{"id":"https://openalex.org/W7138936753","doi":"https://doi.org/10.1145/3788149.3788200","title":"MedRule: An Interpretable Rule Induction Framework for Reliable Clinical Decisions","display_name":"MedRule: An Interpretable Rule Induction Framework for Reliable Clinical Decisions","publication_year":2025,"publication_date":"2025-12-12","ids":{"openalex":"https://openalex.org/W7138936753","doi":"https://doi.org/10.1145/3788149.3788200"},"language":null,"primary_location":{"id":"doi:10.1145/3788149.3788200","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3788149.3788200","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":"Proceedings of the 2025 9th International Conference on Computer Science and Artificial Intelligence","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3788149.3788200","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076708603","display_name":"Gianni Costa","orcid":"https://orcid.org/0000-0003-2267-9280"},"institutions":[{"id":"https://openalex.org/I3005160176","display_name":"Institute for High Performance Computing and Networking","ror":"https://ror.org/04r5fge26","country_code":"IT","type":"facility","lineage":["https://openalex.org/I3005160176","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gianni Costa","raw_affiliation_strings":["ICAR-CNR, Rende, CS, Italy"],"raw_orcid":"https://orcid.org/0000-0003-2267-9280","affiliations":[{"raw_affiliation_string":"ICAR-CNR, Rende, CS, Italy","institution_ids":["https://openalex.org/I3005160176"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078466922","display_name":"Riccardo Ortale","orcid":"https://orcid.org/0000-0002-1763-9121"},"institutions":[{"id":"https://openalex.org/I3005160176","display_name":"Institute for High Performance Computing and Networking","ror":"https://ror.org/04r5fge26","country_code":"IT","type":"facility","lineage":["https://openalex.org/I3005160176","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Riccardo Ortale","raw_affiliation_strings":["ICAR-CNR, Rende, CS, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1763-9121","affiliations":[{"raw_affiliation_string":"ICAR-CNR, Rende, CS, Italy","institution_ids":["https://openalex.org/I3005160176"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3005160176"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"655","last_page":"659"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.31209999322891235,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.31209999322891235,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.23250000178813934,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.05739999935030937,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/rule-induction","display_name":"Rule induction","score":0.38940000534057617},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.2605000138282776},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.2583000063896179},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.25429999828338623},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.2476000040769577}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5494999885559082},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.445499986410141},{"id":"https://openalex.org/C2776780472","wikidata":"https://www.wikidata.org/wiki/Q7378945","display_name":"Rule induction","level":2,"score":0.38940000534057617},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3698999881744385},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3138999938964844},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2605000138282776},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.2583000063896179},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.25429999828338623},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.2476000040769577},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2402999997138977}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3788149.3788200","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3788149.3788200","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":"Proceedings of the 2025 9th International Conference on Computer Science and Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3788149.3788200","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3788149.3788200","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":"Proceedings of the 2025 9th International Conference on Computer Science and Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.7674305438995361,"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1537336823","https://openalex.org/W1567313600","https://openalex.org/W1974054882","https://openalex.org/W1996809283","https://openalex.org/W2025288138","https://openalex.org/W2099404336","https://openalex.org/W2115866740","https://openalex.org/W3025331148","https://openalex.org/W3122481580","https://openalex.org/W3207340394","https://openalex.org/W4319069695","https://openalex.org/W4399243219","https://openalex.org/W4403144745","https://openalex.org/W4405865437","https://openalex.org/W4409229042"],"related_works":[],"abstract_inverted_index":{"The":[0,50],"use":[1],"of":[2,32],"artificial":[3],"intelligence":[4],"in":[5],"healthcare":[6],"decision":[7,43,58],"support":[8,44],"is":[9],"expanding,":[10],"but":[11],"many":[12],"systems":[13],"still":[14],"operate":[15],"as":[16],"opaque":[17],"black":[18],"boxes.":[19],"In":[20],"clinical":[21],"practice,":[22],"limited":[23],"transparency":[24],"can":[25],"reduce":[26],"confidence":[27],"and":[28,48,63],"restrict":[29],"the":[30],"usefulness":[31],"such":[33],"tools.":[34],"This":[35],"paper":[36],"introduces":[37],"MedRule,":[38],"a":[39],"framework":[40],"for":[41],"medical":[42],"that":[45,60],"prioritizes":[46],"interpretability":[47],"reliability.":[49],"approach":[51],"leverages":[52],"class-association":[53],"rule":[54],"mining":[55],"to":[56],"generate":[57],"paths":[59],"are":[61],"clear":[62],"clinically":[64],"meaningful.":[65]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-03-20T00:00:00"}
