{"id":"https://openalex.org/W4377091634","doi":"https://doi.org/10.3233/shti230275","title":"Few-Shot and Prompt Training for Text Classification in German Doctor\u2019s Letters","display_name":"Few-Shot and Prompt Training for Text Classification in German Doctor\u2019s Letters","publication_year":2023,"publication_date":"2023-05-18","ids":{"openalex":"https://openalex.org/W4377091634","doi":"https://doi.org/10.3233/shti230275","pmid":"https://pubmed.ncbi.nlm.nih.gov/37203504"},"language":"en","primary_location":{"id":"doi:10.3233/shti230275","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230275","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230275","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230275","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085813595","display_name":"Phillip Richter-Pechanski","orcid":"https://orcid.org/0000-0003-0121-373X"},"institutions":[{"id":"https://openalex.org/I4210159254","display_name":"Klaus Tschira Foundation","ror":"https://ror.org/052jep661","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210159254"]},{"id":"https://openalex.org/I4210127591","display_name":"German Centre for Cardiovascular Research","ror":"https://ror.org/031t5w623","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210127591","https://openalex.org/I4405256427"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Phillip Richter-Pechanski","raw_affiliation_strings":["Department of Computational Linguistics, Heidelberg University, Germany","Department of Internal Medicine III, University Hospital Heidelberg, Germany","German Center for Cardiovascular Research (DZHK) \u2013 Partner site Heidelberg/Mannheim, Germany","Informatics for Life, Heidelberg, Germany","Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Computational Linguistics, Heidelberg University, Germany","institution_ids":["https://openalex.org/I223822909"]},{"raw_affiliation_string":"Department of Internal Medicine III, University Hospital Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]},{"raw_affiliation_string":"German Center for Cardiovascular Research (DZHK) \u2013 Partner site Heidelberg/Mannheim, Germany","institution_ids":["https://openalex.org/I4210127591"]},{"raw_affiliation_string":"Informatics for Life, Heidelberg, Germany","institution_ids":[]},{"raw_affiliation_string":"Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210159254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031301838","display_name":"Philipp Wiesenbach","orcid":null},"institutions":[{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I4210159254","display_name":"Klaus Tschira Foundation","ror":"https://ror.org/052jep661","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210159254"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Wiesenbach","raw_affiliation_strings":["Department of Internal Medicine III, University Hospital Heidelberg, Germany","Informatics for Life, Heidelberg, Germany","Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany","Department of Internal Medicine III, University Hospital Heidelberg, Germany; Informatics for Life, Heidelberg, Germany; Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine III, University Hospital Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]},{"raw_affiliation_string":"Informatics for Life, Heidelberg, Germany","institution_ids":[]},{"raw_affiliation_string":"Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210159254"]},{"raw_affiliation_string":"Department of Internal Medicine III, University Hospital Heidelberg, Germany; Informatics for Life, Heidelberg, Germany; Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032473028","display_name":"Dominic M. Schwab","orcid":null},"institutions":[{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dominic M. Schwab","raw_affiliation_strings":["Department of Internal Medicine III, University Hospital Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine III, University Hospital Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051871322","display_name":"Christina Kiriakou","orcid":null},"institutions":[{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christina Kiriakou","raw_affiliation_strings":["Department of Internal Medicine III, University Hospital Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine III, University Hospital Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102080478","display_name":"Mingyang He","orcid":"https://orcid.org/0000-0001-7619-4428"},"institutions":[{"id":"https://openalex.org/I4210159254","display_name":"Klaus Tschira Foundation","ror":"https://ror.org/052jep661","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210159254"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mingyang He","raw_affiliation_strings":["Department of Computational Linguistics, Heidelberg University, Germany","Department of Internal Medicine III, University Hospital Heidelberg, Germany","Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany","Department of Computational Linguistics, Heidelberg University, Germany; Department of Internal Medicine III, University Hospital Heidelberg, Germany; Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Computational Linguistics, Heidelberg University, Germany","institution_ids":["https://openalex.org/I223822909"]},{"raw_affiliation_string":"Department of Internal Medicine III, University Hospital Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]},{"raw_affiliation_string":"Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210159254"]},{"raw_affiliation_string":"Department of Computational Linguistics, Heidelberg University, Germany; Department of Internal Medicine III, University Hospital Heidelberg, Germany; Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210159254","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062293789","display_name":"Nicolas A. Geis","orcid":"https://orcid.org/0000-0003-3431-3104"},"institutions":[{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nicolas A. Geis","raw_affiliation_strings":["Department of Internal Medicine III, University Hospital Heidelberg, Germany","Informatics for Life, Heidelberg, Germany","Department of Internal Medicine III, University Hospital Heidelberg, Germany; Informatics for Life, Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine III, University Hospital Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]},{"raw_affiliation_string":"Informatics for Life, Heidelberg, Germany","institution_ids":[]},{"raw_affiliation_string":"Department of Internal Medicine III, University Hospital Heidelberg, Germany; Informatics for Life, Heidelberg, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023977688","display_name":"Anette Frank","orcid":"https://orcid.org/0000-0003-4706-9817"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anette Frank","raw_affiliation_strings":["Department of Computational Linguistics, Heidelberg University, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Computational Linguistics, Heidelberg University, Germany","institution_ids":["https://openalex.org/I223822909"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083154676","display_name":"Christoph Dieterich","orcid":"https://orcid.org/0000-0001-9468-6311"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I4210159254","display_name":"Klaus Tschira Foundation","ror":"https://ror.org/052jep661","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210159254"]},{"id":"https://openalex.org/I4210127591","display_name":"German Centre for Cardiovascular Research","ror":"https://ror.org/031t5w623","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210127591","https://openalex.org/I4405256427"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Dieterich","raw_affiliation_strings":["Department of Internal Medicine III, University Hospital Heidelberg, Germany","German Center for Cardiovascular Research (DZHK) \u2013 Partner site Heidelberg/Mannheim, Germany","Informatics for Life, Heidelberg, Germany","Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine III, University Hospital Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]},{"raw_affiliation_string":"German Center for Cardiovascular Research (DZHK) \u2013 Partner site Heidelberg/Mannheim, Germany","institution_ids":["https://openalex.org/I4210127591"]},{"raw_affiliation_string":"Informatics for Life, Heidelberg, Germany","institution_ids":[]},{"raw_affiliation_string":"Klaus Tschira Institute for Computational Cardiology, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210159254"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5085813595"],"corresponding_institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966","https://openalex.org/I4210127591","https://openalex.org/I4210159254"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14646559,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"302","issue":null,"first_page":"819","last_page":"820"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12373","display_name":"Linguistic research and analysis","score":0.842199981212616,"subfield":{"id":"https://openalex.org/subfields/1203","display_name":"Language and Linguistics"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12373","display_name":"Linguistic research and analysis","score":0.842199981212616,"subfield":{"id":"https://openalex.org/subfields/1203","display_name":"Language and Linguistics"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12881","display_name":"linguistics and terminology studies","score":0.8116000294685364,"subfield":{"id":"https://openalex.org/subfields/1203","display_name":"Language and Linguistics"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13629","display_name":"Text Readability and Simplification","score":0.7935000061988831,"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/german","display_name":"German","score":0.8603216409683228},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.8263314962387085},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.6181370615959167},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5835934281349182},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45352938771247864},{"id":"https://openalex.org/keywords/one-shot","display_name":"One shot","score":0.44732826948165894},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.370865136384964},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.19824936985969543},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09213864803314209},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08537787199020386},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.04392156004905701},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.02802416682243347}],"concepts":[{"id":"https://openalex.org/C154775046","wikidata":"https://www.wikidata.org/wiki/Q188","display_name":"German","level":2,"score":0.8603216409683228},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.8263314962387085},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6181370615959167},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5835934281349182},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45352938771247864},{"id":"https://openalex.org/C2992734406","wikidata":"https://www.wikidata.org/wiki/Q413267","display_name":"One shot","level":2,"score":0.44732826948165894},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.370865136384964},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.19824936985969543},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09213864803314209},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08537787199020386},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.04392156004905701},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.02802416682243347},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti230275","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230275","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230275","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:37203504","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37203504","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti230275","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230275","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230275","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7900000214576721,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4377091634.pdf","grobid_xml":"https://content.openalex.org/works/W4377091634.grobid-xml"},"referenced_works_count":5,"referenced_works":["https://openalex.org/W2896457183","https://openalex.org/W3034238904","https://openalex.org/W3153427360","https://openalex.org/W3185341429","https://openalex.org/W3216866458"],"related_works":["https://openalex.org/W2497720472","https://openalex.org/W4292659306","https://openalex.org/W3044321615","https://openalex.org/W4294892107","https://openalex.org/W2806221744","https://openalex.org/W2326937258","https://openalex.org/W394267150","https://openalex.org/W2357748469","https://openalex.org/W2392917037","https://openalex.org/W2046675961"],"abstract_inverted_index":{"To":[0],"classify":[1],"sentences":[2],"in":[3,22,67],"cardiovascular":[4],"German":[5,46],"doctor's":[6],"letters":[7],"into":[8],"eleven":[9],"section":[10],"categories,":[11],"we":[12],"used":[13],"pattern-exploiting":[14],"training,":[15],"a":[16,43,68],"prompt-based":[17],"method":[18],"for":[19],"text":[20],"classification":[21],"few-shot":[23],"learning":[24],"scenarios":[25],"(20,":[26],"50":[27],"and":[28,64],"100":[29],"instances":[30],"per":[31],"class)":[32],"using":[33],"language":[34],"models":[35],"with":[36],"various":[37],"pre-training":[38],"approaches":[39],"evaluated":[40],"on":[41],"CARDIO:DE,":[42],"freely":[44],"available":[45],"clinical":[47,69],"routine":[48],"corpus.":[49],"Prompting":[50],"improves":[51],"results":[52],"by":[53],"5-28%":[54],"accuracy":[55],"compared":[56],"to":[57],"traditional":[58],"methods,":[59],"reducing":[60],"manual":[61],"annotation":[62],"efforts":[63],"computational":[65],"costs":[66],"setting.":[70]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
