{"id":"https://openalex.org/W7124153674","doi":"https://doi.org/10.1145/3777577.3777596","title":"Selection of intervention strategies for follow-up of patients with pulmonary nodules based on the Markov model","display_name":"Selection of intervention strategies for follow-up of patients with pulmonary nodules based on the Markov model","publication_year":2025,"publication_date":"2025-10-24","ids":{"openalex":"https://openalex.org/W7124153674","doi":"https://doi.org/10.1145/3777577.3777596"},"language":null,"primary_location":{"id":"doi:10.1145/3777577.3777596","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3777577.3777596","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 6th International Symposium on Artificial Intelligence for Medical Sciences","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3777577.3777596","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084469895","display_name":"L. Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Li Luo","raw_affiliation_strings":["Business school, Sichuan university, Chengdu, Sichuan, China"],"affiliations":[{"raw_affiliation_string":"Business school, Sichuan university, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chen Yang","orcid":"https://orcid.org/0009-0000-4823-6205"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Yang","raw_affiliation_strings":["Business school, Sichuan university, Chengdu, Sichuan, China"],"affiliations":[{"raw_affiliation_string":"Business school, Sichuan university, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065664639","display_name":"Yuanchen Fang","orcid":"https://orcid.org/0000-0002-8555-4488"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuanchen Fang","raw_affiliation_strings":["Tianfu Yongxing Laboratory, Chengdu, Sichuan, China"],"affiliations":[{"raw_affiliation_string":"Tianfu Yongxing Laboratory, Chengdu, Sichuan, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5084469895"],"corresponding_institution_ids":["https://openalex.org/I24185976"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.73205174,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"119","last_page":"124"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.949400007724762,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.949400007724762,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T10417","display_name":"Lung Cancer Treatments and Mutations","score":0.005200000014156103,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.004399999976158142,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/intervention","display_name":"Intervention (counseling)","score":0.5392000079154968},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5286999940872192},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.5112000107765198},{"id":"https://openalex.org/keywords/lung-cancer","display_name":"Lung cancer","score":0.5092999935150146},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.49619999527931213},{"id":"https://openalex.org/keywords/lung-disease","display_name":"Lung disease","score":0.43380001187324524},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.4284999966621399},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.4065000116825104},{"id":"https://openalex.org/keywords/pulmonary-disease","display_name":"Pulmonary disease","score":0.39980000257492065}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7400000095367432},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.54830002784729},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.5392000079154968},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5286999940872192},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5112000107765198},{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.5092999935150146},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.49619999527931213},{"id":"https://openalex.org/C2983914783","wikidata":"https://www.wikidata.org/wiki/Q3286546","display_name":"Lung disease","level":3,"score":0.43380001187324524},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.4284999966621399},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.4065000116825104},{"id":"https://openalex.org/C2992779976","wikidata":"https://www.wikidata.org/wiki/Q3286546","display_name":"Pulmonary disease","level":2,"score":0.39980000257492065},{"id":"https://openalex.org/C59594135","wikidata":"https://www.wikidata.org/wiki/Q5249242","display_name":"Decision model","level":2,"score":0.3815999925136566},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.3774999976158142},{"id":"https://openalex.org/C2777714996","wikidata":"https://www.wikidata.org/wiki/Q7886","display_name":"Lung","level":2,"score":0.3538999855518341},{"id":"https://openalex.org/C2776731575","wikidata":"https://www.wikidata.org/wiki/Q2916245","display_name":"Nodule (geology)","level":2,"score":0.3433000147342682},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.34040001034736633},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.32749998569488525},{"id":"https://openalex.org/C2776178081","wikidata":"https://www.wikidata.org/wiki/Q3286546","display_name":"Respiratory disease","level":3,"score":0.314300000667572},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.29440000653266907},{"id":"https://openalex.org/C2984634286","wikidata":"https://www.wikidata.org/wiki/Q1331926","display_name":"Decision process","level":2,"score":0.2930999994277954},{"id":"https://openalex.org/C168031717","wikidata":"https://www.wikidata.org/wiki/Q1530280","display_name":"Balance (ability)","level":2,"score":0.2883000075817108},{"id":"https://openalex.org/C2779951463","wikidata":"https://www.wikidata.org/wiki/Q7268788","display_name":"Quality of life (healthcare)","level":2,"score":0.28220000863075256},{"id":"https://openalex.org/C17098449","wikidata":"https://www.wikidata.org/wiki/Q176814","display_name":"Partially observable Markov decision process","level":4,"score":0.2676999866962433},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.26750001311302185},{"id":"https://openalex.org/C2778822529","wikidata":"https://www.wikidata.org/wiki/Q1951525","display_name":"Progressive disease","level":3,"score":0.2581999897956848}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3777577.3777596","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3777577.3777596","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 6th International Symposium on Artificial Intelligence for Medical Sciences","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3777577.3777596","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3777577.3777596","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 6th International Symposium on Artificial Intelligence for Medical Sciences","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.5451242327690125,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G2324475954","display_name":null,"funder_award_id":"72371176","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3789296988","display_name":null,"funder_award_id":"72102159","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8796229889","display_name":null,"funder_award_id":"72342014","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2061730851","https://openalex.org/W3198354183","https://openalex.org/W4206218075","https://openalex.org/W4393935425","https://openalex.org/W4399672301","https://openalex.org/W4404867235"],"related_works":[],"abstract_inverted_index":{"Lung":[0],"cancer":[1],"is":[2,23],"one":[3],"of":[4,32,99],"the":[5,30],"most":[6],"common":[7],"malignancies":[8],"worldwide,":[9],"with":[10,29,50,69],"pulmonary":[11,51],"nodules":[12],"as":[13],"its":[14],"earliest":[15],"imaging":[16],"manifestation.":[17],"Designing":[18],"a":[19,37],"rational":[20],"follow-up":[21,91],"strategy":[22],"essential":[24],"to":[25,44,54,94],"balance":[26],"early":[27],"detection":[28],"risks":[31],"overtreatment.":[33],"This":[34],"study":[35],"develops":[36],"finite-horizon":[38],"discrete-time":[39],"Markov":[40],"decision":[41],"process":[42],"(MDP)":[43],"optimize":[45],"intervention":[46,86],"strategies":[47],"for":[48,87,92,110],"patients":[49],"nodules,":[52],"aiming":[53],"maximize":[55],"quality-adjusted":[56],"life":[57],"years":[58],"(QALYs).":[59],"Patient":[60],"states":[61],"are":[62],"defined":[63],"by":[64],"age":[65],"and":[66,76,97,117],"risk":[67],"levels,":[68],"transition":[70],"probabilities":[71],"derived":[72],"froms":[73],"existing":[74],"guidelines":[75],"literature.":[77],"Using":[78],"policy":[79],"iteration,":[80],"we":[81],"identify":[82],"optimal":[83],"strategies:":[84],"no":[85],"low-risk":[88],"patients,":[89,96],"6-month":[90],"moderate":[93],"high-risk":[95,103],"avoidance":[98],"surgery":[100],"in":[101,120],"elderly":[102],"patients.":[104],"The":[105],"model":[106],"provides":[107],"evidence-based":[108],"guidance":[109],"lung":[111],"nodule":[112],"management,":[113],"supporting":[114],"clinical":[115],"decision-making":[116],"improving":[118],"efficiency":[119],"chronic":[121],"disease":[122],"care.":[123]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-01-15T00:00:00"}
