{"id":"https://openalex.org/W7134231126","doi":"https://doi.org/10.1145/3742414.3794728","title":"Making AI Risk Decisions Visible: Evaluating LLM Reasoning in Insurance Risk Classification","display_name":"Making AI Risk Decisions Visible: Evaluating LLM Reasoning in Insurance Risk Classification","publication_year":2026,"publication_date":"2026-03-09","ids":{"openalex":"https://openalex.org/W7134231126","doi":"https://doi.org/10.1145/3742414.3794728"},"language":null,"primary_location":{"id":"doi:10.1145/3742414.3794728","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3794728","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3742414.3794728","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128546353","display_name":"Andrea Rosales Sanabria","orcid":null},"institutions":[{"id":"https://openalex.org/I16835326","display_name":"University of St Andrews","ror":"https://ror.org/02wn5qz54","country_code":"GB","type":"education","lineage":["https://openalex.org/I16835326"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Andrea Rosales Sanabria","raw_affiliation_strings":["School of Computer Science, University of St Andrews, St Andrews, United Kingdom"],"raw_orcid":"https://orcid.org/0009-0004-3548-0371","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of St Andrews, St Andrews, United Kingdom","institution_ids":["https://openalex.org/I16835326"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5128546353"],"corresponding_institution_ids":["https://openalex.org/I16835326"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.48153565,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"81","last_page":"84"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.29100000858306885,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.29100000858306885,"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":0.1800999939441681,"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"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.04280000180006027,"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/measure","display_name":"Measure (data warehouse)","score":0.5324000120162964},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5040000081062317},{"id":"https://openalex.org/keywords/underwriting","display_name":"Underwriting","score":0.5019000172615051},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.492900013923645},{"id":"https://openalex.org/keywords/risk-management","display_name":"Risk management","score":0.3538999855518341}],"concepts":[{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.5324000120162964},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.5232999920845032},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5040000081062317},{"id":"https://openalex.org/C26503482","wikidata":"https://www.wikidata.org/wiki/Q1898080","display_name":"Underwriting","level":2,"score":0.5019000172615051},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.492900013923645},{"id":"https://openalex.org/C162118730","wikidata":"https://www.wikidata.org/wiki/Q1128453","display_name":"Actuarial science","level":1,"score":0.4717000126838684},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4447999894618988},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.3538999855518341},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.30169999599456787},{"id":"https://openalex.org/C2984333267","wikidata":"https://www.wikidata.org/wiki/Q43183","display_name":"Insurance industry","level":2,"score":0.2736999988555908},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.273499995470047},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.2732999920845032},{"id":"https://openalex.org/C150241267","wikidata":"https://www.wikidata.org/wiki/Q7336285","display_name":"Risk management tools","level":3,"score":0.2721000015735626},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.25519999861717224},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2542000114917755},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25209999084472656}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3742414.3794728","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3794728","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3742414.3794728","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3742414.3794728","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 31st International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"In":[0],"the":[1,30],"insurance":[2],"industry,":[3],"accurate":[4],"risk":[5,21],"assessment":[6],"is":[7],"a":[8,37],"critical":[9],"part":[10],"of":[11,33],"underwriting.":[12],"With":[13],"increasing":[14],"attention":[15],"on":[16],"exploring":[17],"LLM":[18],"in":[19,40,52],"assist":[20],"assessment,":[22],"we":[23],"are":[24],"investigating":[25],"how":[26],"to":[27,48],"quantitatively":[28],"measure":[29],"reasoning":[31],"quality":[32],"LLM.":[34],"We":[35],"develop":[36],"user":[38],"interface":[39],"Streamit":[41],"that":[42],"visualises":[43],"and":[44],"presents":[45],"these":[46],"measurements":[47],"support":[49],"human":[50],"underwriters":[51],"informed":[53],"decision-making.":[54]},"counts_by_year":[],"updated_date":"2026-03-10T14:13:21.323994","created_date":"2026-03-10T00:00:00"}
