{"id":"https://openalex.org/W4387399257","doi":"https://doi.org/10.1007/978-3-031-44336-7_20","title":"Pitfalls of\u00a0Conformal Predictions for\u00a0Medical Image Classification","display_name":"Pitfalls of\u00a0Conformal Predictions for\u00a0Medical Image Classification","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4387399257","doi":"https://doi.org/10.1007/978-3-031-44336-7_20"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-44336-7_20","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-44336-7_20","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":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2506.18162","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034200012","display_name":"Hendrik Alexander Mehrtens","orcid":"https://orcid.org/0000-0003-1234-5041"},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"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/I4210151100","display_name":"DKFZ-ZMBH Alliance","ror":"https://ror.org/05x8b4491","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I4210151100"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Hendrik Mehrtens","raw_affiliation_strings":["Deutsches Krebsforschungszentrum (DKFZ), 69120, Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Deutsches Krebsforschungszentrum (DKFZ), 69120, Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I4210151100","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010368340","display_name":"Tabea-Clara Bucher","orcid":"https://orcid.org/0000-0002-8157-5513"},"institutions":[{"id":"https://openalex.org/I4210151100","display_name":"DKFZ-ZMBH Alliance","ror":"https://ror.org/05x8b4491","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I4210151100"]},{"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/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tabea Bucher","raw_affiliation_strings":["Deutsches Krebsforschungszentrum (DKFZ), 69120, Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Deutsches Krebsforschungszentrum (DKFZ), 69120, Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I4210151100","https://openalex.org/I223822909"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086466437","display_name":"Titus J. Brinker","orcid":"https://orcid.org/0000-0002-3620-5919"},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]},{"id":"https://openalex.org/I4210151100","display_name":"DKFZ-ZMBH Alliance","ror":"https://ror.org/05x8b4491","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I4210151100"]},{"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":"Titus J. Brinker","raw_affiliation_strings":["Deutsches Krebsforschungszentrum (DKFZ), 69120, Heidelberg, Germany"],"affiliations":[{"raw_affiliation_string":"Deutsches Krebsforschungszentrum (DKFZ), 69120, Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529","https://openalex.org/I4210151100","https://openalex.org/I223822909"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5034200012"],"corresponding_institution_ids":["https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I4210151100"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":3.7327,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.94343691,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"198","last_page":"207"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9945999979972839,"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/T10862","display_name":"AI in cancer detection","score":0.9945999979972839,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9628999829292297,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/conformal-map","display_name":"Conformal map","score":0.8472342491149902},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7164048552513123},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5398608446121216},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5096549987792969},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44349661469459534},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3576185703277588},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33406245708465576},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17411768436431885}],"concepts":[{"id":"https://openalex.org/C98214594","wikidata":"https://www.wikidata.org/wiki/Q850275","display_name":"Conformal map","level":2,"score":0.8472342491149902},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7164048552513123},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5398608446121216},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5096549987792969},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44349661469459534},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3576185703277588},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33406245708465576},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17411768436431885},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-44336-7_20","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-44336-7_20","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"},{"id":"pmh:oai:arXiv.org:2506.18162","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.18162","pdf_url":"https://arxiv.org/pdf/2506.18162","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2506.18162","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.18162","pdf_url":"https://arxiv.org/pdf/2506.18162","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1553101044","https://openalex.org/W2108598243","https://openalex.org/W2166693382","https://openalex.org/W2194775991","https://openalex.org/W2794825826","https://openalex.org/W2889232360","https://openalex.org/W2904422658","https://openalex.org/W3029598567","https://openalex.org/W3102785203","https://openalex.org/W3118929067","https://openalex.org/W3160261825","https://openalex.org/W3196522557","https://openalex.org/W4283656255","https://openalex.org/W4287659482","https://openalex.org/W4287765491","https://openalex.org/W4310426769","https://openalex.org/W4311506764","https://openalex.org/W4311915331","https://openalex.org/W4385337465"],"related_works":["https://openalex.org/W2747077871","https://openalex.org/W1971223889","https://openalex.org/W2173406670","https://openalex.org/W2085963144","https://openalex.org/W3162914528","https://openalex.org/W2011016219","https://openalex.org/W2392707140","https://openalex.org/W1987482773","https://openalex.org/W2142832759","https://openalex.org/W1558338089"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}