{"id":"https://openalex.org/W4387346582","doi":"https://doi.org/10.1145/3584371.3612961","title":"Clinical Trial Active Learning","display_name":"Clinical Trial Active Learning","publication_year":2023,"publication_date":"2023-09-03","ids":{"openalex":"https://openalex.org/W4387346582","doi":"https://doi.org/10.1145/3584371.3612961"},"language":"en","primary_location":{"id":"doi:10.1145/3584371.3612961","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3584371.3612961","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3584371.3612961","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 14th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3584371.3612961","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050378842","display_name":"Zoe Fowler","orcid":"https://orcid.org/0009-0008-7145-7266"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zoe Fowler","raw_affiliation_strings":["Georgia Institute of Technology, Atlanta, Georgia, USA"],"raw_orcid":"https://orcid.org/0009-0008-7145-7266","affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059939248","display_name":"Kiran Kokilepersaud","orcid":"https://orcid.org/0000-0001-6225-2455"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kiran Premdat Kokilepersaud","raw_affiliation_strings":["Georgia Institute of Technology, Atlanta, Georgia, USA"],"raw_orcid":"https://orcid.org/0000-0001-6225-2455","affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010958338","display_name":"Mohit Prabhushankar","orcid":"https://orcid.org/0000-0002-8743-7058"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohit Prabhushankar","raw_affiliation_strings":["Georgia Institute of Technology, Atlanta, Georgia, USA"],"raw_orcid":"https://orcid.org/0000-0002-8743-7058","affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006145139","display_name":"Ghassan AlRegib","orcid":"https://orcid.org/0000-0001-6818-8001"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ghassan Alregib","raw_affiliation_strings":["Georgia Institute of Technology, Atlanta, Georgia, USA"],"raw_orcid":"https://orcid.org/0000-0001-6818-8001","affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5050378842"],"corresponding_institution_ids":["https://openalex.org/I130701444"],"apc_list":null,"apc_paid":null,"fwci":2.4429,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.89935253,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.965499997138977,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9480999708175659,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6753249764442444},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.630183219909668},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5918586850166321},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.581295907497406},{"id":"https://openalex.org/keywords/retrospective-cohort-study","display_name":"Retrospective cohort study","score":0.5791839957237244},{"id":"https://openalex.org/keywords/clinical-trial","display_name":"Clinical trial","score":0.538609504699707},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.37223684787750244},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.30297380685806274},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.12553685903549194},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.08167093992233276}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6753249764442444},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.630183219909668},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5918586850166321},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.581295907497406},{"id":"https://openalex.org/C167135981","wikidata":"https://www.wikidata.org/wiki/Q2146302","display_name":"Retrospective cohort study","level":2,"score":0.5791839957237244},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.538609504699707},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.37223684787750244},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30297380685806274},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.12553685903549194},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.08167093992233276}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3584371.3612961","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3584371.3612961","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3584371.3612961","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 14th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3584371.3612961","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3584371.3612961","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3584371.3612961","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 14th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3664636202","display_name":"Graduate Research Fellowship Program (GRFP)","funder_award_id":"2039655","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7420345037","display_name":null,"funder_award_id":"DGE-2039655","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387346582.pdf","grobid_xml":"https://content.openalex.org/works/W4387346582.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2162055363","https://openalex.org/W2165839911","https://openalex.org/W2194775991","https://openalex.org/W2588978745","https://openalex.org/W2611650229","https://openalex.org/W2735531870","https://openalex.org/W2914584698","https://openalex.org/W2965505138","https://openalex.org/W2980030301","https://openalex.org/W3012661000","https://openalex.org/W3046195400","https://openalex.org/W3098219814","https://openalex.org/W3101156210","https://openalex.org/W3135588948","https://openalex.org/W3164440025","https://openalex.org/W4210630286","https://openalex.org/W4280615754","https://openalex.org/W4296957418","https://openalex.org/W4321780005","https://openalex.org/W4377235394"],"related_works":["https://openalex.org/W4393234404","https://openalex.org/W2961085424","https://openalex.org/W2330369487","https://openalex.org/W2906196243","https://openalex.org/W4385765419","https://openalex.org/W4224009465","https://openalex.org/W4286209793","https://openalex.org/W2399667542","https://openalex.org/W2465689495","https://openalex.org/W4206195464"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,21,77],"novel":[4],"approach":[5],"to":[6,95,108,127,137,146],"active":[7,55,93,102,140,155,159],"learning":[8,56,94,103,141,156,160],"that":[9,153],"takes":[10],"into":[11],"account":[12],"the":[13,59,69,80,84,97,121,129,138],"non-independent":[14],"and":[15,33,86,105],"identically":[16],"distributed":[17],"(non-i.i.d.)":[18],"structure":[19],"of":[20,29,71,165],"clinical":[22,30,36,46,72],"trial":[23],"setting.":[24],"There":[25],"exists":[26],"two":[27,162],"types":[28,164],"trials:":[31],"retrospective":[32,148,158],"prospective.":[34],"Retrospective":[35],"trials":[37,47],"analyze":[38],"data":[39,49,81],"after":[40],"treatment":[41,51,74],"has":[42],"been":[43],"performed;":[44],"prospective":[45,92,154],"collect":[48],"as":[50,147],"is":[52,61],"ongoing.":[53],"Typically,":[54],"approaches":[57],"assume":[58],"dataset":[60],"i.i.d.":[62,130],"when":[63],"selecting":[64],"training":[65],"samples;":[66],"however,":[67],"in":[68,76,100,111,149,161],"case":[70],"trials,":[73],"results":[75],"dependency":[78],"between":[79],"collected":[82,126],"at":[83],"current":[85],"past":[87],"visits.":[88],"Thus,":[89],"we":[90,118,144],"propose":[91],"overcome":[96],"limitations":[98],"present":[99],"traditional":[101,139],"methods":[104],"apply":[106],"it":[107],"disease":[109],"detection":[110],"optical":[112],"coherence":[113],"tomography":[114],"(OCT)":[115],"images,":[116],"where":[117],"condition":[119],"on":[120],"time":[122],"an":[123],"image":[124],"was":[125],"enforce":[128],"assumption.":[131],"We":[132,151],"compare":[133],"our":[134],"proposed":[135],"method":[136],"paradigm,":[142],"which":[143],"refer":[145],"nature.":[150],"demonstrate":[152],"outperforms":[157],"different":[163],"test":[166],"settings.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
