{"id":"https://openalex.org/W4408521233","doi":"https://doi.org/10.1109/bhi62660.2024.10913594","title":"An Explainable AI-Based Decision Support Tool to Predict Preterm Birth","display_name":"An Explainable AI-Based Decision Support Tool to Predict Preterm Birth","publication_year":2024,"publication_date":"2024-11-10","ids":{"openalex":"https://openalex.org/W4408521233","doi":"https://doi.org/10.1109/bhi62660.2024.10913594"},"language":"en","primary_location":{"id":"doi:10.1109/bhi62660.2024.10913594","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bhi62660.2024.10913594","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087395369","display_name":"Ilias Kyparissidis-Kokkinidis","orcid":"https://orcid.org/0000-0002-3307-4351"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ilias Kyparissidis-Kokkinidis","raw_affiliation_strings":["School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028616202","display_name":"Emmanouil S. Rigas","orcid":"https://orcid.org/0000-0002-8042-9135"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Emmanouil S. Rigas","raw_affiliation_strings":["School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041636394","display_name":"Evangelos Logaras","orcid":"https://orcid.org/0000-0003-4921-3819"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Evangelos Logaras","raw_affiliation_strings":["School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012680494","display_name":"\u0399oannis Tsakiridis","orcid":"https://orcid.org/0000-0003-4337-7871"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioannis Tsakiridis","raw_affiliation_strings":["School of Medicine, Aristotle University of Thessaloniki,Department of Obstetrics and Gynecology,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine, Aristotle University of Thessaloniki,Department of Obstetrics and Gynecology,Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063162646","display_name":"Themistoklis Dagklis","orcid":"https://orcid.org/0000-0002-2863-5839"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Themistoklis Dagklis","raw_affiliation_strings":["School of Medicine, Aristotle University of Thessaloniki,Department of Obstetrics and Gynecology,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine, Aristotle University of Thessaloniki,Department of Obstetrics and Gynecology,Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038286526","display_name":"Paraskevas Lagakis","orcid":"https://orcid.org/0000-0002-0605-9172"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Paraskevas Lagakis","raw_affiliation_strings":["School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065383087","display_name":"Antonis Billis","orcid":"https://orcid.org/0000-0002-1854-7560"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Antonis Billis","raw_affiliation_strings":["School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058926112","display_name":"Panagiotis D. Bamidis","orcid":"https://orcid.org/0000-0002-9936-5805"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Panagiotis D. Bamidis","raw_affiliation_strings":["School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medicine, Aristotle University of Thessaloniki,Lab of Medical Physics and Digital Innovation,Greece","institution_ids":["https://openalex.org/I21370196"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9164,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.80869032,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.7213000059127808,"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":0.7213000059127808,"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":0.6730957627296448},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.5837950706481934},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3773511052131653}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6730957627296448},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.5837950706481934},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3773511052131653}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bhi62660.2024.10913594","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bhi62660.2024.10913594","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5","score":0.6700000166893005}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1534477342","https://openalex.org/W1909207154","https://openalex.org/W1968969471","https://openalex.org/W1975755498","https://openalex.org/W2008056655","https://openalex.org/W2069337288","https://openalex.org/W2070493638","https://openalex.org/W2088252378","https://openalex.org/W2101234009","https://openalex.org/W2148143831","https://openalex.org/W2295598076","https://openalex.org/W2474840293","https://openalex.org/W2731859907","https://openalex.org/W2885251459","https://openalex.org/W2912934387","https://openalex.org/W2946661638","https://openalex.org/W3004612364","https://openalex.org/W3013974198","https://openalex.org/W3175110185","https://openalex.org/W4211116959","https://openalex.org/W4225512838","https://openalex.org/W4236218212","https://openalex.org/W4256049924","https://openalex.org/W4281612393","https://openalex.org/W4400762160","https://openalex.org/W6678911119","https://openalex.org/W6811515478"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Preterm":[0],"Birth":[1],"(PTB),":[2],"characterized":[3],"as":[4],"birth":[5],"occurring":[6],"prior":[7],"to":[8,23,48,99],"37":[9],"weeks":[10],"of":[11,29,55,80,104,141,146,166,171],"gestation,":[12],"presents":[13],"a":[14,43,77,84,110,144,169],"notable":[15],"clinical":[16,36,102],"challenge.":[17],"In":[18,148],"this":[19],"work,":[20],"we":[21,41,89,108],"aim":[22],"assist":[24],"the":[25,30,101,105,116,120,152,174,181],"decision":[26,37],"making":[27],"process":[28],"obstetricians":[31],"by":[32,156,180],"proposing":[33],"an":[34,53,91,124,139,164],"AI-based":[35],"support":[38],"system.":[39],"Specifically,":[40],"propose":[42],"Machine":[44],"Learning":[45],"(ML)-based":[46],"model":[47,71,118,130],"efficiently":[49],"predict":[50],"PTB":[51],"using":[52,76,94],"assortment":[54],"relevant":[56],"features":[57],"including":[58],"social":[59],"demographics,":[60],"medical":[61],"history,":[62],"along":[63],"with":[64],"laboratory":[65],"and":[66,74,119,143,168],"obstetric":[67],"examination":[68],"results.":[69,106],"This":[70],"was":[72,154,177],"trained":[73],"validated":[75],"dataset":[78],"consisting":[79],"873":[81],"women":[82],"from":[83],"major":[85],"Greek":[86],"hospital.":[87],"Moreover,":[88],"implemented":[90],"explainability":[92,121],"feature":[93,122],"SHapley":[95],"Additive":[96],"exPlanations":[97],"(SHAP)":[98],"enhance":[100],"interpretation":[103],"Additionally,":[107],"developed":[109],"web":[111,175],"application":[112,176],"that":[113],"encompasses":[114],"both":[115],"predictive":[117,129],"in":[123,135],"easy-to-use":[125],"user":[126],"interface.":[127],"The":[128],"has":[131],"shown":[132],"strong":[133],"performance":[134],"internal":[136],"validation,":[137,150],"achieving":[138],"accuracy":[140,165],"94%":[142],"recall":[145,170],"97%.":[147],"external":[149],"where":[151],"tool":[153],"used":[155],"clinicians":[157],"for":[158],"100":[159],"pregnant":[160],"women,":[161],"it":[162],"achieved":[163],"89%":[167],"94.3%.":[172],"Finally,":[173],"well":[178],"accepted":[179],"clinicians.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}