{"id":"https://openalex.org/W7224461538","doi":"https://doi.org/10.1002/jcu.70453","title":"Radiomic Signatures From Conventional MRI Predict Recovery in Obstetric Brachial Plexus Palsy: A Machine Learning Approach in Infants","display_name":"Radiomic Signatures From Conventional MRI Predict Recovery in Obstetric Brachial Plexus Palsy: A Machine Learning Approach in Infants","publication_year":2026,"publication_date":"2026-10-28","ids":{"openalex":"https://openalex.org/W7224461538","doi":"https://doi.org/10.1002/jcu.70453","pmid":"https://pubmed.ncbi.nlm.nih.gov/42952013"},"language":"en","primary_location":{"id":"doi:10.1002/jcu.70453","doi":"https://doi.org/10.1002/jcu.70453","is_oa":true,"landing_page_url":"https://doi.org/10.1002/jcu.70453","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/jcu.70453","source":{"id":"https://openalex.org/S35103199","display_name":"Journal of Clinical Ultrasound","issn_l":"0091-2751","issn":["0091-2751","1097-0096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Clinical Ultrasound","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/jcu.70453","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002470927","display_name":"G\u00f6k\u00e7en \u00c7oban","orcid":"https://orcid.org/0000-0002-4010-2883","observed_orcids":["https://orcid.org/0000-0002-4010-2883"]},"institutions":[{"id":"https://openalex.org/I66514158","display_name":"Hacettepe University","ror":"https://ror.org/04kwvgz42","country_code":"TR","type":"education","lineage":["https://openalex.org/I66514158"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Gokcen Coban Cifci","raw_affiliation_strings":["Department of Radiology Hacettepe University School of Medicine  Ankara Turkiye"],"raw_orcid":"https://orcid.org/0000-0002-4010-2883","affiliations":[{"raw_affiliation_string":"Department of Radiology Hacettepe University School of Medicine  Ankara Turkiye","institution_ids":["https://openalex.org/I66514158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024267281","display_name":"Hanife Avc\u0131","orcid":"https://orcid.org/0000-0002-1405-9754","observed_orcids":["https://orcid.org/0000-0002-1405-9754"]},"institutions":[{"id":"https://openalex.org/I66514158","display_name":"Hacettepe University","ror":"https://ror.org/04kwvgz42","country_code":"TR","type":"education","lineage":["https://openalex.org/I66514158"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Hanife Avc\u0131","raw_affiliation_strings":["Department of Biostatistics Hacettepe University School of Medicine  Ankara Turkiye"],"raw_orcid":"https://orcid.org/0000-0002-1405-9754","affiliations":[{"raw_affiliation_string":"Department of Biostatistics Hacettepe University School of Medicine  Ankara Turkiye","institution_ids":["https://openalex.org/I66514158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031175243","display_name":"Ekim G\u00fcmeler","orcid":"https://orcid.org/0000-0003-3783-2372","observed_orcids":["https://orcid.org/0000-0003-3783-2372"]},"institutions":[{"id":"https://openalex.org/I66514158","display_name":"Hacettepe University","ror":"https://ror.org/04kwvgz42","country_code":"TR","type":"education","lineage":["https://openalex.org/I66514158"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ekim G\u00fcmeler","raw_affiliation_strings":["Department of Radiology Hacettepe University School of Medicine  Ankara Turkiye"],"raw_orcid":"https://orcid.org/0000-0003-3783-2372","affiliations":[{"raw_affiliation_string":"Department of Radiology Hacettepe University School of Medicine  Ankara Turkiye","institution_ids":["https://openalex.org/I66514158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067451189","display_name":"Meltem Karatas","orcid":"https://orcid.org/0000-0003-2962-4573","observed_orcids":["https://orcid.org/0000-0003-2962-4573"]},"institutions":[{"id":"https://openalex.org/I4405392","display_name":"Bo\u011fazi\u00e7i University","ror":"https://ror.org/03z9tma90","country_code":"TR","type":"education","lineage":["https://openalex.org/I4405392"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Meltem Karatas","raw_affiliation_strings":["Bogazici University Institute of Biomedical Engineering  Istanbul Turkiye"],"raw_orcid":"https://orcid.org/0000-0003-2962-4573","affiliations":[{"raw_affiliation_string":"Bogazici University Institute of Biomedical Engineering  Istanbul Turkiye","institution_ids":["https://openalex.org/I4405392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042471118","display_name":"Ak\u0131n \u00dcz\u00fcmc\u00fcgil","orcid":"https://orcid.org/0000-0002-9992-9172","observed_orcids":["https://orcid.org/0000-0002-9992-9172","https://orcid.org/0000-0002-1468-3039"]},"institutions":[{"id":"https://openalex.org/I4210115551","display_name":"Hacettepe University Hospital","ror":"https://ror.org/024q5j973","country_code":"TR","type":"healthcare","lineage":["https://openalex.org/I4210115551"]},{"id":"https://openalex.org/I66514158","display_name":"Hacettepe University","ror":"https://ror.org/04kwvgz42","country_code":"TR","type":"education","lineage":["https://openalex.org/I66514158"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ak\u0131n \u00dcz\u00fcmc\u00fcgil","raw_affiliation_strings":["Department of Orthopedics and Traumatology Hacettepe University School of Medicine  Ankara Turkiye"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Orthopedics and Traumatology Hacettepe University School of Medicine  Ankara Turkiye","institution_ids":["https://openalex.org/I4210115551","https://openalex.org/I66514158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069694325","display_name":"T\u00fcz\u00fcn F\u0131rat","orcid":"https://orcid.org/0000-0003-2200-7222","observed_orcids":["https://orcid.org/0000-0003-2200-7222","https://orcid.org/0000-0001-7091-771X"]},"institutions":[{"id":"https://openalex.org/I66514158","display_name":"Hacettepe University","ror":"https://ror.org/04kwvgz42","country_code":"TR","type":"education","lineage":["https://openalex.org/I66514158"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Tuzun Firat","raw_affiliation_strings":["Department of Physical Therapy and Rehabilitation Hacettepe University  Ankara Turkiye"],"raw_orcid":"https://orcid.org/0000-0003-2200-7222","affiliations":[{"raw_affiliation_string":"Department of Physical Therapy and Rehabilitation Hacettepe University  Ankara Turkiye","institution_ids":["https://openalex.org/I66514158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023607130","display_name":"Kader Karl\u0131 O\u011fuz","orcid":"https://orcid.org/0000-0002-3385-4665","observed_orcids":["https://orcid.org/0000-0002-3385-4665","https://orcid.org/0000-0002-6404-4403"]},"institutions":[{"id":"https://openalex.org/I4210160527","display_name":"University of California Davis Medical Center","ror":"https://ror.org/05t6gpm70","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210160527","https://openalex.org/I4210160856"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kader Karli Oguz","raw_affiliation_strings":["Department of Radiology, Division of Neuroradiology UC Davis Medical Center  Sacramento California USA"],"raw_orcid":"https://orcid.org/0000-0002-3385-4665","affiliations":[{"raw_affiliation_string":"Department of Radiology, Division of Neuroradiology UC Davis Medical Center  Sacramento California USA","institution_ids":["https://openalex.org/I4210160527"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056411837","display_name":"G\u00fclg\u00fcn \u015eeng\u00fcl","orcid":"https://orcid.org/0000-0002-5826-7379","observed_orcids":["https://orcid.org/0000-0002-5826-7379"]},"institutions":[{"id":"https://openalex.org/I41641357","display_name":"Ege University","ror":"https://ror.org/02eaafc18","country_code":"TR","type":"education","lineage":["https://openalex.org/I41641357"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Gulgun Sengul","raw_affiliation_strings":["Department of Anatomy Ege University, School of Medicine  Izmir Turkiye","Department of Neuroscience, Institute of Health Sciences Ege University  Izmir Turkiye"],"raw_orcid":"https://orcid.org/0000-0002-5826-7379","affiliations":[{"raw_affiliation_string":"Department of Anatomy Ege University, School of Medicine  Izmir Turkiye","institution_ids":["https://openalex.org/I41641357"]},{"raw_affiliation_string":"Department of Neuroscience, Institute of Health Sciences Ege University  Izmir Turkiye","institution_ids":["https://openalex.org/I41641357"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5002470927"],"corresponding_institution_ids":["https://openalex.org/I66514158"],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.86421088,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12459","display_name":"Nerve Injury and Rehabilitation","score":0.6909000277519226,"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"}},"topics":[{"id":"https://openalex.org/T12459","display_name":"Nerve Injury and Rehabilitation","score":0.6909000277519226,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.2969000041484833,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T11184","display_name":"Neonatal and fetal brain pathology","score":0.0017999999690800905,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/obstetric-brachial-plexus-palsy","display_name":"obstetric brachial plexus palsy","score":0.9980000257492065},{"id":"https://openalex.org/keywords/radiomics","display_name":"radiomics","score":0.75},{"id":"https://openalex.org/keywords/functional-recovery-prediction","display_name":"functional recovery prediction","score":0.8230000138282776},{"id":"https://openalex.org/keywords/infants","display_name":"infants","score":0.6790000200271606},{"id":"https://openalex.org/keywords/prognostic-factors","display_name":"prognostic factors","score":0.8529999852180481},{"id":"https://openalex.org/keywords/nomogram","display_name":"nomogram","score":0.6980000138282776},{"id":"https://openalex.org/keywords/pseudomeningocele","display_name":"pseudomeningocele","score":0.9679999947547913},{"id":"https://openalex.org/keywords/birth-weight","display_name":"birth weight","score":0.6110000014305115},{"id":"https://openalex.org/keywords/machine-learning-prediction-models","display_name":"machine learning prediction models","score":0.5630000233650208},{"id":"https://openalex.org/keywords/texture-features","display_name":"texture features","score":0.5699999928474426},{"id":"https://openalex.org/keywords/shape-features","display_name":"shape features","score":0.7820000052452087},{"id":"https://openalex.org/keywords/first-order-features","display_name":"first-order features","score":0.5989999771118164}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.9023000001907349},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5291000008583069},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5274999737739563},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5009999871253967},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.4871000051498413},{"id":"https://openalex.org/C13483470","wikidata":"https://www.wikidata.org/wiki/Q1470152","display_name":"Coronal plane","level":2,"score":0.4717000126838684},{"id":"https://openalex.org/C2781151446","wikidata":"https://www.wikidata.org/wiki/Q846961","display_name":"Brachial plexus","level":2,"score":0.4675999879837036},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4526999890804291},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.3968999981880188},{"id":"https://openalex.org/C188816634","wikidata":"https://www.wikidata.org/wiki/Q2113324","display_name":"Prospective cohort study","level":2,"score":0.38339999318122864},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3734000027179718},{"id":"https://openalex.org/C2779988585","wikidata":"https://www.wikidata.org/wiki/Q7204920","display_name":"Plexus","level":2,"score":0.3596000075340271},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.35580000281333923},{"id":"https://openalex.org/C76318530","wikidata":"https://www.wikidata.org/wiki/Q16833590","display_name":"Area under the curve","level":2,"score":0.3172999918460846},{"id":"https://openalex.org/C3020225094","wikidata":"https://www.wikidata.org/wiki/Q80091","display_name":"Area under curve","level":3,"score":0.30640000104904175},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3057999908924103},{"id":"https://openalex.org/C198433322","wikidata":"https://www.wikidata.org/wiki/Q3910099","display_name":"Predictive value of tests","level":2,"score":0.3003000020980835},{"id":"https://openalex.org/C71472368","wikidata":"https://www.wikidata.org/wiki/Q676880","display_name":"Text mining","level":2,"score":0.27469998598098755},{"id":"https://openalex.org/C2778097013","wikidata":"https://www.wikidata.org/wiki/Q68212673","display_name":"Palsy","level":3,"score":0.27300000190734863},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.2547999918460846}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/jcu.70453","doi":"https://doi.org/10.1002/jcu.70453","is_oa":true,"landing_page_url":"https://doi.org/10.1002/jcu.70453","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/jcu.70453","source":{"id":"https://openalex.org/S35103199","display_name":"Journal of Clinical Ultrasound","issn_l":"0091-2751","issn":["0091-2751","1097-0096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Clinical Ultrasound","raw_type":"journal-article"},{"id":"pmid:42952013","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42952013","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,"listed_in":[],"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":"Journal of clinical ultrasound : JCU","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1002/jcu.70453","doi":"https://doi.org/10.1002/jcu.70453","is_oa":true,"landing_page_url":"https://doi.org/10.1002/jcu.70453","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/jcu.70453","source":{"id":"https://openalex.org/S35103199","display_name":"Journal of Clinical Ultrasound","issn_l":"0091-2751","issn":["0091-2751","1097-0096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Clinical Ultrasound","raw_type":"journal-article"},"sustainable_development_goals":[{"score":1.0,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7224461538.pdf","grobid_xml":"https://content.openalex.org/works/W7224461538.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W1831050183","https://openalex.org/W2058639289","https://openalex.org/W2156665896","https://openalex.org/W3157409501","https://openalex.org/W3204111601","https://openalex.org/W4283779314","https://openalex.org/W4294541781","https://openalex.org/W4361868916","https://openalex.org/W4383999276","https://openalex.org/W4399637125"],"related_works":["https://openalex.org/W7221505931","https://openalex.org/W1499347529","https://openalex.org/W2004376613","https://openalex.org/W7223020750","https://openalex.org/W2518996139","https://openalex.org/W3196951892","https://openalex.org/W3014791427","https://openalex.org/W2595428027","https://openalex.org/W2980066073","https://openalex.org/W2189118074"],"abstract_inverted_index":{"PURPOSE:":[0],"Obstetric":[1],"brachial":[2],"plexus":[3],"palsy":[4],"(OBPP)":[5],"causes":[6],"variable":[7],"neurological":[8],"outcomes,":[9],"but":[10],"early":[11],"prognostic":[12,46],"biomarkers":[13],"remain":[14],"limited.":[15],"This":[16],"study":[17],"evaluated":[18,151],"whether":[19,36],"radiomic":[20,82,183],"features":[21,39,83],"extracted":[22,85],"from":[23],"routine":[24,276],"T2-STIR":[25,78,277],"MRI":[26,67,278],"can":[27],"predict":[28],"functional":[29],"recovery":[30,113,192,283],"in":[31,284,322],"infants":[32,55],"with":[33,40,56,264,289],"OBPP,":[34,285],"and":[35,80,132,146,169,188,253,286,301,307,317,319],"combining":[37],"these":[38,310],"routinely":[41],"available":[42],"clinical":[43,92,162,291,327],"predictors":[44,292],"improves":[45,294],"performance.":[47],"METHODS:":[48],"In":[49],"this":[50],"prospective":[51],"single-center":[52],"study,":[53],"39":[54],"OBPP":[57],"(mean":[58,94,267],"age":[59],"12.5":[60],"\u00b1":[61,96],"5.7":[62],"weeks)":[63],"underwent":[64],"3":[65],"T":[66],"during":[68],"physiological":[69],"sleep.":[70],"Postganglionic":[71],"lesions":[72],"were":[73,84,103,130,178],"semi-automatically":[74],"segmented":[75],"on":[76,135,152],"coronal":[77],"images,":[79],"111":[81],"per":[86],"patient.":[87],"After":[88],"a":[89,170,176],"minimum":[90],"two-year":[91],"follow-up":[93],"25.5":[95],"2.0":[97],"months;":[98],"range":[99],"24-32":[100],"months),":[101],"patients":[102],"classified":[104],"as":[105,175,315],"having":[106],"complete":[107],"(n":[108,114,139,158],"=":[109,115,140,159,203,206,210,213,221,225,244,248,251,270],"17)":[110],"or":[111],"partial":[112],"22).":[116],"Feature":[117],"selection":[118],"was":[119,149,229],"performed":[120,199],"using":[121,142],"the":[122,136,195,239,254,259,297,302],"Boruta":[123],"algorithm.":[124],"Five":[125],"supervised":[126],"machine":[127],"learning":[128],"models":[129],"trained":[131],"internally":[133],"optimized":[134],"training":[137,306],"set":[138,157],"28)":[141],"leave-one-out":[143],"cross-validation":[144],"(LOOCV),":[145],"their":[147],"performance":[148,303],"subsequently":[150],"an":[153],"independent":[154],"holdout":[155],"test":[156,208,223,246,308],"11).":[160],"A":[161],"model":[163,237,241],"(Narakas":[164],"classification,":[165],"birth":[166],"weight,":[167],"pseudomeningocele)":[168],"combined":[171,235],"clinical-radiomic":[172,236],"model,":[173],"summarized":[174],"nomogram,":[177],"additionally":[179],"developed.":[180],"RESULTS:":[181],"Eight":[182],"features,":[184],"including":[185],"shape,":[186],"first-order,":[187],"texture":[189],"metrics,":[190],"differentiated":[191],"groups.":[193],"Among":[194],"radiomics-only":[196,240],"models,":[197],"SVM-RBF":[198],"best":[200],"(training":[201,219,242],"AUC":[202,209,220,224,243,247],"0.929,":[204],"F1-score":[205,212],"0.889;":[207],"0.867,":[211],"0.750),":[214],"followed":[215],"by":[216],"random":[217],"forest":[218],"0.952;":[222],"0.783);":[226],"test-set":[227],"specificity":[228],"low":[230],"for":[231,281],"several":[232],"classifiers.":[233],"The":[234],"outperformed":[238],"1.000;":[245],"0.933,":[249],"accuracy":[250],"0.818),":[252],"bias-corrected":[255],"calibration":[256],"curve":[257],"of":[258,275],"nomogram":[260],"showed":[261],"good":[262],"agreement":[263],"observed":[265],"outcomes":[266],"absolute":[268],"error":[269],"0.07).":[271],"CONCLUSION:":[272],"Radiomic":[273],"analysis":[274],"shows":[279],"promise":[280],"predicting":[282],"its":[287],"combination":[288],"simple":[290],"further":[293],"discrimination.":[295],"Given":[296],"small":[298],"sample":[299],"size":[300],"drop":[304],"between":[305],"sets,":[309],"findings":[311],"should":[312],"be":[313],"regarded":[314],"preliminary":[316],"hypothesis-generating,":[318],"require":[320],"validation":[321],"larger,":[323],"multicenter":[324],"cohorts":[325],"before":[326],"use.":[328]},"counts_by_year":[],"updated_date":"2026-11-01T11:40:01.658920","created_date":"2026-10-30T00:00:00"}
