{"id":"https://openalex.org/W4414585623","doi":"https://doi.org/10.1007/978-3-032-06118-8_23","title":"SigBERT: Combining Narrative Medical Reports and\u00a0Rough Path Signature Theory for\u00a0Survival Prediction in\u00a0Oncology","display_name":"SigBERT: Combining Narrative Medical Reports and\u00a0Rough Path Signature Theory for\u00a0Survival Prediction in\u00a0Oncology","publication_year":2025,"publication_date":"2025-09-28","ids":{"openalex":"https://openalex.org/W4414585623","doi":"https://doi.org/10.1007/978-3-032-06118-8_23"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-06118-8_23","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-06118-8_23","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119756076","display_name":"Paul Minchella","orcid":null},"institutions":[{"id":"https://openalex.org/I4210112277","display_name":"Laboratoire de Biom\u00e9canique et M\u00e9canique des Chocs","ror":"https://ror.org/02awy7178","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264","https://openalex.org/I4210112277","https://openalex.org/I4210154111"]},{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"id":"https://openalex.org/I4210105738","display_name":"Centre L\u00e9on B\u00e9rard","ror":"https://ror.org/01cmnjq37","country_code":"FR","type":"funder","lineage":["https://openalex.org/I4210105738"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Paul Minchella","raw_affiliation_strings":["Laboratoire ERIC, 69500, Bron, France","L\u00e9on B\u00e9rard Center, 69008, Lyon, France","Universit\u00e9 Claude Bernard Lyon 1, 69100, Villeurbanne, France"],"affiliations":[{"raw_affiliation_string":"Laboratoire ERIC, 69500, Bron, France","institution_ids":["https://openalex.org/I4210112277"]},{"raw_affiliation_string":"L\u00e9on B\u00e9rard Center, 69008, Lyon, France","institution_ids":["https://openalex.org/I4210105738"]},{"raw_affiliation_string":"Universit\u00e9 Claude Bernard Lyon 1, 69100, Villeurbanne, France","institution_ids":["https://openalex.org/I100532134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079058944","display_name":"Lo\u00efc Verlingue","orcid":"https://orcid.org/0000-0002-5694-4022"},"institutions":[{"id":"https://openalex.org/I4210105738","display_name":"Centre L\u00e9on B\u00e9rard","ror":"https://ror.org/01cmnjq37","country_code":"FR","type":"funder","lineage":["https://openalex.org/I4210105738"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Loic Verlingue","raw_affiliation_strings":["L\u00e9on B\u00e9rard Center, 69008, Lyon, France"],"affiliations":[{"raw_affiliation_string":"L\u00e9on B\u00e9rard Center, 69008, Lyon, France","institution_ids":["https://openalex.org/I4210105738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059835438","display_name":"St\u00e9phane Chr\u00e9tien","orcid":"https://orcid.org/0000-0002-4544-1315"},"institutions":[{"id":"https://openalex.org/I4210112277","display_name":"Laboratoire de Biom\u00e9canique et M\u00e9canique des Chocs","ror":"https://ror.org/02awy7178","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264","https://openalex.org/I4210112277","https://openalex.org/I4210154111"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"St\u00e9phane Chr\u00e9tien","raw_affiliation_strings":["Laboratoire ERIC, 69500, Bron, France"],"affiliations":[{"raw_affiliation_string":"Laboratoire ERIC, 69500, Bron, France","institution_ids":["https://openalex.org/I4210112277"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092574289","display_name":"R\u00e9mi Vaucher","orcid":"https://orcid.org/0009-0005-4315-7870"},"institutions":[{"id":"https://openalex.org/I4210112277","display_name":"Laboratoire de Biom\u00e9canique et M\u00e9canique des Chocs","ror":"https://ror.org/02awy7178","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264","https://openalex.org/I4210112277","https://openalex.org/I4210154111"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"R\u00e9mi Vaucher","raw_affiliation_strings":["Laboratoire ERIC, 69500, Bron, France"],"affiliations":[{"raw_affiliation_string":"Laboratoire ERIC, 69500, Bron, France","institution_ids":["https://openalex.org/I4210112277"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5119756077","display_name":"Guillaume Metzler","orcid":null},"institutions":[{"id":"https://openalex.org/I4210112277","display_name":"Laboratoire de Biom\u00e9canique et M\u00e9canique des Chocs","ror":"https://ror.org/02awy7178","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264","https://openalex.org/I4210112277","https://openalex.org/I4210154111"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Guillaume Metzler","raw_affiliation_strings":["Laboratoire ERIC, 69500, Bron, France"],"affiliations":[{"raw_affiliation_string":"Laboratoire ERIC, 69500, Bron, France","institution_ids":["https://openalex.org/I4210112277"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5119756076"],"corresponding_institution_ids":["https://openalex.org/I100532134","https://openalex.org/I4210105738","https://openalex.org/I4210112277"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.43636577,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"391","last_page":"407"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9865000247955322,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9786999821662903,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/signature","display_name":"Signature (topology)","score":0.6270999908447266},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.5400000214576721},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.5210000276565552},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4932999908924103},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.43140000104904175},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.40459999442100525},{"id":"https://openalex.org/keywords/trajectory","display_name":"Trajectory","score":0.3668000102043152}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8019999861717224},{"id":"https://openalex.org/C2779696439","wikidata":"https://www.wikidata.org/wiki/Q7512811","display_name":"Signature (topology)","level":2,"score":0.6270999908447266},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.5400000214576721},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.5210000276565552},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5102999806404114},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4932999908924103},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4406000077724457},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.43140000104904175},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.40459999442100525},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3772999942302704},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.3668000102043152},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3474999964237213},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.3458999991416931},{"id":"https://openalex.org/C195807954","wikidata":"https://www.wikidata.org/wiki/Q1662562","display_name":"Information extraction","level":2,"score":0.33340001106262207},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.32580000162124634},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.3228999972343445},{"id":"https://openalex.org/C10515644","wikidata":"https://www.wikidata.org/wiki/Q543310","display_name":"Survival analysis","level":2,"score":0.31929999589920044},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.30660000443458557},{"id":"https://openalex.org/C50382708","wikidata":"https://www.wikidata.org/wiki/Q223218","display_name":"Proportional hazards model","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C82793941","wikidata":"https://www.wikidata.org/wiki/Q1046024","display_name":"Path analysis (statistics)","level":2,"score":0.2703000009059906},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2549000084400177}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-06118-8_23","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-06118-8_23","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2004095444","https://openalex.org/W2055496831","https://openalex.org/W2084139018","https://openalex.org/W2124181495","https://openalex.org/W2149199519","https://openalex.org/W2753919178","https://openalex.org/W2789172526","https://openalex.org/W2928673187","https://openalex.org/W2965512201","https://openalex.org/W2986154550","https://openalex.org/W3041047318","https://openalex.org/W3103187652","https://openalex.org/W3121081311","https://openalex.org/W3127683375","https://openalex.org/W3147894994","https://openalex.org/W4245958676","https://openalex.org/W4393087500","https://openalex.org/W4404105438","https://openalex.org/W4404598446"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}