{"id":"https://openalex.org/W4386041124","doi":"https://doi.org/10.1145/3603555.3608561","title":"Appealing but Potentially Biasing - Investigation of the Visual Representation of Segmentation Predictions by AI Recommender Systems for Medical Decision Making","display_name":"Appealing but Potentially Biasing - Investigation of the Visual Representation of Segmentation Predictions by AI Recommender Systems for Medical Decision Making","publication_year":2023,"publication_date":"2023-08-21","ids":{"openalex":"https://openalex.org/W4386041124","doi":"https://doi.org/10.1145/3603555.3608561"},"language":"en","primary_location":{"id":"doi:10.1145/3603555.3608561","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3603555.3608561","pdf_url":null,"source":null,"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mensch und Computer 2023","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3603555.3608561","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083212511","display_name":"Jonas Ammeling","orcid":"https://orcid.org/0000-0002-0335-1194"},"institutions":[{"id":"https://openalex.org/I4210106192","display_name":"Technische Hochschule Ingolstadt","ror":"https://ror.org/02bxzcy64","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210106192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jonas Ammeling","raw_affiliation_strings":["Technische Hochschule Ingolstadt, Deutschland"],"raw_orcid":"https://orcid.org/0000-0002-0335-1194","affiliations":[{"raw_affiliation_string":"Technische Hochschule Ingolstadt, Deutschland","institution_ids":["https://openalex.org/I4210106192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022753809","display_name":"Carina Manger","orcid":"https://orcid.org/0000-0002-9813-0051"},"institutions":[{"id":"https://openalex.org/I4210106192","display_name":"Technische Hochschule Ingolstadt","ror":"https://ror.org/02bxzcy64","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210106192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Carina Manger","raw_affiliation_strings":["Technische Hochschule Ingolstadt, Deutschland"],"raw_orcid":"https://orcid.org/0000-0002-9813-0051","affiliations":[{"raw_affiliation_string":"Technische Hochschule Ingolstadt, Deutschland","institution_ids":["https://openalex.org/I4210106192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092671176","display_name":"Elias Kwaka","orcid":"https://orcid.org/0009-0009-0683-0068"},"institutions":[{"id":"https://openalex.org/I4210106192","display_name":"Technische Hochschule Ingolstadt","ror":"https://ror.org/02bxzcy64","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210106192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Elias Kwaka","raw_affiliation_strings":["Technische Hochschule Ingolstadt, Deutschland"],"raw_orcid":"https://orcid.org/0009-0009-0683-0068","affiliations":[{"raw_affiliation_string":"Technische Hochschule Ingolstadt, Deutschland","institution_ids":["https://openalex.org/I4210106192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051970331","display_name":"Sebastian Kr\u00fcgel","orcid":"https://orcid.org/0000-0003-1196-8220"},"institutions":[{"id":"https://openalex.org/I4210106192","display_name":"Technische Hochschule Ingolstadt","ror":"https://ror.org/02bxzcy64","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210106192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Kr\u00fcgel","raw_affiliation_strings":["Technische Hochschule Ingolstadt, Deutschland"],"raw_orcid":"https://orcid.org/0000-0003-1196-8220","affiliations":[{"raw_affiliation_string":"Technische Hochschule Ingolstadt, Deutschland","institution_ids":["https://openalex.org/I4210106192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083079052","display_name":"Matthias Uhl","orcid":"https://orcid.org/0000-0002-8838-4824"},"institutions":[{"id":"https://openalex.org/I4210106192","display_name":"Technische Hochschule Ingolstadt","ror":"https://ror.org/02bxzcy64","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210106192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Uhl","raw_affiliation_strings":["Technische Hochschule Ingolstadt, Deutschland"],"raw_orcid":"https://orcid.org/0000-0002-8838-4824","affiliations":[{"raw_affiliation_string":"Technische Hochschule Ingolstadt, Deutschland","institution_ids":["https://openalex.org/I4210106192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092671177","display_name":"Angelika Kie\u00dfig","orcid":"https://orcid.org/0009-0004-1238-327X"},"institutions":[{"id":"https://openalex.org/I199417121","display_name":"Catholic University of Eichst\u00e4tt-Ingolstadt","ror":"https://ror.org/00mx91s63","country_code":"DE","type":"education","lineage":["https://openalex.org/I199417121"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Angelika Kie\u00dfig","raw_affiliation_strings":["Katholische Universit\u00e4t Eichst\u00e4tt, Deutschland"],"raw_orcid":"https://orcid.org/0009-0004-1238-327X","affiliations":[{"raw_affiliation_string":"Katholische Universit\u00e4t Eichst\u00e4tt, Deutschland","institution_ids":["https://openalex.org/I199417121"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045668869","display_name":"Alexis Fritz","orcid":"https://orcid.org/0009-0008-2191-8722"},"institutions":[{"id":"https://openalex.org/I199417121","display_name":"Catholic University of Eichst\u00e4tt-Ingolstadt","ror":"https://ror.org/00mx91s63","country_code":"DE","type":"education","lineage":["https://openalex.org/I199417121"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexis Fritz","raw_affiliation_strings":["Katholische Universit\u00e4t Eichst\u00e4tt, Deutschland"],"raw_orcid":"https://orcid.org/0009-0008-2191-8722","affiliations":[{"raw_affiliation_string":"Katholische Universit\u00e4t Eichst\u00e4tt, Deutschland","institution_ids":["https://openalex.org/I199417121"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019399777","display_name":"Jonathan Ganz","orcid":"https://orcid.org/0009-0008-1299-8716"},"institutions":[{"id":"https://openalex.org/I4210106192","display_name":"Technische Hochschule Ingolstadt","ror":"https://ror.org/02bxzcy64","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210106192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jonathan Ganz","raw_affiliation_strings":["Technische Hochschule Ingolstadt, Deutschland"],"raw_orcid":"https://orcid.org/0009-0008-1299-8716","affiliations":[{"raw_affiliation_string":"Technische Hochschule Ingolstadt, Deutschland","institution_ids":["https://openalex.org/I4210106192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087073329","display_name":"Andreas Riener","orcid":"https://orcid.org/0000-0002-9174-8895"},"institutions":[{"id":"https://openalex.org/I4210106192","display_name":"Technische Hochschule Ingolstadt","ror":"https://ror.org/02bxzcy64","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210106192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Riener","raw_affiliation_strings":["Technische Hochschule Ingolstadt, Deutschland"],"raw_orcid":"https://orcid.org/0000-0002-9174-8895","affiliations":[{"raw_affiliation_string":"Technische Hochschule Ingolstadt, Deutschland","institution_ids":["https://openalex.org/I4210106192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033800956","display_name":"Christof Bertram","orcid":"https://orcid.org/0000-0002-2402-9997"},"institutions":[{"id":"https://openalex.org/I150540706","display_name":"University of Veterinary Medicine Vienna","ror":"https://ror.org/01w6qp003","country_code":"AT","type":"education","lineage":["https://openalex.org/I150540706"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Christof A. Bertram","raw_affiliation_strings":["University of Veterinary Medicine Vienna, \u00d6sterreich"],"raw_orcid":"https://orcid.org/0000-0002-2402-9997","affiliations":[{"raw_affiliation_string":"University of Veterinary Medicine Vienna, \u00d6sterreich","institution_ids":["https://openalex.org/I150540706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025681380","display_name":"Katharina Breininger","orcid":"https://orcid.org/0000-0001-7600-5869"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Katharina Breininger","raw_affiliation_strings":["Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Deutschland"],"raw_orcid":"https://orcid.org/0000-0001-7600-5869","affiliations":[{"raw_affiliation_string":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Deutschland","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018481044","display_name":"Marc Aubreville","orcid":"https://orcid.org/0000-0002-5294-5247"},"institutions":[{"id":"https://openalex.org/I4210106192","display_name":"Technische Hochschule Ingolstadt","ror":"https://ror.org/02bxzcy64","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210106192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marc Aubreville","raw_affiliation_strings":["Technische Hochschule Ingolstadt, Deutschland"],"raw_orcid":"https://orcid.org/0000-0002-5294-5247","affiliations":[{"raw_affiliation_string":"Technische Hochschule Ingolstadt, Deutschland","institution_ids":["https://openalex.org/I4210106192"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":12,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0358,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.41681424,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"330","last_page":"335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9947999715805054,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9911999702453613,"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/computer-science","display_name":"Computer science","score":0.7772308588027954},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.7758810520172119},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7144072651863098},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7005209922790527},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6173880100250244},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5404788255691528},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5243944525718689},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5090910792350769},{"id":"https://openalex.org/keywords/bounding-overwatch","display_name":"Bounding overwatch","score":0.5019242763519287},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4787527918815613},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4573887884616852}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7772308588027954},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.7758810520172119},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7144072651863098},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7005209922790527},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6173880100250244},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5404788255691528},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5243944525718689},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5090910792350769},{"id":"https://openalex.org/C63584917","wikidata":"https://www.wikidata.org/wiki/Q333286","display_name":"Bounding overwatch","level":2,"score":0.5019242763519287},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4787527918815613},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4573887884616852},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3603555.3608561","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3603555.3608561","pdf_url":null,"source":null,"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mensch und Computer 2023","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3603555.3608561","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3603555.3608561","pdf_url":null,"source":null,"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mensch und Computer 2023","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7699999809265137}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1994488211","https://openalex.org/W2011301426","https://openalex.org/W2128347248","https://openalex.org/W2181523240","https://openalex.org/W2295107390","https://openalex.org/W2756029264","https://openalex.org/W2894294331","https://openalex.org/W2901906577","https://openalex.org/W2918341242","https://openalex.org/W2937450972","https://openalex.org/W3007910004","https://openalex.org/W3009578469","https://openalex.org/W3096947210","https://openalex.org/W3104831984","https://openalex.org/W3128621548","https://openalex.org/W3130937151","https://openalex.org/W3150635270","https://openalex.org/W3153424988","https://openalex.org/W3163443091","https://openalex.org/W3177044444","https://openalex.org/W3205980116","https://openalex.org/W3209901185","https://openalex.org/W4200245798","https://openalex.org/W4283172359","https://openalex.org/W4288058227","https://openalex.org/W4288359828","https://openalex.org/W4304083970","https://openalex.org/W4316469717","https://openalex.org/W4317935575","https://openalex.org/W4321437138","https://openalex.org/W4323651244","https://openalex.org/W4323663721"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4317039510","https://openalex.org/W4238861846","https://openalex.org/W790944756"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI)-based":[2],"recommender":[3,202],"systems":[4],"can":[5,28,50],"help":[6],"to":[7,127,187],"improve":[8],"efficiency":[9],"and":[10,39,76,94,112,123,158,193],"accuracy":[11],"in":[12,92,97],"medical":[13,83,89,128],"decision":[14,129],"making.":[15,130],"Yet,":[16],"it":[17,149],"has":[18],"been":[19],"shown":[20],"that":[21,134],"a":[22,46,120],"recommendation":[23],"given":[24],"by":[25,45,53],"an":[26],"algorithm":[27],"influence":[29],"the":[30,35,54,58,98,101,110,116,135,138,145,162,168,171,184,197],"human":[31],"expert":[32],"responsible":[33],"for":[34,78,141,196],"decision.":[36],"The":[37,107,131,181],"strength":[38],"direction":[40],"of":[41,57,82,87,104,115,144,183,199],"this":[42],"bias,":[43],"induced":[44],"computer-aided":[47],"diagnosis":[48],"workflow,":[49],"be":[51],"influenced":[52],"visual":[55],"representation":[56],"results.":[59],"This":[60],"study":[61,108,185],"focuses":[62],"on":[63,119],"evaluating":[64],"four":[65],"frequently":[66],"used":[67],"visualization":[68,165,191],"types":[69],"(bounding":[70],"box,":[71],"segmentation":[72,74,80,172],"mask,":[73],"contour,":[75],"heatmap)":[77],"displaying":[79],"results":[81,182],"data.":[84],"A":[85],"group":[86],"24":[88],"experts":[90,154],"specializing":[91],"pathology":[93],"radiology":[95],"participated":[96],"evaluation,":[99],"assessing":[100],"subjective":[102],"appeal":[103],"these":[105],"visualizations.":[106],"evaluated":[109],"pragmatic":[111],"hedonic":[113],"quality":[114],"visualizations":[117],"based":[118],"standardized":[121],"questionnaire":[122],"specific":[124],"criteria":[125],"relevant":[126],"findings":[132],"indicate":[133],"heatmap":[136],"received":[137,175],"highest":[139],"ratings":[140,177],"non-task-oriented":[142],"aspects":[143,157],"user":[146,194],"experience.":[147],"However,":[148],"exhibited":[150],"significant":[151],"inconsistencies":[152],"among":[153],"concerning":[155],"task-oriented":[156],"was":[159],"perceived":[160],"as":[161],"most":[163],"biasing":[164],"type.":[166],"On":[167],"other":[169],"hand,":[170],"contour":[173],"consistently":[174],"high":[176],"across":[178],"various":[179],"subscales.":[180],"contribute":[186],"better":[188],"alignment":[189],"between":[190],"techniques":[192],"requirements":[195],"development":[198],"future":[200],"AI-based":[201],"systems.":[203]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
