{"id":"https://openalex.org/W4390634198","doi":"https://doi.org/10.1145/3636555.3636858","title":"Adaptation of the Multi-Concept Multivariate Elo Rating System to Medical Students' Training Data","display_name":"Adaptation of the Multi-Concept Multivariate Elo Rating System to Medical Students' Training Data","publication_year":2024,"publication_date":"2024-03-05","ids":{"openalex":"https://openalex.org/W4390634198","doi":"https://doi.org/10.1145/3636555.3636858"},"language":"en","primary_location":{"id":"doi:10.1145/3636555.3636858","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3636555.3636858","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2403.07908","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093663717","display_name":"Erva Nihan Kandemir","orcid":"https://orcid.org/0009-0000-8733-7367"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2746051580","display_name":"Universit\u00e9 Paris Sciences et Lettres","ror":"https://ror.org/013cjyk83","country_code":"FR","type":"education","lineage":["https://openalex.org/I2746051580"]},{"id":"https://openalex.org/I29607241","display_name":"\u00c9cole Normale Sup\u00e9rieure - PSL","ror":"https://ror.org/05a0dhs15","country_code":"FR","type":"other","lineage":["https://openalex.org/I2746051580","https://openalex.org/I29607241"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Erva Nihan Kandemir","raw_affiliation_strings":["Ecole Normale Sup\u00e9rieure, PSL University, CNRS, France"],"raw_orcid":"https://orcid.org/0009-0000-8733-7367","affiliations":[{"raw_affiliation_string":"Ecole Normale Sup\u00e9rieure, PSL University, CNRS, France","institution_ids":["https://openalex.org/I29607241","https://openalex.org/I2746051580","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073463255","display_name":"Jill-J\u00eann Vie","orcid":"https://orcid.org/0000-0002-9304-2220"},"institutions":[{"id":"https://openalex.org/I4210126360","display_name":"Centre Inria de Saclay","ror":"https://ror.org/0315e5x55","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210126360"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jill-J\u00eann Vie","raw_affiliation_strings":["Soda team, Inria Saclay, France"],"raw_orcid":"https://orcid.org/0000-0002-9304-2220","affiliations":[{"raw_affiliation_string":"Soda team, Inria Saclay, France","institution_ids":["https://openalex.org/I4210126360"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004741640","display_name":"Adam Sanchez-Ayte","orcid":"https://orcid.org/0000-0003-0013-4423"},"institutions":[{"id":"https://openalex.org/I4210136412","display_name":"Unit\u00e9 de Recherche Pluridisciplinaire Sport, Sant\u00e9, Soci\u00e9t\u00e9","ror":"https://ror.org/03eq8fa86","country_code":"FR","type":"facility","lineage":["https://openalex.org/I2279609970","https://openalex.org/I2802487185","https://openalex.org/I4210136412","https://openalex.org/I44563897"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Adam Sanchez-Ayte","raw_affiliation_strings":["Universit\u00e9 Numeriqu\u00e9 en Sant\u00e9 et Sport (UNESS), France"],"raw_orcid":"https://orcid.org/0000-0003-0013-4423","affiliations":[{"raw_affiliation_string":"Universit\u00e9 Numeriqu\u00e9 en Sant\u00e9 et Sport (UNESS), France","institution_ids":["https://openalex.org/I4210136412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040885338","display_name":"Olivier Palombi","orcid":"https://orcid.org/0000-0003-0803-358X"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210101348","display_name":"Centre Inria de l'Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/00n8d6z93","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210101348"]},{"id":"https://openalex.org/I4210104430","display_name":"Laboratoire d'Informatique de Grenoble","ror":"https://ror.org/01c8rcg82","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210104430","https://openalex.org/I4210159245","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Olivier Palombi","raw_affiliation_strings":["Universit\u00e9 Grenoble Alpes, Grenoble INP, CNRS, Inria, LIG, France"],"raw_orcid":"https://orcid.org/0000-0003-0803-358X","affiliations":[{"raw_affiliation_string":"Universit\u00e9 Grenoble Alpes, Grenoble INP, CNRS, Inria, LIG, France","institution_ids":["https://openalex.org/I4210101348","https://openalex.org/I1294671590","https://openalex.org/I106785703","https://openalex.org/I4210104430","https://openalex.org/I899635006"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011113177","display_name":"Franck Ramus","orcid":"https://orcid.org/0000-0002-1122-5913"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2746051580","display_name":"Universit\u00e9 Paris Sciences et Lettres","ror":"https://ror.org/013cjyk83","country_code":"FR","type":"education","lineage":["https://openalex.org/I2746051580"]},{"id":"https://openalex.org/I4210103330","display_name":"\u00c9cole Normale Sup\u00e9rieure","ror":"https://ror.org/01dp7jr64","country_code":"BI","type":"education","lineage":["https://openalex.org/I4210103330"]},{"id":"https://openalex.org/I4210151031","display_name":"Laboratoire de Sciences Cognitives et Psycholinguistique","ror":"https://ror.org/05fvhm231","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I2746051580","https://openalex.org/I29607241","https://openalex.org/I4210096427","https://openalex.org/I4210151031","https://openalex.org/I90669466"]}],"countries":["BI","FR"],"is_corresponding":false,"raw_author_name":"Franck Ramus","raw_affiliation_strings":["Ecole Normale Sup\u00e9rieure, PSL University, EHESS, CNRS, France","LSCP - Laboratoire de sciences cognitives et psycholinguistique (29, rue d'Ulm\r\n75005 PARIS - France)"],"raw_orcid":"https://orcid.org/0000-0002-1122-5913","affiliations":[{"raw_affiliation_string":"Ecole Normale Sup\u00e9rieure, PSL University, EHESS, CNRS, France","institution_ids":["https://openalex.org/I4210103330","https://openalex.org/I2746051580","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"LSCP - Laboratoire de sciences cognitives et psycholinguistique (29, rue d'Ulm\r\n75005 PARIS - France)","institution_ids":["https://openalex.org/I4210151031"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":11,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5613,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.68283541,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"123","last_page":"133"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9998000264167786,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9998000264167786,"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/T11122","display_name":"Online Learning and Analytics","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10028","display_name":"Topic Modeling","score":0.9818999767303467,"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/computer-science","display_name":"Computer science","score":0.7687696218490601},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.687771737575531},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6133145689964294},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6001572608947754},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5118802785873413},{"id":"https://openalex.org/keywords/rating-system","display_name":"Rating system","score":0.4371083974838257},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.42413362860679626},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.4140568673610687},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33962011337280273}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7687696218490601},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.687771737575531},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6133145689964294},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6001572608947754},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5118802785873413},{"id":"https://openalex.org/C2988118254","wikidata":"https://www.wikidata.org/wiki/Q16881889","display_name":"Rating system","level":2,"score":0.4371083974838257},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.42413362860679626},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.4140568673610687},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33962011337280273},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3636555.3636858","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3636555.3636858","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2403.07908","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2403.07908","pdf_url":"https://arxiv.org/pdf/2403.07908","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:HAL:hal-04371748v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04371748","pdf_url":"https://hal.science/hal-04371748/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.solaresearch.org/events/lak/lak24/","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2403.07908","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2403.07908","pdf_url":"https://arxiv.org/pdf/2403.07908","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2077798120","display_name":null,"funder_award_id":"ANR-10-IDEX-","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G2614703714","display_name":null,"funder_award_id":"ANR-10-IDEX-0001-02","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G2658974192","display_name":"Paris Sciences et Lettres","funder_award_id":"ANR-10-IDEX-0001","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G2659019386","display_name":null,"funder_award_id":"ANR-17-EURE-","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G3364781479","display_name":"Improving education research and medical training through large-scale experimentation","funder_award_id":"ANR-21-CE28-0030","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G3860367528","display_name":null,"funder_award_id":"10-IDEX-0001-02","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G4209519768","display_name":"Fronti\u00e8res en cognition","funder_award_id":"ANR-17-EURE-0017","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G4483770707","display_name":null,"funder_award_id":"17-EURE-0017","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G471331628","display_name":null,"funder_award_id":"ANR-10-IDEX","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G6803667113","display_name":null,"funder_award_id":"ANR-17","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G7240651115","display_name":null,"funder_award_id":"ANR-10","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G782245399","display_name":null,"funder_award_id":"IDEX-0001-02","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G8868215802","display_name":null,"funder_award_id":"ANR-17-EURE-0017, ANR-10-IDEX-0001-02 and ANR-21-CE28-0030","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"},{"id":"https://openalex.org/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390634198.pdf","grobid_xml":"https://content.openalex.org/works/W4390634198.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1987799952","https://openalex.org/W2015040676","https://openalex.org/W2030007850","https://openalex.org/W2045559714","https://openalex.org/W2051339053","https://openalex.org/W2097731551","https://openalex.org/W2117655204","https://openalex.org/W2148618687","https://openalex.org/W2160116727","https://openalex.org/W2169419728","https://openalex.org/W2258103373","https://openalex.org/W2335612402","https://openalex.org/W2735058221","https://openalex.org/W2914319828","https://openalex.org/W2966684417","https://openalex.org/W3006349874","https://openalex.org/W3035991136","https://openalex.org/W3043869244","https://openalex.org/W3094091106","https://openalex.org/W3142977360","https://openalex.org/W3144499123","https://openalex.org/W3210276948","https://openalex.org/W4293087366","https://openalex.org/W4307561542"],"related_works":["https://openalex.org/W3204184292","https://openalex.org/W3176564347","https://openalex.org/W1985458517","https://openalex.org/W2355833770","https://openalex.org/W3031039437","https://openalex.org/W183202219","https://openalex.org/W3095877357","https://openalex.org/W2072565696","https://openalex.org/W2050451745","https://openalex.org/W2378903222"],"abstract_inverted_index":{"Accurate":[0],"estimation":[1],"of":[2,7,59,63,133,197],"question":[3,42,89],"difficulty":[4,43],"and":[5,17,44,51,97,127,188],"prediction":[6,190],"student":[8,37,45,198],"performance":[9,38],"play":[10],"key":[11],"roles":[12],"in":[13,35,94,163],"optimizing":[14],"educational":[15],"instruction":[16],"enhancing":[18],"learning":[19,23],"outcomes":[20,167],"within":[21,170],"digital":[22,172],"platforms.":[24],"The":[25],"Elo":[26,65,119,140,151,179],"rating":[27,66,120,141,152,180],"system":[28,67,142,153],"is":[29,108],"widely":[30],"recognized":[31],"for":[32,143,168],"its":[33],"proficiency":[34],"predicting":[36,164],"by":[39,72,79,110],"estimating":[40],"both":[41],"ability":[46],"while":[47],"providing":[48],"computational":[49],"efficiency":[50],"real-time":[52],"adaptivity.":[53],"This":[54],"paper":[55],"presents":[56],"an":[57],"adaptation":[58],"a":[60,73,80,87,98],"multi-concept":[61],"variant":[62],"the":[64,69,118,131,139,150,158,194],"to":[68,115,129,157],"data":[70,184],"collected":[71],"medical":[74],"training":[75],"platform\u2014a":[76],"platform":[77],"characterized":[78],"vast":[81],"knowledge":[82],"corpus,":[83],"substantial":[84],"inter-concept":[85],"overlap,":[86],"huge":[88],"bank":[90],"with":[91,182],"significant":[92],"sparsity":[93],"user-question":[95],"interactions,":[96],"highly":[99],"diverse":[100],"user":[101],"population,":[102],"presenting":[103],"unique":[104],"challenges.":[105],"Our":[106,146],"study":[107],"driven":[109],"two":[111],"primary":[112],"objectives:":[113],"firstly,":[114],"comprehensively":[116],"evaluate":[117],"system\u2019s":[121],"capabilities":[122],"on":[123],"this":[124],"real-life":[125],"data,":[126],"secondly,":[128],"tackle":[130],"issue":[132],"imprecise":[134],"early-stage":[135],"estimations":[136],"when":[137],"implementing":[138],"online":[144],"assessments.":[145],"findings":[147],"suggest":[148],"that":[149,177],"exhibits":[154],"comparable":[155],"accuracy":[156],"well-established":[159],"logistic":[160],"regression":[161],"model":[162],"final":[165],"exam":[166],"users":[169],"our":[171],"platform.":[173],"Furthermore,":[174],"results":[175],"underscore":[176],"initializing":[178],"estimates":[181],"historical":[183],"remarkably":[185],"reduces":[186],"errors":[187],"enhances":[189],"accuracy,":[191],"especially":[192],"during":[193],"initial":[195],"phases":[196],"interactions.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-07T14:30:12.667765","created_date":"2025-10-10T00:00:00"}