{"id":"https://openalex.org/W4399268178","doi":"https://doi.org/10.1007/978-3-031-60606-9_16","title":"Designing for\u00a0Complementarity: A Conceptual Framework to\u00a0Go Beyond the\u00a0Current Paradigm of\u00a0Using XAI in\u00a0Healthcare","display_name":"Designing for\u00a0Complementarity: A Conceptual Framework to\u00a0Go Beyond the\u00a0Current Paradigm of\u00a0Using XAI in\u00a0Healthcare","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4399268178","doi":"https://doi.org/10.1007/978-3-031-60606-9_16"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-60606-9_16","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-60606-9_16","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/A5051803855","display_name":"Elisa Rubegni","orcid":"https://orcid.org/0000-0002-6375-7604"},"institutions":[{"id":"https://openalex.org/I67415387","display_name":"Lancaster University","ror":"https://ror.org/04f2nsd36","country_code":"GB","type":"education","lineage":["https://openalex.org/I67415387"]},{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]},{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH","GB"],"is_corresponding":true,"raw_author_name":"Elisa Rubegni","raw_affiliation_strings":["DTI, SUPSI, Lugano, CH, Switzerland","School of Computing and Communication, Lancaster University, Lancaster, UK"],"affiliations":[{"raw_affiliation_string":"DTI, SUPSI, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I15196421","https://openalex.org/I2614128279"]},{"raw_affiliation_string":"School of Computing and Communication, Lancaster University, Lancaster, UK","institution_ids":["https://openalex.org/I67415387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026384166","display_name":"Omran Ayoub","orcid":"https://orcid.org/0000-0002-3884-3594"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Omran Ayoub","raw_affiliation_strings":["ISIN, DTI, SUPSI, Lugano, CH, Switzerland"],"affiliations":[{"raw_affiliation_string":"ISIN, DTI, SUPSI, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027278814","display_name":"Stefania Rizzo","orcid":"https://orcid.org/0000-0002-5151-0866"},"institutions":[{"id":"https://openalex.org/I4210089043","display_name":"Laboratory for Biomedical Neurosciences","ror":"https://ror.org/009hm2720","country_code":"CH","type":"facility","lineage":["https://openalex.org/I4210089043"]},{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Stefania Maria Rita Rizzo","raw_affiliation_strings":["Clinic of Radiology, Imaging Institute of Southern Switzerland, EOC, Lugano, CH, Switzerland","Faculty of Biomedical Sciences, USI, Lugano, CH, Switzerland"],"affiliations":[{"raw_affiliation_string":"Clinic of Radiology, Imaging Institute of Southern Switzerland, EOC, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I4210089043"]},{"raw_affiliation_string":"Faculty of Biomedical Sciences, USI, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I57201433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024827415","display_name":"Marco Barbero","orcid":"https://orcid.org/0000-0001-8579-0686"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Marco Barbero","raw_affiliation_strings":["Rehabilitation Research Laboratory, DEASS, SUPSI, Lugano, CH, Switzerland"],"affiliations":[{"raw_affiliation_string":"Rehabilitation Research Laboratory, DEASS, SUPSI, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065486576","display_name":"Guenda Bernegger","orcid":"https://orcid.org/0009-0008-3121-004X"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Guenda Bernegger","raw_affiliation_strings":["CPPS, DEASS, SUPSI, Lugano, CH, Switzerland"],"affiliations":[{"raw_affiliation_string":"CPPS, DEASS, SUPSI, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024784805","display_name":"Francesca Dalia Faraci","orcid":"https://orcid.org/0000-0002-8720-1256"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Francesca Faraci","raw_affiliation_strings":["MeDiTech, DTI, SUPSI, Lugano, CH, Switzerland"],"affiliations":[{"raw_affiliation_string":"MeDiTech, DTI, SUPSI, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012559209","display_name":"Francesca Mangili","orcid":"https://orcid.org/0000-0002-3215-1028"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]},{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Francesca Mangili","raw_affiliation_strings":["IDSIA USI-SUPSI, DTI, SUPSI, Lugano, CH, Switzerland"],"affiliations":[{"raw_affiliation_string":"IDSIA USI-SUPSI, DTI, SUPSI, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086587437","display_name":"Emiliano Soldini","orcid":"https://orcid.org/0000-0002-9577-5567"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Emiliano Soldini","raw_affiliation_strings":["CPPS, DEASS, SUPSI, Lugano, CH, Switzerland"],"affiliations":[{"raw_affiliation_string":"CPPS, DEASS, SUPSI, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023653747","display_name":"Pierpaolo Trimboli","orcid":"https://orcid.org/0000-0002-2125-4937"},"institutions":[{"id":"https://openalex.org/I4210090532","display_name":"Ospedale regionale di Lugano","ror":"https://ror.org/00gkheh82","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I4210090532","https://openalex.org/I4210095212"]},{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Pierpaolo Trimboli","raw_affiliation_strings":["Faculty of Biomedical Sciences, USI, Lugano, CH, Switzerland","Servizio di Endocrinologia e Diabetologia, Ospedale Regionale di Lugano, EOC, Lugano, CH, Switzerland"],"affiliations":[{"raw_affiliation_string":"Faculty of Biomedical Sciences, USI, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I57201433"]},{"raw_affiliation_string":"Servizio di Endocrinologia e Diabetologia, Ospedale Regionale di Lugano, EOC, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I4210090532"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034206752","display_name":"Alessandro Facchini","orcid":"https://orcid.org/0000-0001-7507-116X"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]},{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alessandro Facchini","raw_affiliation_strings":["IDSIA USI-SUPSI, DTI, SUPSI, Lugano, CH, Switzerland"],"affiliations":[{"raw_affiliation_string":"IDSIA USI-SUPSI, DTI, SUPSI, Lugano, CH, Switzerland","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5051803855"],"corresponding_institution_ids":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I67415387"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":3.7809,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.94175521,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"277","last_page":"296"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.9702000021934509,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.9702000021934509,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9689000248908997,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9488000273704529,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/complementarity","display_name":"Complementarity (molecular biology)","score":0.8389889001846313},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7802804708480835},{"id":"https://openalex.org/keywords/paradigm-shift","display_name":"Paradigm shift","score":0.498126745223999},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4697476029396057},{"id":"https://openalex.org/keywords/conceptual-framework","display_name":"Conceptual framework","score":0.4119178056716919},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4031103551387787},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3708513379096985},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3666422367095947},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.36027011275291443},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.13959670066833496},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.11958402395248413},{"id":"https://openalex.org/keywords/social-science","display_name":"Social science","score":0.1025819480419159},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.07821694016456604},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07118004560470581},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.05220407247543335}],"concepts":[{"id":"https://openalex.org/C202269582","wikidata":"https://www.wikidata.org/wiki/Q2644277","display_name":"Complementarity (molecular biology)","level":2,"score":0.8389889001846313},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7802804708480835},{"id":"https://openalex.org/C43540301","wikidata":"https://www.wikidata.org/wiki/Q689971","display_name":"Paradigm shift","level":2,"score":0.498126745223999},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4697476029396057},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.4119178056716919},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4031103551387787},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3708513379096985},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3666422367095947},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.36027011275291443},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.13959670066833496},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.11958402395248413},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.1025819480419159},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.07821694016456604},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07118004560470581},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.05220407247543335},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-60606-9_16","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-60606-9_16","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":55,"referenced_works":["https://openalex.org/W1274426204","https://openalex.org/W2114944548","https://openalex.org/W2282821441","https://openalex.org/W2344257855","https://openalex.org/W2581082771","https://openalex.org/W2807179733","https://openalex.org/W2890341730","https://openalex.org/W2896893468","https://openalex.org/W2899876413","https://openalex.org/W2904509457","https://openalex.org/W2908201961","https://openalex.org/W2915292867","https://openalex.org/W2927351257","https://openalex.org/W2942157335","https://openalex.org/W2945295328","https://openalex.org/W2963095307","https://openalex.org/W2965782433","https://openalex.org/W2982439547","https://openalex.org/W2995739402","https://openalex.org/W2999637955","https://openalex.org/W3007542085","https://openalex.org/W3009583110","https://openalex.org/W3041564249","https://openalex.org/W3094334232","https://openalex.org/W3103751997","https://openalex.org/W3104149808","https://openalex.org/W3128442340","https://openalex.org/W3131457744","https://openalex.org/W3134111219","https://openalex.org/W3135017442","https://openalex.org/W3159250634","https://openalex.org/W3163443091","https://openalex.org/W3196440773","https://openalex.org/W3196546591","https://openalex.org/W3209901185","https://openalex.org/W3210138076","https://openalex.org/W3215156309","https://openalex.org/W4211069285","https://openalex.org/W4212764870","https://openalex.org/W4213145388","https://openalex.org/W4220693086","https://openalex.org/W4220961556","https://openalex.org/W4225150645","https://openalex.org/W4243342770","https://openalex.org/W4283032682","https://openalex.org/W4295808856","https://openalex.org/W4308292292","https://openalex.org/W4313142474","https://openalex.org/W4323565362","https://openalex.org/W4366262984","https://openalex.org/W4366547677","https://openalex.org/W4380366109","https://openalex.org/W4385448527","https://openalex.org/W4389947931","https://openalex.org/W6753134527"],"related_works":["https://openalex.org/W2521519254","https://openalex.org/W3139833644","https://openalex.org/W3123110765","https://openalex.org/W4383553409","https://openalex.org/W2104948296","https://openalex.org/W1735800226","https://openalex.org/W4214843831","https://openalex.org/W4285172739","https://openalex.org/W3123208392","https://openalex.org/W2410321111"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}