{"id":"https://openalex.org/W4408959635","doi":"https://doi.org/10.1007/s10791-025-09519-z","title":"Early prediction of bronchopulmonary dysplasia in preterm infants using chest X-rays through a comparative analysis of 13 CNN models across different post-birth days","display_name":"Early prediction of bronchopulmonary dysplasia in preterm infants using chest X-rays through a comparative analysis of 13 CNN models across different post-birth days","publication_year":2025,"publication_date":"2025-03-26","ids":{"openalex":"https://openalex.org/W4408959635","doi":"https://doi.org/10.1007/s10791-025-09519-z"},"language":"en","primary_location":{"id":"doi:10.1007/s10791-025-09519-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10791-025-09519-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10791-025-09519-z.pdf","source":{"id":"https://openalex.org/S5407036663","display_name":"Discover Computing","issn_l":"2948-2992","issn":["2948-2992"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"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":"Discover Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1007/s10791-025-09519-z.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101873497","display_name":"M. A. Mohd Ali","orcid":"https://orcid.org/0000-0002-8682-3053"},"institutions":[{"id":"https://openalex.org/I180941496","display_name":"University of Hyogo","ror":"https://ror.org/0151bmh98","country_code":"JP","type":"education","lineage":["https://openalex.org/I180941496"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Md Anas Ali","raw_affiliation_strings":["University of Hyogo, Himeji, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Hyogo, Himeji, Japan","institution_ids":["https://openalex.org/I180941496"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009848768","display_name":"Ryunosuke Maeda","orcid":null},"institutions":[{"id":"https://openalex.org/I180941496","display_name":"University of Hyogo","ror":"https://ror.org/0151bmh98","country_code":"JP","type":"education","lineage":["https://openalex.org/I180941496"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Ryunosuke Maeda","raw_affiliation_strings":["University of Hyogo, Himeji, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Hyogo, Himeji, Japan","institution_ids":["https://openalex.org/I180941496"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101617378","display_name":"Daisuke Fujita","orcid":"https://orcid.org/0000-0002-0157-145X"},"institutions":[{"id":"https://openalex.org/I180941496","display_name":"University of Hyogo","ror":"https://ror.org/0151bmh98","country_code":"JP","type":"education","lineage":["https://openalex.org/I180941496"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Daisuke Fujita","raw_affiliation_strings":["University of Hyogo, Himeji, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Hyogo, Himeji, Japan","institution_ids":["https://openalex.org/I180941496"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012273871","display_name":"Naoyuki Miyahara","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158720","display_name":"Social Insurance Saitama Chuo Hospital","ror":"https://ror.org/04vqzd428","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210132540","https://openalex.org/I4210158720"]},{"id":"https://openalex.org/I8588240","display_name":"Saitama Medical University","ror":"https://ror.org/04zb31v77","country_code":"JP","type":"education","lineage":["https://openalex.org/I8588240"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Naoyuki Miyahara","raw_affiliation_strings":["Saitama Medical Center, Saitama Medical University, Saitama, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Saitama Medical Center, Saitama Medical University, Saitama, Japan","institution_ids":["https://openalex.org/I4210158720","https://openalex.org/I8588240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075552008","display_name":"Fumihiko Namba","orcid":"https://orcid.org/0000-0001-6137-4477"},"institutions":[{"id":"https://openalex.org/I4210158720","display_name":"Social Insurance Saitama Chuo Hospital","ror":"https://ror.org/04vqzd428","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210132540","https://openalex.org/I4210158720"]},{"id":"https://openalex.org/I8588240","display_name":"Saitama Medical University","ror":"https://ror.org/04zb31v77","country_code":"JP","type":"education","lineage":["https://openalex.org/I8588240"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Fumihiko Namba","raw_affiliation_strings":["Saitama Medical Center, Saitama Medical University, Saitama, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Saitama Medical Center, Saitama Medical University, Saitama, Japan","institution_ids":["https://openalex.org/I4210158720","https://openalex.org/I8588240"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042142624","display_name":"Syoji Kobashi","orcid":"https://orcid.org/0000-0003-3659-4114"},"institutions":[{"id":"https://openalex.org/I180941496","display_name":"University of Hyogo","ror":"https://ror.org/0151bmh98","country_code":"JP","type":"education","lineage":["https://openalex.org/I180941496"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Syoji Kobashi","raw_affiliation_strings":["University of Hyogo, Himeji, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Hyogo, Himeji, Japan","institution_ids":["https://openalex.org/I180941496"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5042142624"],"corresponding_institution_ids":["https://openalex.org/I180941496"],"apc_list":null,"apc_paid":null,"fwci":1.5596,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.8083467,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"28","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10549","display_name":"Neonatal Respiratory Health Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T10549","display_name":"Neonatal Respiratory Health Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/T11586","display_name":"Congenital Diaphragmatic Hernia Studies","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10322","display_name":"Respiratory Support and Mechanisms","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/bronchopulmonary-dysplasia","display_name":"Bronchopulmonary dysplasia","score":0.9490903615951538},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5843948721885681},{"id":"https://openalex.org/keywords/pediatrics","display_name":"Pediatrics","score":0.37747299671173096},{"id":"https://openalex.org/keywords/gestational-age","display_name":"Gestational age","score":0.19884589314460754},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.11112451553344727},{"id":"https://openalex.org/keywords/pregnancy","display_name":"Pregnancy","score":0.05889207124710083}],"concepts":[{"id":"https://openalex.org/C2778721537","wikidata":"https://www.wikidata.org/wiki/Q922640","display_name":"Bronchopulmonary dysplasia","level":4,"score":0.9490903615951538},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5843948721885681},{"id":"https://openalex.org/C187212893","wikidata":"https://www.wikidata.org/wiki/Q123028","display_name":"Pediatrics","level":1,"score":0.37747299671173096},{"id":"https://openalex.org/C2778376644","wikidata":"https://www.wikidata.org/wiki/Q2253111","display_name":"Gestational age","level":3,"score":0.19884589314460754},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.11112451553344727},{"id":"https://openalex.org/C2779234561","wikidata":"https://www.wikidata.org/wiki/Q11995","display_name":"Pregnancy","level":2,"score":0.05889207124710083},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10791-025-09519-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10791-025-09519-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10791-025-09519-z.pdf","source":{"id":"https://openalex.org/S5407036663","display_name":"Discover Computing","issn_l":"2948-2992","issn":["2948-2992"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"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":"Discover Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10791-025-09519-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10791-025-09519-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10791-025-09519-z.pdf","source":{"id":"https://openalex.org/S5407036663","display_name":"Discover Computing","issn_l":"2948-2992","issn":["2948-2992"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"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":"Discover Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4135330079","display_name":null,"funder_award_id":"21FC1003","funder_id":"https://openalex.org/F4320321945","funder_display_name":"Ministry of Health, Labour and Welfare"}],"funders":[{"id":"https://openalex.org/F4320321945","display_name":"Ministry of Health, Labour and Welfare","ror":"https://ror.org/03mwa7s65"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408959635.pdf"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1983737745","https://openalex.org/W2006357580","https://openalex.org/W2043366906","https://openalex.org/W2108598243","https://openalex.org/W2111575740","https://openalex.org/W2121960517","https://openalex.org/W2130953101","https://openalex.org/W2221439178","https://openalex.org/W2615737272","https://openalex.org/W2618530766","https://openalex.org/W2789993316","https://openalex.org/W2790554076","https://openalex.org/W2909754198","https://openalex.org/W3082076807","https://openalex.org/W3107851580","https://openalex.org/W3120327591","https://openalex.org/W3124794804","https://openalex.org/W4210972068","https://openalex.org/W4211114070","https://openalex.org/W4214860167","https://openalex.org/W4229455629","https://openalex.org/W4282913252","https://openalex.org/W4283274153","https://openalex.org/W4381894205"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166","https://openalex.org/W1489783725"],"abstract_inverted_index":{"Bronchopulmonary":[0],"dysplasia":[1],"(BPD)":[2],"in":[3,10,28,39,201,208],"preterm":[4,129],"infants":[5],"is":[6,36],"a":[7,37,48,106,111,175,181],"major":[8],"concern":[9],"neonatal":[11,63,209],"intensive":[12],"care,":[13],"necessitating":[14],"early":[15,40,58,203],"and":[16,89,122,134,151,187],"accurate":[17],"detection":[18],"for":[19,56,206],"improved":[20],"outcomes.":[21],"Despite":[22],"the":[23,57,96,156,197],"use":[24],"of":[25,60,145,165,171,177,183,190,199],"clinical":[26],"information":[27],"previous":[29],"studies":[30],"to":[31,80,94],"assess":[32],"BPD":[33,61,83,133,207],"severity,":[34],"there":[35],"gap":[38],"prediction":[41,59],"through":[42],"imaging":[43],"techniques.":[44],"This":[45],"paper":[46],"proposed":[47],"novel":[49],"method":[50,109],"using":[51,86,105,211],"convolutional":[52],"neural":[53],"networks":[54,157],"(CNNs)":[55],"from":[62],"chest":[64,72,212],"X-rays.":[65],"We":[66],"employed":[67],"two":[68],"strategies:":[69],"first,":[70],"analyzing":[71],"X-ray":[73,213],"images":[74,93],"taken":[75],"on":[76,110,139],"specific":[77,100],"days":[78],"post-birth":[79],"evaluate":[81],"day-wise":[82],"predictive":[84],"performance":[85,154],"CNN":[87,101],"models;":[88],"second,":[90],"aggregating":[91],"these":[92],"enhance":[95],"training":[97],"dataset.":[98],"Thirteen":[99],"architectures":[102],"were":[103],"evaluated":[104],"five-fold":[107],"cross-validation":[108],"dataset":[112,126],"acquired":[113],"at":[114,142],"four":[115],"distinct":[116],"time":[117],"points:":[118],"3,":[119],"7,":[120],"14,":[121],"28-days":[123],"post-birth.":[124],"The":[125,194],"included":[127],"115":[128],"infants,":[130],"51":[131],"with":[132,159],"64":[135],"normal,":[136],"classified":[137],"based":[138],"their":[140],"condition":[141],"36":[143],"weeks":[144],"post-menstrual":[146],"age.":[147],"MobileNetV2":[148],"demonstrated":[149],"consistent":[150],"fairly":[152],"above-moderate":[153],"among":[155],"used,":[158],"calculated":[160],"metrics":[161],"showing":[162],"an":[163,169,188],"accuracy":[164,205],"0.665":[166],"\u00b1":[167,173,179,185,192],"0.045,":[168],"AUC":[170],"0.736":[172],"0.053,":[174],"recall":[176],"0.635":[178],"0.042,":[180],"precision":[182],"0.647":[184],"0.046,":[186],"F1-score":[189],"0.641":[191],"0.042.":[193],"results":[195],"highlight":[196],"potential":[198],"CNNs":[200],"enhancing":[202],"diagnostic":[204],"patients":[210],"images.":[214]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
