{"id":"https://openalex.org/W4416998870","doi":"https://doi.org/10.1016/j.ijmedinf.2025.106219","title":"Time and temporality in machine learning methods to improve cancer clinical decision support: A literature review","display_name":"Time and temporality in machine learning methods to improve cancer clinical decision support: A literature review","publication_year":2025,"publication_date":"2025-12-04","ids":{"openalex":"https://openalex.org/W4416998870","doi":"https://doi.org/10.1016/j.ijmedinf.2025.106219","pmid":"https://pubmed.ncbi.nlm.nih.gov/41389791"},"language":"en","primary_location":{"id":"doi:10.1016/j.ijmedinf.2025.106219","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ijmedinf.2025.106219","pdf_url":null,"source":{"id":"https://openalex.org/S53142634","display_name":"International Journal of Medical Informatics","issn_l":"1386-5056","issn":["1386-5056","1872-8243"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Medical Informatics","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Yiyu Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Yiyu Wang","raw_affiliation_strings":["J.E. Cairnes School of Business and Economics, University of Galway, University Road, Galway H91 TK33, Ireland. Electronic address: y.wang32@universityofgalway.ie"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"J.E. Cairnes School of Business and Economics, University of Galway, University Road, Galway H91 TK33, Ireland. Electronic address: y.wang32@universityofgalway.ie","institution_ids":["https://openalex.org/I188760350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017184057","display_name":"Anastasia Griva","orcid":"https://orcid.org/0000-0001-8346-9389"},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Anastasia Griva","raw_affiliation_strings":["J.E. Cairnes School of Business and Economics, University of Galway, University Road, Galway H91 TK33, Ireland; Lero - The Research Ireland Centre for Software, University of Galway, University Road, Galway H91 TK33, Ireland. Electronic address: anastasia.griva@universityofgalway.ie"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"J.E. Cairnes School of Business and Economics, University of Galway, University Road, Galway H91 TK33, Ireland; Lero - The Research Ireland Centre for Software, University of Galway, University Road, Galway H91 TK33, Ireland. Electronic address: anastasia.griva@universityofgalway.ie","institution_ids":["https://openalex.org/I188760350"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089940209","display_name":"Umair ul Hassan","orcid":"https://orcid.org/0000-0002-3647-9020"},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Umair Ul Hassan","raw_affiliation_strings":["J.E. Cairnes School of Business and Economics, University of Galway, University Road, Galway H91 TK33, Ireland; Insight Research Ireland Centre for Data Analytics, Data Science Institute, University of Galway, University Road, Galway H91 TK33, Ireland. Electronic address: umair.ulhassan@universityofgalway.ie"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"J.E. Cairnes School of Business and Economics, University of Galway, University Road, Galway H91 TK33, Ireland; Insight Research Ireland Centre for Data Analytics, Data Science Institute, University of Galway, University Road, Galway H91 TK33, Ireland. Electronic address: umair.ulhassan@universityofgalway.ie","institution_ids":["https://openalex.org/I188760350"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I188760350"],"apc_list":{"value":3210,"currency":"USD","value_usd":3210},"apc_paid":null,"fwci":4.2811,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.94911853,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"207","issue":null,"first_page":"106219","last_page":"106219"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.5863000154495239,"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"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.5863000154495239,"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"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.0771000012755394,"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"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.05040000006556511,"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/temporality","display_name":"Temporality","score":0.8755999803543091},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4456999897956848},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.3513999879360199},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.3452000021934509},{"id":"https://openalex.org/keywords/cancer-detection","display_name":"Cancer detection","score":0.3154999911785126},{"id":"https://openalex.org/keywords/clinical-decision-making","display_name":"Clinical decision making","score":0.30630001425743103}],"concepts":[{"id":"https://openalex.org/C141679102","wikidata":"https://www.wikidata.org/wiki/Q3517747","display_name":"Temporality","level":2,"score":0.8755999803543091},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5304999947547913},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5288000106811523},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49410000443458557},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44859999418258667},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4456999897956848},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.3513999879360199},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.3452000021934509},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32440000772476196},{"id":"https://openalex.org/C2985322473","wikidata":"https://www.wikidata.org/wiki/Q3044843","display_name":"Cancer detection","level":3,"score":0.3154999911785126},{"id":"https://openalex.org/C2989179672","wikidata":"https://www.wikidata.org/wiki/Q6806500","display_name":"Clinical decision making","level":2,"score":0.30630001425743103},{"id":"https://openalex.org/C3020672099","wikidata":"https://www.wikidata.org/wiki/Q857354","display_name":"Longitudinal data","level":2,"score":0.29820001125335693},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.2745000123977661},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.27219998836517334},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.26919999718666077},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.26260000467300415},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.260699987411499},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.2599000036716461},{"id":"https://openalex.org/C2994114330","wikidata":"https://www.wikidata.org/wiki/Q5031437","display_name":"Cancer imaging","level":3,"score":0.2531999945640564}],"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":"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":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.ijmedinf.2025.106219","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ijmedinf.2025.106219","pdf_url":null,"source":{"id":"https://openalex.org/S53142634","display_name":"International Journal of Medical Informatics","issn_l":"1386-5056","issn":["1386-5056","1872-8243"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Medical Informatics","raw_type":"journal-article"},{"id":"pmid:41389791","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41389791","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":"International journal of medical informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2030790437","https://openalex.org/W2619977335","https://openalex.org/W2943359333","https://openalex.org/W2995276890","https://openalex.org/W3039445169","https://openalex.org/W3070160688","https://openalex.org/W3094428736","https://openalex.org/W3116718021","https://openalex.org/W3146345129","https://openalex.org/W3154244319","https://openalex.org/W3154512599","https://openalex.org/W3154550454","https://openalex.org/W3176016422","https://openalex.org/W3176538307","https://openalex.org/W3197040406","https://openalex.org/W3201351048","https://openalex.org/W4206163452","https://openalex.org/W4230989785","https://openalex.org/W4289545466","https://openalex.org/W4296519256","https://openalex.org/W4366270247","https://openalex.org/W4366524860","https://openalex.org/W4383618970","https://openalex.org/W4389101129","https://openalex.org/W4410939981"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2025-12-04T00:00:00"}
