{"id":"https://openalex.org/W4401821304","doi":"https://doi.org/10.3233/shti240532","title":"A Conformal Prediction Approach to Enhance Predictive Accuracy and Confidence in Machine Learning Application in Chronic Diseases","display_name":"A Conformal Prediction Approach to Enhance Predictive Accuracy and Confidence in Machine Learning Application in Chronic Diseases","publication_year":2024,"publication_date":"2024-08-22","ids":{"openalex":"https://openalex.org/W4401821304","doi":"https://doi.org/10.3233/shti240532","pmid":"https://pubmed.ncbi.nlm.nih.gov/39176913"},"language":"en","primary_location":{"id":"doi:10.3233/shti240532","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti240532","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI240532","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI240532","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5106680650","display_name":"Christina Papangelou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Christina Papangelou","raw_affiliation_strings":["Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061447916","display_name":"Thomas Chatzikonstantinou","orcid":"https://orcid.org/0000-0003-4105-1253"},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Thomas Chatzikonstantinou","raw_affiliation_strings":["Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044130307","display_name":"\u039a\u03ce\u03c3\u03c4\u03b1\u03c2 \u03a3\u03c4\u03b1\u03bc\u03b1\u03c4\u03cc\u03c0\u03bf\u03c5\u03bb\u03bf\u03c2","orcid":"https://orcid.org/0000-0001-8529-640X"},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Kostas Stamatopoulos","raw_affiliation_strings":["Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034892288","display_name":"Anastasia Chatzidimitriou","orcid":"https://orcid.org/0000-0002-8106-1846"},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Anastasia Chatzidimitriou","raw_affiliation_strings":["Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210134249"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008465692","display_name":"Evangelia Minga","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Evangelia Minga","raw_affiliation_strings":["Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Applied Biosciences, Center for Research and Technology Hellas, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210134249"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5106680650"],"corresponding_institution_ids":["https://openalex.org/I4210134249"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.37252619,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"316","issue":null,"first_page":"801","last_page":"802"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11157","display_name":"Chronic Lymphocytic Leukemia Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"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/T11157","display_name":"Chronic Lymphocytic Leukemia Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"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/T10185","display_name":"Lymphoma Diagnosis and Treatment","score":0.9787999987602234,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"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/T11316","display_name":"Mycobacterium research and diagnosis","score":0.9380999803543091,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/machine-learning","display_name":"Machine learning","score":0.6072185635566711},{"id":"https://openalex.org/keywords/chronic-lymphocytic-leukemia","display_name":"Chronic lymphocytic leukemia","score":0.6053348183631897},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6028847694396973},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.5817312598228455},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.525883138179779},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.45433124899864197},{"id":"https://openalex.org/keywords/leukemia","display_name":"Leukemia","score":0.2585868239402771},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2534695863723755},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1310119926929474}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6072185635566711},{"id":"https://openalex.org/C2777938653","wikidata":"https://www.wikidata.org/wiki/Q1088156","display_name":"Chronic lymphocytic leukemia","level":3,"score":0.6053348183631897},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6028847694396973},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.5817312598228455},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.525883138179779},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.45433124899864197},{"id":"https://openalex.org/C2778461978","wikidata":"https://www.wikidata.org/wiki/Q29496","display_name":"Leukemia","level":2,"score":0.2585868239402771},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2534695863723755},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1310119926929474},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","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":"D015451","descriptor_name":"Leukemia, Lymphocytic, Chronic, B-Cell","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015451","descriptor_name":"Leukemia, Lymphocytic, Chronic, B-Cell","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015451","descriptor_name":"Leukemia, Lymphocytic, Chronic, B-Cell","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015451","descriptor_name":"Leukemia, Lymphocytic, Chronic, B-Cell","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti240532","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti240532","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI240532","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:39176913","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39176913","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":"Studies in health technology and informatics","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.3233/shti240532","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti240532","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI240532","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401821304.pdf","grobid_xml":"https://content.openalex.org/works/W4401821304.grobid-xml"},"referenced_works_count":4,"referenced_works":["https://openalex.org/W1553101044","https://openalex.org/W2204986825","https://openalex.org/W2997476292","https://openalex.org/W4287075774"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Heterogeneity":[0],"in":[1,31],"chronic":[2],"malignancies":[3],"raises":[4],"an":[5],"increasing":[6],"interest":[7],"for":[8],"the":[9],"integration":[10],"and":[11,27,52],"study":[12,17],"of":[13],"predictive":[14],"models.":[15],"This":[16],"presents":[18],"a":[19],"machine":[20],"learning":[21],"model":[22],"approach":[23],"to":[24,47],"predict":[25],"outcomes":[26,57],"improve":[28],"their":[29],"trustworthiness":[30],"multi-factorial":[32],"diseases":[33],"with":[34],"highly":[35],"heterogeneous":[36],"outcomes,":[37],"like":[38],"Chronic":[39],"Lymphocytic":[40],"Leukemia":[41],"(CLL).":[42],"We":[43],"incorporated":[44],"Conformal":[45],"Prediction":[46],"quantify":[48],"our":[49],"models":[50],"uncertainty,":[51],"generate":[53],"confident":[54],"personalized":[55],"prediction":[56],"that":[58],"can":[59],"be":[60],"integrated":[61],"into":[62],"clinical":[63],"practice.":[64]},"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
