{"id":"https://openalex.org/W4408358011","doi":"https://doi.org/10.1109/access.2025.3550579","title":"Datasets, Machine Learning Recognition Performance, and Key Issues in Nursing Care Activity Recognition: A Systematic Review","display_name":"Datasets, Machine Learning Recognition Performance, and Key Issues in Nursing Care Activity Recognition: A Systematic Review","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408358011","doi":"https://doi.org/10.1109/access.2025.3550579"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3550579","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3550579","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3550579","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101403736","display_name":"Yasuyuki Yoshida","orcid":"https://orcid.org/0000-0002-0400-0185"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]},{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]},{"id":"https://openalex.org/I76259142","display_name":"National Research Institute of Police Science","ror":"https://ror.org/03g9ek587","country_code":"JP","type":"government","lineage":["https://openalex.org/I76259142"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yasuyuki Yoshida","raw_affiliation_strings":["Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN"],"raw_orcid":"https://orcid.org/0000-0002-0400-0185","affiliations":[{"raw_affiliation_string":"Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","institution_ids":["https://openalex.org/I76259142"]},{"raw_affiliation_string":"National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN","institution_ids":["https://openalex.org/I73613424","https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043472048","display_name":"Hiroyasu Miwa","orcid":"https://orcid.org/0000-0001-8331-9225"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]},{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]},{"id":"https://openalex.org/I76259142","display_name":"National Research Institute of Police Science","ror":"https://ror.org/03g9ek587","country_code":"JP","type":"government","lineage":["https://openalex.org/I76259142"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hiroyasu Miwa","raw_affiliation_strings":["Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN"],"raw_orcid":"https://orcid.org/0000-0001-8331-9225","affiliations":[{"raw_affiliation_string":"Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","institution_ids":["https://openalex.org/I76259142"]},{"raw_affiliation_string":"National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN","institution_ids":["https://openalex.org/I73613424","https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Satoshi Nakae","orcid":"https://orcid.org/0009-0005-7112-1007"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]},{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]},{"id":"https://openalex.org/I76259142","display_name":"National Research Institute of Police Science","ror":"https://ror.org/03g9ek587","country_code":"JP","type":"government","lineage":["https://openalex.org/I76259142"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Satoshi Nakae","raw_affiliation_strings":["Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN"],"raw_orcid":"https://orcid.org/0009-0005-7112-1007","affiliations":[{"raw_affiliation_string":"Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","institution_ids":["https://openalex.org/I76259142"]},{"raw_affiliation_string":"National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN","institution_ids":["https://openalex.org/I73613424","https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043242561","display_name":"Satoki Ogiso","orcid":"https://orcid.org/0000-0003-1338-3795"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]},{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]},{"id":"https://openalex.org/I76259142","display_name":"National Research Institute of Police Science","ror":"https://ror.org/03g9ek587","country_code":"JP","type":"government","lineage":["https://openalex.org/I76259142"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Satoki Ogiso","raw_affiliation_strings":["Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN"],"raw_orcid":"https://orcid.org/0000-0003-1338-3795","affiliations":[{"raw_affiliation_string":"Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","institution_ids":["https://openalex.org/I76259142"]},{"raw_affiliation_string":"National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN","institution_ids":["https://openalex.org/I73613424","https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009328118","display_name":"Ryosuke Ichikari","orcid":"https://orcid.org/0000-0002-1784-0538"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]},{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]},{"id":"https://openalex.org/I76259142","display_name":"National Research Institute of Police Science","ror":"https://ror.org/03g9ek587","country_code":"JP","type":"government","lineage":["https://openalex.org/I76259142"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Ryosuke Ichikari","raw_affiliation_strings":["Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN"],"raw_orcid":"https://orcid.org/0000-0002-1784-0538","affiliations":[{"raw_affiliation_string":"Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","institution_ids":["https://openalex.org/I76259142"]},{"raw_affiliation_string":"National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN","institution_ids":["https://openalex.org/I73613424","https://openalex.org/I74801974"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053971918","display_name":"Takashi Okuma","orcid":"https://orcid.org/0000-0002-7135-0863"},"institutions":[{"id":"https://openalex.org/I73613424","display_name":"National Institute of Advanced Industrial Science and Technology","ror":"https://ror.org/01703db54","country_code":"JP","type":"government","lineage":["https://openalex.org/I73613424"]},{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]},{"id":"https://openalex.org/I76259142","display_name":"National Research Institute of Police Science","ror":"https://ror.org/03g9ek587","country_code":"JP","type":"government","lineage":["https://openalex.org/I76259142"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takashi Okuma","raw_affiliation_strings":["Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN"],"raw_orcid":"https://orcid.org/0000-0002-7135-0863","affiliations":[{"raw_affiliation_string":"Human Augmentation Research Center, National Institute of Advanced Industrial Science and Technology, Kashiwa II Campus, The University of Tokyo, Kashiwa, Chiba, Japan","institution_ids":["https://openalex.org/I76259142"]},{"raw_affiliation_string":"National Institute of Advanced Industrial Science and Technology, Human Augmentation Research Center, Kashiwa II Campus, University of Tokyo, 6-2-3 Kashiwanoha, Kashiwa, Chiba, JAPAN","institution_ids":["https://openalex.org/I73613424","https://openalex.org/I74801974"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.8662,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.74294205,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"13","issue":null,"first_page":"47570","last_page":"47586"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14484","display_name":"Technology and Data Analysis","score":0.7053999900817871,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14484","display_name":"Technology and Data Analysis","score":0.7053999900817871,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.6031000018119812,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13243","display_name":"Innovation in Digital Healthcare Systems","score":0.5914999842643738,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6660311222076416},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5992522239685059},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39907020330429077},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34811973571777344},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.09648442268371582}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6660311222076416},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5992522239685059},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39907020330429077},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34811973571777344},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.09648442268371582}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3550579","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3550579","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:50dd0bbfefd043da9658a4fa02cde766","is_oa":true,"landing_page_url":"https://doaj.org/article/50dd0bbfefd043da9658a4fa02cde766","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 47570-47586 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3550579","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3550579","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":84,"referenced_works":["https://openalex.org/W1963017068","https://openalex.org/W2021717943","https://openalex.org/W2023302299","https://openalex.org/W2054780155","https://openalex.org/W2063598276","https://openalex.org/W2118978333","https://openalex.org/W2165837041","https://openalex.org/W2562332603","https://openalex.org/W2753761285","https://openalex.org/W2767979715","https://openalex.org/W2795342689","https://openalex.org/W2833792958","https://openalex.org/W2963373106","https://openalex.org/W2963613787","https://openalex.org/W2969871920","https://openalex.org/W2972454934","https://openalex.org/W2972598116","https://openalex.org/W2972973078","https://openalex.org/W2973102973","https://openalex.org/W2973175552","https://openalex.org/W2973204573","https://openalex.org/W2977846155","https://openalex.org/W2979561651","https://openalex.org/W2984353870","https://openalex.org/W2995269283","https://openalex.org/W3030332673","https://openalex.org/W3030391949","https://openalex.org/W3032217510","https://openalex.org/W3081545642","https://openalex.org/W3084545782","https://openalex.org/W3084774745","https://openalex.org/W3085053943","https://openalex.org/W3085153178","https://openalex.org/W3085218293","https://openalex.org/W3085731940","https://openalex.org/W3085832657","https://openalex.org/W3086595533","https://openalex.org/W3088575281","https://openalex.org/W3118615836","https://openalex.org/W3120745964","https://openalex.org/W3147714964","https://openalex.org/W3156819640","https://openalex.org/W3185191651","https://openalex.org/W3200324617","https://openalex.org/W3201844027","https://openalex.org/W3202096274","https://openalex.org/W3203144443","https://openalex.org/W3203213450","https://openalex.org/W3203639590","https://openalex.org/W3207497010","https://openalex.org/W3209557185","https://openalex.org/W3212340796","https://openalex.org/W4200013911","https://openalex.org/W4214901698","https://openalex.org/W4223412119","https://openalex.org/W4283396825","https://openalex.org/W4293660950","https://openalex.org/W4300861780","https://openalex.org/W4313547575","https://openalex.org/W4318667923","https://openalex.org/W4321605026","https://openalex.org/W4353090637","https://openalex.org/W4378347989","https://openalex.org/W4381185174","https://openalex.org/W4381839273","https://openalex.org/W4385298772","https://openalex.org/W4385422400","https://openalex.org/W4385532466","https://openalex.org/W4387096227","https://openalex.org/W4387448760","https://openalex.org/W4387812591","https://openalex.org/W4390613194","https://openalex.org/W4391128353","https://openalex.org/W4393944531","https://openalex.org/W4394757986","https://openalex.org/W4396720153","https://openalex.org/W4397000273","https://openalex.org/W4400762160","https://openalex.org/W6685380521","https://openalex.org/W6760602923","https://openalex.org/W6762248821","https://openalex.org/W6767311355","https://openalex.org/W6866305107","https://openalex.org/W6930069070"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Countries":[0],"experiencing":[1],"rapid":[2],"aging":[3],"face":[4],"severe":[5],"caregiver":[6],"shortages,":[7],"necessitating":[8],"effective":[9],"workforce":[10,155],"optimization.":[11],"Nursing":[12],"care":[13],"activity":[14],"recognition":[15,55,65,83,99],"(NCAR)":[16],"offers":[17],"a":[18,73],"promising":[19],"solution":[20],"by":[21],"automatically":[22],"detecting":[23],"caregiving":[24,40,151],"tasks":[25],"over":[26],"time":[27],"and":[28,54,81,91,116,126,136,153],"visualizing":[29],"workflows.":[30],"Based":[31],"on":[32],"this":[33,142],"information,":[34],"NCAR":[35,60,134,148],"can":[36],"facilitate":[37],"improvements":[38],"in":[39,59,85,149],"processes.":[41],"This":[42],"review":[43,68],"systematically":[44],"assessed":[45],"32":[46],"studies":[47],"following":[48],"PRISMA":[49],"guidelines,":[50],"analyzing":[51],"dataset":[52],"characteristics":[53],"performance":[56],"of":[57,75,104,141,147],"algorithms":[58,115,128],"to":[61,96],"identify":[62],"factors":[63],"influencing":[64],"accuracy.":[66],"The":[67,101,139],"revealed":[69],"significant":[70],"challenges,":[71],"including":[72],"lack":[74],"publicly":[76],"available":[77],"datasets,":[78,122],"class":[79],"imbalance,":[80],"decreased":[82],"accuracy":[84],"real-world":[86],"environments.":[87],"Additionally,":[88],"sensor":[89],"configuration":[90],"annotation":[92],"quality":[93],"were":[94],"found":[95],"significantly":[97],"impact":[98],"performance.":[100],"limited":[102],"availability":[103],"field":[105],"data":[106,118],"restricts":[107],"model":[108],"generalization,":[109],"highlighting":[110],"the":[111,145],"need":[112],"for":[113,132],"novel":[114],"efficient":[117],"collection":[119],"methods.":[120],"Expanding":[121],"designing":[123],"appropriate":[124],"classes,":[125],"improving":[127],"are":[129],"critical":[130],"steps":[131],"advancing":[133],"research":[135],"practical":[137],"applications.":[138],"findings":[140],"study":[143],"demonstrate":[144],"potential":[146],"optimizing":[150],"workflows":[152],"mitigating":[154],"shortages.":[156]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
