{"id":"https://openalex.org/W4403378209","doi":"https://doi.org/10.1093/bib/bbae515","title":"Thinking points for effective batch correction on biomedical data","display_name":"Thinking points for effective batch correction on biomedical data","publication_year":2024,"publication_date":"2024-09-23","ids":{"openalex":"https://openalex.org/W4403378209","doi":"https://doi.org/10.1093/bib/bbae515","pmid":"https://pubmed.ncbi.nlm.nih.gov/39397427"},"language":"en","primary_location":{"id":"doi:10.1093/bib/bbae515","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbae515","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1093/bib/bbae515","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090984265","display_name":"Harvard Wai Hann Hui","orcid":"https://orcid.org/0000-0002-5345-3535"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Harvard Wai Hann Hui","raw_affiliation_strings":["Lee Kong Chian School of Medicine, Nanyang Technological University , 59 Nanyang Drive, Singapore 636921,"],"raw_orcid":"https://orcid.org/0000-0002-5345-3535","affiliations":[{"raw_affiliation_string":"Lee Kong Chian School of Medicine, Nanyang Technological University , 59 Nanyang Drive, Singapore 636921,","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102005276","display_name":"Weijia Kong","orcid":"https://orcid.org/0009-0002-0307-6214"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Weijia Kong","raw_affiliation_strings":["Lee Kong Chian School of Medicine, Nanyang Technological University , 59 Nanyang Drive, Singapore 636921,","School of Biological Sciences, Nanyang Technological University , 60 Nanyang Drive, Singapore 637551,"],"raw_orcid":"https://orcid.org/0009-0002-0307-6214","affiliations":[{"raw_affiliation_string":"Lee Kong Chian School of Medicine, Nanyang Technological University , 59 Nanyang Drive, Singapore 636921,","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Biological Sciences, Nanyang Technological University , 60 Nanyang Drive, Singapore 637551,","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054040512","display_name":"Wilson Wen Bin Goh","orcid":"https://orcid.org/0000-0003-3863-7501"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]},{"id":"https://openalex.org/I2801748203","display_name":"Hammersmith Hospital","ror":"https://ror.org/05jg8yp15","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I153355300","https://openalex.org/I2801748203"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB","SG"],"is_corresponding":false,"raw_author_name":"Wilson Wen Bin Goh","raw_affiliation_strings":["Center for Biomedical Informatics, Nanyang Technological University , 59 Nanyang Dr, Singapore 636921,","Center of AI in Medicine, Nanyang Technological University , 59 Nanyang Dr, Singapore 636921,","Division of Neurology , Department of Brain Sciences, Faculty of Medicine, , Du Cane Road, London W12 0NN,","Imperial College London, Burlington Danes, The Hammersmith Hospital , Department of Brain Sciences, Faculty of Medicine, , Du Cane Road, London W12 0NN,","Lee Kong Chian School of Medicine, Nanyang Technological University , 59 Nanyang Drive, Singapore 636921,","School of Biological Sciences, Nanyang Technological University , 60 Nanyang Drive, Singapore 637551,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Biomedical Informatics, Nanyang Technological University , 59 Nanyang Dr, Singapore 636921,","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Center of AI in Medicine, Nanyang Technological University , 59 Nanyang Dr, Singapore 636921,","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Division of Neurology , Department of Brain Sciences, Faculty of Medicine, , Du Cane Road, London W12 0NN,","institution_ids":[]},{"raw_affiliation_string":"Imperial College London, Burlington Danes, The Hammersmith Hospital , Department of Brain Sciences, Faculty of Medicine, , Du Cane Road, London W12 0NN,","institution_ids":["https://openalex.org/I2801748203","https://openalex.org/I47508984"]},{"raw_affiliation_string":"Lee Kong Chian School of Medicine, Nanyang Technological University , 59 Nanyang Drive, Singapore 636921,","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Biological Sciences, Nanyang Technological University , 60 Nanyang Drive, Singapore 637551,","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":4011,"currency":"USD","value_usd":4011},"apc_paid":{"value":4011,"currency":"USD","value_usd":4011},"fwci":3.674,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.93970358,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"25","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9940999746322632,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9940999746322632,"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/T11289","display_name":"Single-cell and spatial transcriptomics","score":0.989799976348877,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7357996106147766},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5943480134010315},{"id":"https://openalex.org/keywords/batch-processing","display_name":"Batch processing","score":0.5431082248687744},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5260372161865234},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4577104449272156},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37621840834617615},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3536631464958191},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34909725189208984},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.07601293921470642}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7357996106147766},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5943480134010315},{"id":"https://openalex.org/C172658912","wikidata":"https://www.wikidata.org/wiki/Q661613","display_name":"Batch processing","level":2,"score":0.5431082248687744},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5260372161865234},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4577104449272156},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37621840834617615},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3536631464958191},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34909725189208984},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.07601293921470642},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"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":"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":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","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":"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":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D035843","descriptor_name":"Biomedical Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035843","descriptor_name":"Biomedical Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035843","descriptor_name":"Biomedical Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035843","descriptor_name":"Biomedical Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035843","descriptor_name":"Biomedical Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/bib/bbae515","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbae515","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},{"id":"pmid:39397427","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39397427","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":"Briefings in bioinformatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11471903","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11471903","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11471903/pdf/bbae515.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"Brief Bioinform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/bib/bbae515","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbae515","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1482925484","display_name":null,"funder_award_id":"Tier 1","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"},{"id":"https://openalex.org/G5711554658","display_name":null,"funder_award_id":"RS08/21","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"},{"id":"https://openalex.org/F4320320751","display_name":"Ministry of Education - Singapore","ror":"https://ror.org/01kcva023"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":75,"referenced_works":["https://openalex.org/W1772250503","https://openalex.org/W1971410406","https://openalex.org/W1983937653","https://openalex.org/W2001513662","https://openalex.org/W2031633424","https://openalex.org/W2039521726","https://openalex.org/W2041348419","https://openalex.org/W2043404045","https://openalex.org/W2069089843","https://openalex.org/W2084680372","https://openalex.org/W2096192437","https://openalex.org/W2100922775","https://openalex.org/W2107665951","https://openalex.org/W2113253187","https://openalex.org/W2115003883","https://openalex.org/W2118521406","https://openalex.org/W2122982115","https://openalex.org/W2137499573","https://openalex.org/W2138879180","https://openalex.org/W2140345723","https://openalex.org/W2146512944","https://openalex.org/W2161036742","https://openalex.org/W2166549811","https://openalex.org/W2187089797","https://openalex.org/W2275907046","https://openalex.org/W2498500406","https://openalex.org/W2515569507","https://openalex.org/W2574912984","https://openalex.org/W2602351385","https://openalex.org/W2603756957","https://openalex.org/W2761802050","https://openalex.org/W2883806880","https://openalex.org/W2889326414","https://openalex.org/W2901677030","https://openalex.org/W2905317377","https://openalex.org/W2942880491","https://openalex.org/W2948469692","https://openalex.org/W2963597305","https://openalex.org/W2968352143","https://openalex.org/W2973336097","https://openalex.org/W2984472267","https://openalex.org/W3002417351","https://openalex.org/W3015567273","https://openalex.org/W3021272327","https://openalex.org/W3024144897","https://openalex.org/W3032989484","https://openalex.org/W3038310877","https://openalex.org/W3041844490","https://openalex.org/W3088521497","https://openalex.org/W3121168830","https://openalex.org/W3196242974","https://openalex.org/W3211656799","https://openalex.org/W4220862992","https://openalex.org/W4225598893","https://openalex.org/W4283170270","https://openalex.org/W4285091020","https://openalex.org/W4295717668","https://openalex.org/W4296039169","https://openalex.org/W4297986620","https://openalex.org/W4308605043","https://openalex.org/W4315487449","https://openalex.org/W4321455337","https://openalex.org/W4323076276","https://openalex.org/W4379802807","https://openalex.org/W4389265304","https://openalex.org/W4390345320","https://openalex.org/W4391311741","https://openalex.org/W4392470621","https://openalex.org/W4392956052","https://openalex.org/W4396781347","https://openalex.org/W4399711336","https://openalex.org/W4399737261","https://openalex.org/W4400801214","https://openalex.org/W4401029899","https://openalex.org/W4401361299"],"related_works":["https://openalex.org/W2140798747","https://openalex.org/W2948169060","https://openalex.org/W2730112582","https://openalex.org/W2110696645","https://openalex.org/W2358580169","https://openalex.org/W2111347279","https://openalex.org/W4399426197","https://openalex.org/W2487211728","https://openalex.org/W2378096925","https://openalex.org/W2485376993"],"abstract_inverted_index":{"Batch":[0],"effects":[1,32,111],"introduce":[2],"significant":[3],"variability":[4],"into":[5],"high-dimensional":[6,118],"data,":[7],"complicating":[8],"accurate":[9],"analysis":[10],"and":[11,23,48,63,86,95,113],"leading":[12],"to":[13,101],"potentially":[14],"misleading":[15],"conclusions":[16],"if":[17],"not":[18],"adequately":[19],"addressed.":[20],"Despite":[21],"technological":[22],"algorithmic":[24],"advancements":[25],"in":[26,74],"biomedical":[27],"research,":[28],"effectively":[29],"managing":[30],"batch":[31,53,75,84,110],"remains":[33],"a":[34,46,105],"complex":[35],"challenge":[36],"requiring":[37],"comprehensive":[38],"considerations.":[39],"This":[40],"paper":[41],"underscores":[42],"the":[43,79,88,115],"necessity":[44],"of":[45,65,81,90,117],"flexible":[47],"holistic":[49],"approach":[50],"for":[51,59,108],"selecting":[52],"effect":[54,76],"correction":[55],"algorithms":[56],"(BECAs),":[57],"advocating":[58],"proper":[60],"BECA":[61],"evaluations":[62],"consideration":[64],"artificial":[66],"intelligence-based":[67],"strategies.":[68],"We":[69],"also":[70],"discuss":[71],"key":[72],"challenges":[73],"correction,":[77],"including":[78],"importance":[80],"uncovering":[82],"hidden":[83],"factors":[85],"understanding":[87],"impact":[89],"design":[91],"imbalance,":[92],"missing":[93],"values,":[94],"aggressive":[96],"correction.":[97],"Our":[98],"aim":[99],"is":[100],"provide":[102],"researchers":[103],"with":[104],"robust":[106],"framework":[107],"effective":[109],"management":[112],"enhancing":[114],"reliability":[116],"data":[119],"analyses.":[120]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":9}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}