalex.org/W2598912124","https://openalex.org/W4212774754","https://openalex.org/W4234698323","https://openalex.org/W4294541781"],"related_works":["https://openalex.org/W1547817677","https://openalex.org/W2023460495","https://openalex.org/W2615678788","https://openalex.org/W1967902778","https://openalex.org/W3083099115","https://openalex.org/W1981509636","https://openalex.org/W4235217192","https://openalex.org/W3139253026","https://openalex.org/W3035525216","https://openalex.org/W2585028967"],"abstract_inverted_index":{"We":[0,15,43],"first":[1,92],"showed":[2],"that":[3,48,94],"different":[4,8,41],"encodings":[5,99],"lead":[6],"to":[7,28,39,54,100],"prediction":[9,62,104],"accuracies,":[10],"in":[11,31,45],"many":[12],"test":[13],"cases.":[14],"then":[16],"proposed":[17],"a":[18,77],"data-driven":[19],"encoding":[20,50],"strategy,":[21],"where":[22],"we":[23,35],"encode":[24],"the":[25,32,56,59,70,84,91,96,101],"genotypes":[26],"according":[27],"their":[29],"distribution":[30],"phenotypes":[33],"and":[34,64],"allow":[36],"each":[37],"marker":[38],"have":[40],"encodings.":[42],"show":[44],"our":[46,87],"experiments":[47],"this":[49,89],"strategy":[51],"is":[52,66,90],"able":[53],"improve":[55],"performance":[57],"of":[58,81,86,98],"genetic":[60,102],"trait":[61,103],"method":[63],"it":[65],"more":[67],"helpful":[68],"for":[69],"oligogenic":[71],"traits,":[72],"whose":[73],"values":[74],"rely":[75],"on":[76],"relatively":[78],"small":[79],"set":[80],"markers.":[82],"To":[83],"best":[85],"knowledge,":[88],"paper":[93],"discusses":[95],"effects":[97],"problem.":[105]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}