{"id":"https://openalex.org/W4410005420","doi":"https://doi.org/10.1186/s12911-025-03001-y","title":"Identification of relevant features using SEQENS to improve supervised machine learning models predicting AML treatment outcome","display_name":"Identification of relevant features using SEQENS to improve supervised machine learning models predicting AML treatment outcome","publication_year":2025,"publication_date":"2025-05-01","ids":{"openalex":"https://openalex.org/W4410005420","doi":"https://doi.org/10.1186/s12911-025-03001-y","pmid":"https://pubmed.ncbi.nlm.nih.gov/40312368"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-025-03001-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03001-y","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-03001-y","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-03001-y","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073189794","display_name":"Pedro Fandos Pons","orcid":"https://orcid.org/0009-0000-3476-295X"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Pedro Pons-Su\u00f1er","raw_affiliation_strings":["ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain. pedropons@iti.es"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain. pedropons@iti.es","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003568550","display_name":"Fran\u00e7ois Signol","orcid":"https://orcid.org/0000-0002-5359-7256"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Fran\u00e7ois Signol","raw_affiliation_strings":["ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain. fsignol@iti.es"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain. fsignol@iti.es","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101675465","display_name":"Noem\u00ed \u00c1lvarez","orcid":"https://orcid.org/0000-0002-4891-1917"},"institutions":[{"id":"https://openalex.org/I4210101691","display_name":"Hospital Universitario 12 De Octubre","ror":"https://ror.org/00qyh5r35","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210101691","https://openalex.org/I4210139293"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Noemi Alvarez","raw_affiliation_strings":["Hospital Universitario 12 de Octubre, Imas12, Departament of Medicine, Complutense University, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Universitario 12 de Octubre, Imas12, Departament of Medicine, Complutense University, Madrid, Spain","institution_ids":["https://openalex.org/I4210101691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025208248","display_name":"Claudia Sargas","orcid":"https://orcid.org/0000-0001-8144-7995"},"institutions":[{"id":"https://openalex.org/I4210166036","display_name":"Instituto de Investigaci\u00f3n Sanitaria La Fe","ror":"https://ror.org/05n7v5997","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210166036"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Claudia Sargas","raw_affiliation_strings":["Instituto de Investigaci\u00f3n Sanitaria La Fe, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Investigaci\u00f3n Sanitaria La Fe, Valencia, Spain","institution_ids":["https://openalex.org/I4210166036"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045738997","display_name":"Sara Dorado","orcid":"https://orcid.org/0000-0002-4144-0315"},"institutions":[{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sara Dorado","raw_affiliation_strings":["Altum Sequencing, s.l., Computer Science and Engineering Department, Carlos III University, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Altum Sequencing, s.l., Computer Science and Engineering Department, Carlos III University, Madrid, Spain","institution_ids":["https://openalex.org/I50357001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092356692","display_name":"Jos\u00e9 Vicente Gil","orcid":"https://orcid.org/0000-0003-2097-4796"},"institutions":[{"id":"https://openalex.org/I4210166036","display_name":"Instituto de Investigaci\u00f3n Sanitaria La Fe","ror":"https://ror.org/05n7v5997","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210166036"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose Vicente Gil Ort\u00ed","raw_affiliation_strings":["Instituto de Investigaci\u00f3n Sanitaria La Fe, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Investigaci\u00f3n Sanitaria La Fe, Valencia, Spain","institution_ids":["https://openalex.org/I4210166036"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040788192","display_name":"Juan A. Delgado","orcid":"https://orcid.org/0000-0002-4466-4445"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan A. Delgado Sanchis","raw_affiliation_strings":["ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041081942","display_name":"Marta Llop","orcid":"https://orcid.org/0000-0002-0106-7296"},"institutions":[{"id":"https://openalex.org/I4210166036","display_name":"Instituto de Investigaci\u00f3n Sanitaria La Fe","ror":"https://ror.org/05n7v5997","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210166036"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marta Llop","raw_affiliation_strings":["Instituto de Investigaci\u00f3n Sanitaria La Fe, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Investigaci\u00f3n Sanitaria La Fe, Valencia, Spain","institution_ids":["https://openalex.org/I4210166036"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033456863","display_name":"Laura Arnal","orcid":"https://orcid.org/0000-0002-2173-8886"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Laura Arnal","raw_affiliation_strings":["ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050191079","display_name":"Rafael Llobet","orcid":"https://orcid.org/0000-0002-8278-9740"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Rafael Llobet","raw_affiliation_strings":["ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004778394","display_name":"Juan-Carlos P\u00e9rez-Cort\u00e9s","orcid":"https://orcid.org/0000-0001-6506-090X"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan-Carlos Perez-Cortes","raw_affiliation_strings":["ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI, Universitat Polit\u00e8cnica de Val\u00e8ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080601782","display_name":"Rosa Ayala","orcid":"https://orcid.org/0000-0002-2699-8353"},"institutions":[{"id":"https://openalex.org/I4210101691","display_name":"Hospital Universitario 12 De Octubre","ror":"https://ror.org/00qyh5r35","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210101691","https://openalex.org/I4210139293"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Rosa Ayala","raw_affiliation_strings":["Hospital Universitario 12 de Octubre, Imas12, Departament of Medicine, Complutense University, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hospital Universitario 12 de Octubre, Imas12, Departament of Medicine, Complutense University, Madrid, Spain","institution_ids":["https://openalex.org/I4210101691"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011739132","display_name":"Eva Barrag\u00e1n","orcid":"https://orcid.org/0000-0001-6735-0038"},"institutions":[{"id":"https://openalex.org/I4210166036","display_name":"Instituto de Investigaci\u00f3n Sanitaria La Fe","ror":"https://ror.org/05n7v5997","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210166036"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Eva Barrag\u00e1n","raw_affiliation_strings":["Instituto de Investigaci\u00f3n Sanitaria La Fe, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Investigaci\u00f3n Sanitaria La Fe, Valencia, Spain","institution_ids":["https://openalex.org/I4210166036"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5073189794"],"corresponding_institution_ids":["https://openalex.org/I60053951"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":2.8566,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.89809271,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"25","issue":"1","first_page":"179","last_page":"179"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10309","display_name":"Acute Myeloid Leukemia Research","score":0.5443000197410583,"subfield":{"id":"https://openalex.org/subfields/2720","display_name":"Hematology"},"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/T10309","display_name":"Acute Myeloid Leukemia Research","score":0.5443000197410583,"subfield":{"id":"https://openalex.org/subfields/2720","display_name":"Hematology"},"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.06129999831318855,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.0544000007212162,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/outcome","display_name":"Outcome (game theory)","score":0.65140700340271},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.6371698975563049},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6031053066253662},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5899556279182434},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5400872826576233},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5070312023162842},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.30190688371658325},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.14895668625831604},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.0792040228843689}],"concepts":[{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.65140700340271},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.6371698975563049},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6031053066253662},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5899556279182434},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5400872826576233},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5070312023162842},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30190688371658325},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.14895668625831604},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0792040228843689},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"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":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","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":"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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013030","descriptor_name":"Spain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013030","descriptor_name":"Spain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013030","descriptor_name":"Spain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015470","descriptor_name":"Leukemia, Myeloid, Acute","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D015470","descriptor_name":"Leukemia, Myeloid, Acute","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D015470","descriptor_name":"Leukemia, Myeloid, Acute","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D015470","descriptor_name":"Leukemia, Myeloid, Acute","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D015470","descriptor_name":"Leukemia, Myeloid, Acute","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D015470","descriptor_name":"Leukemia, Myeloid, Acute","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D015470","descriptor_name":"Leukemia, Myeloid, Acute","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D015470","descriptor_name":"Leukemia, Myeloid, Acute","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D015470","descriptor_name":"Leukemia, Myeloid, Acute","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1186/s12911-025-03001-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03001-y","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-03001-y","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:40312368","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40312368","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 medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:41678823ef6a4a46abdeefcd862ddd8b","is_oa":true,"landing_page_url":"https://doaj.org/article/41678823ef6a4a46abdeefcd862ddd8b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 25, Iss 1, Pp 1-22 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12044950","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12044950","pdf_url":null,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"},{"id":"pmh:oai:riunet.upv.es:10251/230616","is_oa":true,"landing_page_url":"https://riunet.upv.es/handle/10251/230616","pdf_url":null,"source":{"id":"https://openalex.org/S4306400639","display_name":"RiuNet (Universitat Polit\u00e8cnica de Val\u00e8ncia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60053951","host_organization_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","host_organization_lineage":["https://openalex.org/I60053951"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1186/s12911-025-03001-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03001-y","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-025-03001-y","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334905","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410005420.pdf","grobid_xml":"https://content.openalex.org/works/W4410005420.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W2014915963","https://openalex.org/W2152575748","https://openalex.org/W2154053567","https://openalex.org/W2155261478","https://openalex.org/W2295598076","https://openalex.org/W2579563793","https://openalex.org/W2604504584","https://openalex.org/W2964278775","https://openalex.org/W3033173670","https://openalex.org/W3037082682","https://openalex.org/W3094608477","https://openalex.org/W3100553263","https://openalex.org/W3111879617","https://openalex.org/W3135118700","https://openalex.org/W3160337168","https://openalex.org/W3163534579","https://openalex.org/W3185120262","https://openalex.org/W3209322626","https://openalex.org/W3216660278","https://openalex.org/W4200058045","https://openalex.org/W4225562119","https://openalex.org/W4283011365","https://openalex.org/W4283271244","https://openalex.org/W4284884567","https://openalex.org/W4290648657","https://openalex.org/W4292528167","https://openalex.org/W4294762684","https://openalex.org/W4310108945","https://openalex.org/W4312095675","https://openalex.org/W4312113985","https://openalex.org/W4366850565","https://openalex.org/W4382516270","https://openalex.org/W4390781667","https://openalex.org/W4402580601","https://openalex.org/W4403560503","https://openalex.org/W4403763949"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"BACKGROUND":[0],"AND":[1],"OBJECTIVE:":[2],"This":[3],"study":[4],"has":[5],"two":[6],"main":[7],"objectives.":[8],"First,":[9],"to":[10,26,75,157],"evaluate":[11],"a":[12,73],"feature":[13,162,225,283,288],"selection":[14,128,163,284],"methodology":[15],"based":[16,129],"on":[17,130,164,228],"SEQENS,":[18],"an":[19,131,229],"algorithm":[20],"for":[21,138,173,209],"identifying":[22],"relevant":[23,171,185],"variables.":[24],"Second,":[25],"validate":[27],"machine":[28],"learning":[29],"models":[30,191,249],"that":[31,253],"predict":[32],"the":[33,70,85,144,159,199,273,281,287],"risk":[34,86,278],"of":[35,72,95,134,146,161,204,233,239],"complications":[36],"in":[37,78],"patients":[38,235],"with":[39,89,177,272],"acute":[40],"myeloid":[41],"leukemia":[42],"(AML)":[43],"using":[44,194],"data":[45,110],"available":[46],"at":[47,52,263],"diagnosis.":[48,267],"Predictions":[49],"are":[50],"made":[51],"three":[53],"time":[54,140,188],"points:":[55],"90":[56],"days,":[57],"six":[58],"months,":[59],"and":[60,81,103,118,154,182,207,212,244,280],"one":[61],"year":[62],"post-diagnosis.":[63],"These":[64],"objectives":[65],"represent":[66],"fundamental":[67],"steps":[68],"toward":[69],"development":[71],"tool":[74],"assist":[76],"clinicians":[77],"therapeutic":[79,259],"decision-making":[80],"provide":[82],"insights":[83],"into":[84],"factors":[87],"associated":[88],"AML":[90],"complications.":[91],"METHODS:":[92],"A":[93],"dataset":[94],"568":[96],"patients,":[97],"including":[98],"demographic,":[99],"clinical,":[100],"genetic":[101],"(VAF),":[102],"cytogenetic":[104],"information,":[105],"was":[106,136],"created":[107],"by":[108,143],"combining":[109],"from":[111],"Hospital":[112],"12":[113],"de":[114,120],"Octubre":[115],"(Madrid,":[116],"Spain)":[117],"Instituto":[119],"Investigaci\u00f3n":[121],"Sanitaria":[122],"La":[123],"Fe":[124],"(Valencia,":[125],"Spain).":[126],"Feature":[127],"enhanced":[132],"version":[133],"SEQENS":[135,168],"conducted":[137],"each":[139,174],"point,":[141],"followed":[142],"comparison":[145],"four":[147],"classifiers":[148],"(XGBoost,":[149],"Multi-Layer":[150],"Perceptron,":[151],"Logistic":[152],"Regression":[153],"Decision":[155],"Tree)":[156],"assess":[158],"impact":[160],"model":[165],"performance.":[166],"RESULTS:":[167],"identified":[169],"different":[170,264],"features":[172],"prediction":[175,292],"horizon,":[176],"Age,":[178],"TP53,":[179],"-":[180],"7/7Q,":[181],"EZH2":[183],"consistently":[184],"across":[186],"all":[187],"points.":[189],"The":[190,248,268],"were":[192],"evaluated":[193],"5-fold":[195],"cross-validation,":[196],"XGBoost":[197],"achieve":[198],"highest":[200],"average":[201],"ROC-AUC":[202,237],"scores":[203,238],"0.81,":[205],"0.84,":[206],"0.82":[208],"90-day,":[210],"6-month,":[211],"1-year":[213],"predictions,":[214],"respectively.":[215],"Generally,":[216],"performance":[217,251],"remained":[218],"stable":[219],"or":[220],"improved":[221],"after":[222,266],"applying":[223],"SEQENS-based":[224,282],"selection.":[226],"Evaluation":[227],"external":[230],"test":[231],"set":[232,289],"54":[234],"yielded":[236],"0.72":[240],"(90-day),":[241],"0.75":[242],"(6-month),":[243],"0.68":[245],"(1-year).":[246],"CONCLUSIONS:":[247],"achieved":[250],"levels":[252],"suggest":[254],"they":[255],"could":[256],"serve":[257],"as":[258],"decision":[260],"support":[261],"tools":[262],"times":[265],"selected":[269],"variables":[270],"align":[271],"European":[274],"LeukemiaNet":[275],"(ELN)":[276],"2022":[277],"classification,":[279],"effectively":[285],"reduced":[286],"while":[290],"maintaining":[291],"accuracy.":[293]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
