{"id":"https://openalex.org/W4403287918","doi":"https://doi.org/10.1186/s12880-024-01450-x","title":"Radiomics based on MRI to predict recurrent L4-5 disc herniation after percutaneous endoscopic lumbar discectomy","display_name":"Radiomics based on MRI to predict recurrent L4-5 disc herniation after percutaneous endoscopic lumbar discectomy","publication_year":2024,"publication_date":"2024-10-10","ids":{"openalex":"https://openalex.org/W4403287918","doi":"https://doi.org/10.1186/s12880-024-01450-x","pmid":"https://pubmed.ncbi.nlm.nih.gov/39390384"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-024-01450-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01450-x","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01450-x","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"BMC Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01450-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060991566","display_name":"Antao Lin","orcid":"https://orcid.org/0000-0003-3754-4397"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Antao Lin","raw_affiliation_strings":["Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100397025","display_name":"Hao Zhang","orcid":"https://orcid.org/0000-0003-1974-1311"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Zhang","raw_affiliation_strings":["Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100322752","display_name":"Yan Wang","orcid":"https://orcid.org/0000-0002-6460-9160"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Wang","raw_affiliation_strings":["Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101910141","display_name":"Qian Cui","orcid":"https://orcid.org/0000-0001-7973-9649"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Cui","raw_affiliation_strings":["Department of Medical Imaging, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Imaging, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, People's Republic of China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032320952","display_name":"Kai Zhu","orcid":"https://orcid.org/0000-0002-4728-3779"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Zhu","raw_affiliation_strings":["Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100624946","display_name":"Dan Zhou","orcid":"https://orcid.org/0000-0002-2306-3456"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Zhou","raw_affiliation_strings":["Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075689463","display_name":"Shuo Han","orcid":"https://orcid.org/0000-0001-9519-1740"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Han","raw_affiliation_strings":["Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080204322","display_name":"Shengwei Meng","orcid":"https://orcid.org/0000-0002-3540-0747"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengwei Meng","raw_affiliation_strings":["Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086483779","display_name":"Jialuo Han","orcid":"https://orcid.org/0000-0001-6126-0533"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jialuo Han","raw_affiliation_strings":["Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110832441","display_name":"Lei Li","orcid":null},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Li","raw_affiliation_strings":["Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101782498","display_name":"Chuanli Zhou","orcid":"https://orcid.org/0000-0003-1848-2055"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chuanli Zhou","raw_affiliation_strings":["Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China. justin_5257@hotmail.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China. justin_5257@hotmail.com","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040545907","display_name":"Xuexiao Ma","orcid":"https://orcid.org/0000-0003-3045-783X"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]},{"id":"https://openalex.org/I4210116869","display_name":"Affiliated Hospital of Qingdao University","ror":"https://ror.org/026e9yy16","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116869"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xuexiao Ma","raw_affiliation_strings":["Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China. maxuexiaospinal@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Spinal Surgery, The Affiliated Hospital of Qingdao University, No.59 Haier Road, Qingdao, Shandong, 266000, People's Republic of China. maxuexiaospinal@163.com","institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5040545907","https://openalex.org/A5101782498"],"corresponding_institution_ids":["https://openalex.org/I108688024","https://openalex.org/I4210116869"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":2.3713,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.89151123,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"24","issue":"1","first_page":"273","last_page":"273"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.7286999821662903,"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"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.7286999821662903,"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/T10238","display_name":"Spine and Intervertebral Disc Pathology","score":0.14869999885559082,"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/T14510","display_name":"Medical Imaging and Analysis","score":0.03739999979734421,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/lumbar-disc-herniation","display_name":"Lumbar disc herniation","score":0.7402438521385193},{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.6963111758232117},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6275960206985474},{"id":"https://openalex.org/keywords/percutaneous","display_name":"Percutaneous","score":0.5815151929855347},{"id":"https://openalex.org/keywords/disc-herniation","display_name":"Disc herniation","score":0.5795168280601501},{"id":"https://openalex.org/keywords/discectomy","display_name":"Discectomy","score":0.5360802412033081},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.5201592445373535},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.4657987058162689},{"id":"https://openalex.org/keywords/diskectomy","display_name":"Diskectomy","score":0.45455941557884216},{"id":"https://openalex.org/keywords/lumbar","display_name":"Lumbar","score":0.34682124853134155},{"id":"https://openalex.org/keywords/lumbar-vertebrae","display_name":"Lumbar vertebrae","score":0.2758702039718628}],"concepts":[{"id":"https://openalex.org/C2992636618","wikidata":"https://www.wikidata.org/wiki/Q697117","display_name":"Lumbar disc herniation","level":3,"score":0.7402438521385193},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.6963111758232117},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6275960206985474},{"id":"https://openalex.org/C2780813298","wikidata":"https://www.wikidata.org/wiki/Q2071287","display_name":"Percutaneous","level":2,"score":0.5815151929855347},{"id":"https://openalex.org/C3019496433","wikidata":"https://www.wikidata.org/wiki/Q697117","display_name":"Disc herniation","level":3,"score":0.5795168280601501},{"id":"https://openalex.org/C2776008035","wikidata":"https://www.wikidata.org/wiki/Q3029776","display_name":"Discectomy","level":3,"score":0.5360802412033081},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.5201592445373535},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.4657987058162689},{"id":"https://openalex.org/C2909668398","wikidata":"https://www.wikidata.org/wiki/Q3029776","display_name":"Diskectomy","level":4,"score":0.45455941557884216},{"id":"https://openalex.org/C44575665","wikidata":"https://www.wikidata.org/wiki/Q1293405","display_name":"Lumbar","level":2,"score":0.34682124853134155},{"id":"https://openalex.org/C2779835254","wikidata":"https://www.wikidata.org/wiki/Q405478","display_name":"Lumbar vertebrae","level":3,"score":0.2758702039718628}],"mesh":[{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097188","descriptor_name":"Radiomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004724","descriptor_name":"Endoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004724","descriptor_name":"Endoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004724","descriptor_name":"Endoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004724","descriptor_name":"Endoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004724","descriptor_name":"Endoscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007405","descriptor_name":"Intervertebral Disc Displacement","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D007405","descriptor_name":"Intervertebral Disc Displacement","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D007405","descriptor_name":"Intervertebral Disc Displacement","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D007405","descriptor_name":"Intervertebral Disc Displacement","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D007405","descriptor_name":"Intervertebral Disc Displacement","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D007405","descriptor_name":"Intervertebral Disc Displacement","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D007405","descriptor_name":"Intervertebral Disc Displacement","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D007405","descriptor_name":"Intervertebral Disc Displacement","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D007405","descriptor_name":"Intervertebral Disc Displacement","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D007405","descriptor_name":"Intervertebral Disc Displacement","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012008","descriptor_name":"Recurrence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012008","descriptor_name":"Recurrence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012008","descriptor_name":"Recurrence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012008","descriptor_name":"Recurrence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012008","descriptor_name":"Recurrence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017587","descriptor_name":"Diskectomy, Percutaneous","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017587","descriptor_name":"Diskectomy, Percutaneous","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017587","descriptor_name":"Diskectomy, Percutaneous","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017587","descriptor_name":"Diskectomy, Percutaneous","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017587","descriptor_name":"Diskectomy, Percutaneous","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D057216","descriptor_name":"Propensity Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057216","descriptor_name":"Propensity Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057216","descriptor_name":"Propensity Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057216","descriptor_name":"Propensity Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057216","descriptor_name":"Propensity Score","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12880-024-01450-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01450-x","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01450-x","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:39390384","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39390384","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":"BMC medical imaging","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11468133","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11468133","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11468133/pdf/12880_2024_Article_1450.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Imaging","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:b8656a32ec8e4b588b29636e6a0e3c76","is_oa":true,"landing_page_url":"https://doaj.org/article/b8656a32ec8e4b588b29636e6a0e3c76","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Imaging, Vol 24, Iss 1, Pp 1-10 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12880-024-01450-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01450-x","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01450-x","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4300000071525574,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403287918.pdf","grobid_xml":"https://content.openalex.org/works/W4403287918.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W2033217847","https://openalex.org/W2042569098","https://openalex.org/W2094429476","https://openalex.org/W2128739912","https://openalex.org/W2423650584","https://openalex.org/W2618851150","https://openalex.org/W2890238129","https://openalex.org/W2899587570","https://openalex.org/W2906948152","https://openalex.org/W2971607482","https://openalex.org/W2977679892","https://openalex.org/W2989454580","https://openalex.org/W2998789541","https://openalex.org/W3009018846","https://openalex.org/W3013400633","https://openalex.org/W3020977166","https://openalex.org/W3087590432","https://openalex.org/W3093156106","https://openalex.org/W3112652176","https://openalex.org/W3132431218","https://openalex.org/W3159614025","https://openalex.org/W3178495281","https://openalex.org/W4220992590","https://openalex.org/W4225287948","https://openalex.org/W4387405696"],"related_works":["https://openalex.org/W3178170522","https://openalex.org/W2352308775","https://openalex.org/W4376463565","https://openalex.org/W2375843485","https://openalex.org/W3151936086","https://openalex.org/W2318287140","https://openalex.org/W2923372811","https://openalex.org/W2370859731","https://openalex.org/W2270010309","https://openalex.org/W2378034182"],"abstract_inverted_index":{"BACKGROUND:":[0],"In":[1],"recent":[2],"years,":[3],"radiomics":[4,58],"has":[5],"been":[6],"shown":[7],"to":[8,43,59,226],"be":[9,224,245,260],"an":[10,189],"effective":[11],"tool":[12],"for":[13,155,183,193,236],"the":[14,32,45,61,85,146,156,169,177,228,248,252,257,263],"diagnosis":[15],"and":[16,67,90,120,129,140,161,171,201,216,254,269],"prediction":[17],"of":[18,34,47,63,102,176,191,230,256],"diseases.":[19],"Existing":[20],"evidence":[21],"suggests":[22],"that":[23,210,243],"imaging":[24,241],"features":[25,105,180],"play":[26],"a":[27,74],"key":[28],"role":[29],"in":[30,49,167,262],"predicting":[31,194],"recurrence":[33,170],"lumbar":[35,54,110],"disk":[36],"herniation":[37],"(rLDH).":[38],"Thus,":[39],"this":[40],"study":[41,77],"aimed":[42],"evaluate":[44],"risk":[46,229],"rLDH":[48,89],"patients":[50,80,164],"undergoing":[51],"percutaneous":[52],"endoscopic":[53],"discectomy":[55],"(PELD)":[56],"using":[57,95,113,131],"facilitate":[60],"development":[62],"more":[64,233,267],"rational":[65],"surgical":[66],"perioperative":[68,237],"management":[69],"strategies.":[70],"METHOD:":[71],"This":[72],"was":[73,213],"retrospective":[75],"case-control":[76],"involving":[78],"487":[79],"who":[81],"underwent":[82],"PELD":[83],"at":[84],"L4/5":[86],"level.":[87],"The":[88],"negative":[91],"groups":[92],"were":[93,106,127,165,181],"matched":[94],"propensity":[96],"score":[97],"matching":[98],"(PSM).":[99],"A":[100],"total":[101],"1409":[103],"radiomic":[104,179],"extracted":[107,178],"from":[108],"preoperative":[109],"MRI":[111,222],"images":[112],"intraclass":[114],"correlation":[115],"coefficient":[116],"(ICC)":[117],"analysis,":[118,134],"t-test,":[119],"LASSO":[121],"analysis.":[122],"Afterward,":[123],"6":[124],"predictive":[125],"models":[126],"constructed":[128],"evaluated":[130],"ROC":[132],"curve":[133],"AUC,":[135],"specificity,":[136],"sensitivity,":[137],"confusion":[138],"matrix,":[139],"2":[141],"repeated":[142],"3-fold":[143],"cross-validations.":[144],"Lastly,":[145],"Shapley":[147],"Additive":[148],"Explanation":[149],"(SHAP)":[150],"analysis":[151],"provided":[152],"visual":[153],"explanations":[154],"models.":[157],"RESULTS:":[158],"Following":[159],"screening":[160],"matching,":[162],"128":[163],"included":[166],"both":[168],"control":[172],"groups.":[173],"Moreover,":[174],"18":[175],"selected":[182],"generating":[184],"six":[185],"models,":[186,198],"which":[187],"achieved":[188],"AUC":[190],"0.551-0.859":[192],"rLDH.":[195],"Among":[196],"these":[197],"SVM,":[199],"RF,":[200],"XG":[202],"Boost":[203],"exhibited":[204],"superior":[205],"performances.":[206],"Finally,":[207],"cross-validation":[208],"revealed":[209],"their":[211],"accuracy":[212,253],"0.674-0.791,":[214],"0.647-0.729,":[215],"0.674-0.718.":[217],"CONCLUSION:":[218],"Radiomics":[219],"based":[220],"on":[221],"can":[223,259],"used":[225],"predict":[227],"rLDH,":[231],"offering":[232],"comprehensive":[234],"guidance":[235],"treatment":[238],"by":[239,265],"extracting":[240],"information":[242],"cannot":[244],"visualized":[246],"with":[247],"naked":[249],"eye.":[250],"Meanwhile,":[251],"generalizability":[255],"model":[258],"improved":[261],"future":[264],"incorporating":[266],"data":[268],"conducting":[270],"multicenter":[271],"studies.":[272]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-17T06:14:20.161405","created_date":"2025-10-10T00:00:00"}
