{"id":"https://openalex.org/W4403705920","doi":"https://doi.org/10.1186/s12880-024-01474-3","title":"Predicting pathological complete response following neoadjuvant chemoradiotherapy (nCRT) in patients with locally advanced rectal cancer using merged model integrating MRI-based radiomics and deep learning data","display_name":"Predicting pathological complete response following neoadjuvant chemoradiotherapy (nCRT) in patients with locally advanced rectal cancer using merged model integrating MRI-based radiomics and deep learning data","publication_year":2024,"publication_date":"2024-10-24","ids":{"openalex":"https://openalex.org/W4403705920","doi":"https://doi.org/10.1186/s12880-024-01474-3","pmid":"https://pubmed.ncbi.nlm.nih.gov/39448917"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-024-01474-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01474-3","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01474-3","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","license_id":"https://openalex.org/licenses/cc-by","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/s12880-024-01474-3","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059468701","display_name":"Haidi Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I177933477","display_name":"Second Military Medical University","ror":"https://ror.org/04tavpn47","country_code":"CN","type":"education","lineage":["https://openalex.org/I177933477"]},{"id":"https://openalex.org/I4210115928","display_name":"Changhai Hospital","ror":"https://ror.org/02bjs0p66","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210115928"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haidi Lu","raw_affiliation_strings":["Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China","institution_ids":["https://openalex.org/I177933477","https://openalex.org/I4210115928"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113577754","display_name":"Yuan Yuan","orcid":"https://orcid.org/0009-0002-9540-2100"},"institutions":[{"id":"https://openalex.org/I177933477","display_name":"Second Military Medical University","ror":"https://ror.org/04tavpn47","country_code":"CN","type":"education","lineage":["https://openalex.org/I177933477"]},{"id":"https://openalex.org/I4210115928","display_name":"Changhai Hospital","ror":"https://ror.org/02bjs0p66","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210115928"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Yuan","raw_affiliation_strings":["Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China","institution_ids":["https://openalex.org/I177933477","https://openalex.org/I4210115928"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028799862","display_name":"Minglu Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I177933477","display_name":"Second Military Medical University","ror":"https://ror.org/04tavpn47","country_code":"CN","type":"education","lineage":["https://openalex.org/I177933477"]},{"id":"https://openalex.org/I4210115928","display_name":"Changhai Hospital","ror":"https://ror.org/02bjs0p66","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210115928"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minglu Liu","raw_affiliation_strings":["Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China","institution_ids":["https://openalex.org/I177933477","https://openalex.org/I4210115928"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100461809","display_name":"Zhihui Li","orcid":"https://orcid.org/0000-0001-5356-932X"},"institutions":[{"id":"https://openalex.org/I2801556517","display_name":"Ruijin Hospital","ror":"https://ror.org/01hv94n30","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801556517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihui Li","raw_affiliation_strings":["Department of Radiology, RuiJin Hospital LuWan Branch, Shanghai Jiaotong University School of Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, RuiJin Hospital LuWan Branch, Shanghai Jiaotong University School of Medicine, Shanghai, China","institution_ids":["https://openalex.org/I2801556517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101601887","display_name":"Xiaolu Ma","orcid":"https://orcid.org/0000-0002-2610-7450"},"institutions":[{"id":"https://openalex.org/I177933477","display_name":"Second Military Medical University","ror":"https://ror.org/04tavpn47","country_code":"CN","type":"education","lineage":["https://openalex.org/I177933477"]},{"id":"https://openalex.org/I4210115928","display_name":"Changhai Hospital","ror":"https://ror.org/02bjs0p66","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210115928"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolu Ma","raw_affiliation_strings":["Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China","institution_ids":["https://openalex.org/I177933477","https://openalex.org/I4210115928"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061772408","display_name":"Yuwei Xia","orcid":"https://orcid.org/0000-0002-2248-2296"},"institutions":[{"id":"https://openalex.org/I4210135459","display_name":"United Imaging Healthcare (China)","ror":"https://ror.org/03qqw3m37","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210135459"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuwei Xia","raw_affiliation_strings":["Shanghai United Imaging Intelligence, Co., Ltd, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai United Imaging Intelligence, Co., Ltd, Shanghai, China","institution_ids":["https://openalex.org/I4210135459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101850956","display_name":"Feng Shi","orcid":"https://orcid.org/0000-0003-3509-3473"},"institutions":[{"id":"https://openalex.org/I4210135459","display_name":"United Imaging Healthcare (China)","ror":"https://ror.org/03qqw3m37","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210135459"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Shi","raw_affiliation_strings":["Shanghai United Imaging Intelligence, Co., Ltd, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai United Imaging Intelligence, Co., Ltd, Shanghai, China","institution_ids":["https://openalex.org/I4210135459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026465107","display_name":"Yong Lu","orcid":"https://orcid.org/0000-0002-2528-3655"},"institutions":[{"id":"https://openalex.org/I2801556517","display_name":"Ruijin Hospital","ror":"https://ror.org/01hv94n30","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801556517"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yong Lu","raw_affiliation_strings":["Department of Radiology, RuiJin Hospital, Shanghai Jiaotong University School of Medicine, 197 Ruijin Er Road, Shanghai, 200025, China. 18917762053@163.com","Department of Radiology, RuiJin Hospital, Shanghai Jiaotong University School of Medicine, 197 Ruijin Er Road, Shanghai, 200025, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, RuiJin Hospital, Shanghai Jiaotong University School of Medicine, 197 Ruijin Er Road, Shanghai, 200025, China. 18917762053@163.com","institution_ids":["https://openalex.org/I2801556517"]},{"raw_affiliation_string":"Department of Radiology, RuiJin Hospital, Shanghai Jiaotong University School of Medicine, 197 Ruijin Er Road, Shanghai, 200025, China","institution_ids":["https://openalex.org/I2801556517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047591121","display_name":"Jianping Lu","orcid":"https://orcid.org/0000-0002-0380-7470"},"institutions":[{"id":"https://openalex.org/I177933477","display_name":"Second Military Medical University","ror":"https://ror.org/04tavpn47","country_code":"CN","type":"education","lineage":["https://openalex.org/I177933477"]},{"id":"https://openalex.org/I4210115928","display_name":"Changhai Hospital","ror":"https://ror.org/02bjs0p66","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210115928"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianping Lu","raw_affiliation_strings":["Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China. cjr.lujianping@vip.163.com","Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China. cjr.lujianping@vip.163.com","institution_ids":["https://openalex.org/I177933477","https://openalex.org/I4210115928"]},{"raw_affiliation_string":"Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China","institution_ids":["https://openalex.org/I177933477","https://openalex.org/I4210115928"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033648917","display_name":"Fu Shen","orcid":"https://orcid.org/0000-0001-8596-9563"},"institutions":[{"id":"https://openalex.org/I177933477","display_name":"Second Military Medical University","ror":"https://ror.org/04tavpn47","country_code":"CN","type":"education","lineage":["https://openalex.org/I177933477"]},{"id":"https://openalex.org/I4210115928","display_name":"Changhai Hospital","ror":"https://ror.org/02bjs0p66","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210115928"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fu Shen","raw_affiliation_strings":["Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China. ssff_53@163.com","Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China. ssff_53@163.com","institution_ids":["https://openalex.org/I177933477","https://openalex.org/I4210115928"]},{"raw_affiliation_string":"Department of Radiology, Changhai Hospital, Naval Medical University, 168 Changhai Road, Shanghai, 200433, China","institution_ids":["https://openalex.org/I177933477","https://openalex.org/I4210115928"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5026465107"],"corresponding_institution_ids":["https://openalex.org/I2801556517"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":2.1898,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.90386349,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"24","issue":"1","first_page":"289","last_page":"289"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10335","display_name":"Colorectal Cancer Surgical Treatments","score":0.6122000217437744,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T10335","display_name":"Colorectal Cancer Surgical Treatments","score":0.6122000217437744,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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":0.3278999924659729,"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/T10358","display_name":"Advanced Radiotherapy Techniques","score":0.013100000098347664,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.7219484448432922},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.6039608120918274},{"id":"https://openalex.org/keywords/radiomics","display_name":"Radiomics","score":0.5853240489959717},{"id":"https://openalex.org/keywords/colorectal-cancer","display_name":"Colorectal cancer","score":0.536033034324646},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47103339433670044},{"id":"https://openalex.org/keywords/chemoradiotherapy","display_name":"Chemoradiotherapy","score":0.461737722158432},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3766242563724518},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33665385842323303},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.3056865930557251},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2631799578666687},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.2542164921760559}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7219484448432922},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.6039608120918274},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.5853240489959717},{"id":"https://openalex.org/C526805850","wikidata":"https://www.wikidata.org/wiki/Q188874","display_name":"Colorectal cancer","level":3,"score":0.536033034324646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47103339433670044},{"id":"https://openalex.org/C2778424827","wikidata":"https://www.wikidata.org/wiki/Q5090613","display_name":"Chemoradiotherapy","level":3,"score":0.461737722158432},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3766242563724518},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33665385842323303},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3056865930557251},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2631799578666687},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2542164921760559}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","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":"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":"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":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D012004","descriptor_name":"Rectal Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","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":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020360","descriptor_name":"Neoadjuvant Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020360","descriptor_name":"Neoadjuvant Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020360","descriptor_name":"Neoadjuvant Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020360","descriptor_name":"Neoadjuvant Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020360","descriptor_name":"Neoadjuvant Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D059248","descriptor_name":"Chemoradiotherapy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059248","descriptor_name":"Chemoradiotherapy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059248","descriptor_name":"Chemoradiotherapy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059248","descriptor_name":"Chemoradiotherapy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059248","descriptor_name":"Chemoradiotherapy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12880-024-01474-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01474-3","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01474-3","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:39448917","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39448917","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:11515279","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11515279","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11515279/pdf/12880_2024_Article_1474.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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Imaging","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:fc51b0d02748467fb1904478f7c59080","is_oa":true,"landing_page_url":"https://doaj.org/article/fc51b0d02748467fb1904478f7c59080","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/s12880-024-01474-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01474-3","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01474-3","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1838983659","display_name":null,"funder_award_id":"82371955","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403705920.pdf","grobid_xml":"https://content.openalex.org/works/W4403705920.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1899767765","https://openalex.org/W2106014206","https://openalex.org/W2144717403","https://openalex.org/W2154772456","https://openalex.org/W2159489361","https://openalex.org/W2409649574","https://openalex.org/W2573152477","https://openalex.org/W2726102591","https://openalex.org/W2763355946","https://openalex.org/W2803760365","https://openalex.org/W2809278331","https://openalex.org/W2883286298","https://openalex.org/W2903777941","https://openalex.org/W2928133111","https://openalex.org/W2989835383","https://openalex.org/W2998789541","https://openalex.org/W2998918992","https://openalex.org/W3008394279","https://openalex.org/W3013222846","https://openalex.org/W3016622556","https://openalex.org/W3097439022","https://openalex.org/W3112859304","https://openalex.org/W3125815192","https://openalex.org/W3212234440","https://openalex.org/W4210889262","https://openalex.org/W4210986492","https://openalex.org/W4304789115","https://openalex.org/W4318950753","https://openalex.org/W4320856079","https://openalex.org/W4366742794","https://openalex.org/W4385379765","https://openalex.org/W4385969613","https://openalex.org/W4386533765","https://openalex.org/W4389150102"],"related_works":["https://openalex.org/W3000891326","https://openalex.org/W4205100762","https://openalex.org/W2605851261","https://openalex.org/W2734724112","https://openalex.org/W2582997534","https://openalex.org/W3009210156","https://openalex.org/W4388577230","https://openalex.org/W4385221818","https://openalex.org/W3030796519","https://openalex.org/W4391774255"],"abstract_inverted_index":{"BACKGROUND:":[0],"To":[1],"construct":[2],"and":[3,13,53,69,79,91,101,108,123,146,153,169,176,204],"compare":[4],"merged":[5,85,139,162,198],"models":[6,17,71,86,115],"integrating":[7,87,118],"clinical":[8,88,120,201],"factors,":[9,89,121,202],"MRI-based":[10],"radiomics":[11],"features":[12],"deep":[14],"learning":[15],"(DL)":[16],"for":[18,74,126,212],"predicting":[19,75],"pathological":[20],"complete":[21],"response":[22],"(pCR)":[23],"to":[24,49,61],"neoadjuvant":[25],"chemoradiotherapy":[26],"(nCRT)":[27],"in":[28,151,174,215],"patients":[29,39],"with":[30,40],"locally":[31],"advanced":[32],"rectal":[33],"cancer":[34],"(LARC).":[35],"METHODS:":[36],"Totally":[37],"197":[38],"LARC":[41],"administered":[42],"surgical":[43],"resection":[44],"after":[45],"nCRT":[46],"were":[47,59,72,94,99,116,141,164],"assigned":[48,60],"cohort":[50,62],"1":[51],"(training":[52],"test":[54,152,175],"sets);":[55],"meanwhile,":[56],"52":[57],"cases":[58],"2":[63],"as":[64],"a":[65],"validation":[66,154,177],"set.":[67],"Radscore":[68,90,122,203],"DL":[70,92,124,205],"established":[73,117],"pCR":[76,127,213],"applying":[77],"pre-":[78],"post-nCRT":[80,161,193],"MRI":[81],"data,":[82],"respectively.":[83,156,179],"Different":[84],"model":[93,125,140,163,199,206],"constituted.":[95],"Their":[96],"predictive":[97],"performances":[98],"validated":[100],"compared":[102],"by":[103],"receiver":[104],"operating":[105],"characteristic":[106],"(ROC)":[107],"decision":[109],"curve":[110],"analyses":[111],"(DCA).":[112],"RESULTS:":[113],"Merged":[114],"selected":[119],"prediction.":[128],"The":[129,157,196],"areas":[130],"under":[131],"the":[132,137,160,183,192],"ROC":[133],"curves":[134],"(AUCs)":[135],"of":[136,159],"pre-nCRT":[138,197],"0.834":[142],"(95%":[143,148,166,171],"CI:":[144,149,167,172],"0.737-0.931)":[145],"0.742":[147],"0.650-0.834)":[150],"sets,":[155,178],"AUCs":[158],"0.746":[165],"0.636-0.856)":[168],"0.737":[170],"0.646-0.828)":[173],"DCA":[180],"showed":[181],"that":[182],"pretreatment":[184],"algorithm":[185],"could":[186],"yield":[187],"enhanced":[188],"clinically":[189],"benefit":[190],"than":[191],"approach.":[194],"CONCLUSIONS:":[195],"including":[200],"constitutes":[207],"an":[208],"effective":[209],"non-invasive":[210],"tool":[211],"prediction":[214],"LARC.":[216]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":5}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
