{"id":"https://openalex.org/W3081402467","doi":"https://doi.org/10.1007/978-3-030-55583-2_30","title":"An Assurance Case Pattern for the Interpretability of Machine Learning in Safety-Critical Systems","display_name":"An Assurance Case Pattern for the Interpretability of Machine Learning in Safety-Critical Systems","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3081402467","doi":"https://doi.org/10.1007/978-3-030-55583-2_30","mag":"3081402467"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-55583-2_30","doi":"https://doi.org/10.1007/978-3-030-55583-2_30","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-55583-2_30","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,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1","vabb-shw"],"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"},"volume":{"id":"https://openalex.org/W4249344177","display_name":"Computer Safety, Reliability, and Security. SAFECOMP 2020 Workshops"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://eprints.whiterose.ac.uk/id/eprint/163412/1/invited_paper_29.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087069967","display_name":"Francis Rhys Ward","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I52099693","display_name":"University of York","ror":"https://ror.org/04m01e293","country_code":"GB","type":"education","lineage":["https://openalex.org/I52099693"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Francis Rhys Ward","raw_affiliation_strings":["Assuring Autonomy International Programme, The University of York, York, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assuring Autonomy International Programme, The University of York, York, UK","institution_ids":["https://openalex.org/I52099693"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017840476","display_name":"Ibrahim Habli","orcid":"https://orcid.org/0000-0003-2736-8238","observed_orcids":["https://orcid.org/0000-0003-2736-8238"]},"institutions":[{"id":"https://openalex.org/I52099693","display_name":"University of York","ror":"https://ror.org/04m01e293","country_code":"GB","type":"education","lineage":["https://openalex.org/I52099693"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ibrahim Habli","raw_affiliation_strings":["Assuring Autonomy International Programme, The University of York, York, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assuring Autonomy International Programme, The University of York, York, UK","institution_ids":["https://openalex.org/I52099693"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5087069967"],"corresponding_institution_ids":["https://openalex.org/I52099693"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":6.369,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.97428629,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"395","last_page":"407"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13295","display_name":"Safety Systems Engineering in Autonomy","score":0.5659000277519226,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13295","display_name":"Safety Systems Engineering in Autonomy","score":0.5659000277519226,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.43140000104904175,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/model-interpretability","display_name":"model interpretability","score":0.8479999899864197},{"id":"https://openalex.org/keywords/assurance-cases","display_name":"assurance cases","score":0.8109999895095825},{"id":"https://openalex.org/keywords/argument-patterns","display_name":"argument patterns","score":0.9629999995231628},{"id":"https://openalex.org/keywords/safety-critical-systems","display_name":"safety-critical systems","score":0.9869999885559082},{"id":"https://openalex.org/keywords/argumentation","display_name":"argumentation","score":0.5289999842643738},{"id":"https://openalex.org/keywords/trust-in-machine-learning","display_name":"trust in machine learning","score":0.578000009059906}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.988597571849823},{"id":"https://openalex.org/C98184364","wikidata":"https://www.wikidata.org/wiki/Q1780131","display_name":"Argument (complex analysis)","level":2,"score":0.7496511936187744},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7426607608795166},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6685681939125061},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5710596442222595},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5183678269386292},{"id":"https://openalex.org/C163707989","wikidata":"https://www.wikidata.org/wiki/Q1996307","display_name":"Life-critical system","level":3,"score":0.5057692527770996},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4566073417663574},{"id":"https://openalex.org/C2780234205","wikidata":"https://www.wikidata.org/wiki/Q2281276","display_name":"Safety case","level":2,"score":0.438546359539032},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.38011741638183594},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.14188030362129211},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.10854032635688782},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.09035295248031616},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-030-55583-2_30","doi":"https://doi.org/10.1007/978-3-030-55583-2_30","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-55583-2_30","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,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1","vabb-shw"],"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:eprints.whiterose.ac.uk:163412","doi":null,"is_oa":true,"landing_page_url":"https://orcid.org/0000-0003-2736-8238>","pdf_url":"https://eprints.whiterose.ac.uk/id/eprint/163412/1/invited_paper_29.pdf","source":{"id":"https://openalex.org/S4306400854","display_name":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2800616092","host_organization_name":"White Rose University Consortium","host_organization_lineage":["https://openalex.org/I2800616092"],"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":"Proceedings Paper"}],"best_oa_location":{"id":"pmh:oai:eprints.whiterose.ac.uk:163412","doi":null,"is_oa":true,"landing_page_url":"https://orcid.org/0000-0003-2736-8238>","pdf_url":"https://eprints.whiterose.ac.uk/id/eprint/163412/1/invited_paper_29.pdf","source":{"id":"https://openalex.org/S4306400854","display_name":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2800616092","host_organization_name":"White Rose University Consortium","host_organization_lineage":["https://openalex.org/I2800616092"],"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":"Proceedings Paper"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3081402467.pdf","grobid_xml":"https://content.openalex.org/works/W3081402467.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1551277686","https://openalex.org/W2015088129","https://openalex.org/W2024748458","https://openalex.org/W2084947233","https://openalex.org/W2282821441","https://openalex.org/W2332488709","https://openalex.org/W2439568532","https://openalex.org/W2493343568","https://openalex.org/W2582721310","https://openalex.org/W2594475271","https://openalex.org/W2597603852","https://openalex.org/W2618851150","https://openalex.org/W2670253439","https://openalex.org/W2724999822","https://openalex.org/W2753738274","https://openalex.org/W2762968537","https://openalex.org/W2765811634","https://openalex.org/W2769265955","https://openalex.org/W2886281300","https://openalex.org/W2898694742","https://openalex.org/W2901939789","https://openalex.org/W2902883805","https://openalex.org/W2913693384","https://openalex.org/W2921763762","https://openalex.org/W2944221325","https://openalex.org/W2970297903","https://openalex.org/W2987375645","https://openalex.org/W3005073185","https://openalex.org/W3014924729","https://openalex.org/W3122506136","https://openalex.org/W3124443940","https://openalex.org/W4229494842"],"related_works":["https://openalex.org/W3013239041","https://openalex.org/W7171415555","https://openalex.org/W4226232637","https://openalex.org/W4362671719","https://openalex.org/W4404952857","https://openalex.org/W3128707717","https://openalex.org/W3196440773","https://openalex.org/W2594475271","https://openalex.org/W2902255491","https://openalex.org/W2296528622"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2020-09-01T00:00:00"}
