{"id":"https://openalex.org/W3127039237","doi":"https://doi.org/10.1093/ajcp/aqaa215","title":"Artificial Intelligence\u2013Based Screening for Mycobacteria in Whole-Slide Images of Tissue Samples","display_name":"Artificial Intelligence\u2013Based Screening for Mycobacteria in Whole-Slide Images of Tissue Samples","publication_year":2020,"publication_date":"2020-09-25","ids":{"openalex":"https://openalex.org/W3127039237","doi":"https://doi.org/10.1093/ajcp/aqaa215","mag":"3127039237","pmid":"https://pubmed.ncbi.nlm.nih.gov/33527136"},"language":"en","primary_location":{"id":"doi:10.1093/ajcp/aqaa215","doi":"https://doi.org/10.1093/ajcp/aqaa215","is_oa":false,"landing_page_url":"https://doi.org/10.1093/ajcp/aqaa215","pdf_url":null,"source":{"id":"https://openalex.org/S15871148","display_name":"American Journal of Clinical Pathology","issn_l":"0002-9173","issn":["0002-9173","1943-7722"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1"],"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"American Journal of Clinical Pathology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028342220","display_name":"Liron Pantanowitz","orcid":"https://orcid.org/0000-0001-8182-5503","observed_orcids":["https://orcid.org/0000-0001-8182-5503"]},"institutions":[{"id":"https://openalex.org/I107920810","display_name":"National Health Laboratory Service","ror":"https://ror.org/00znvbk37","country_code":"ZA","type":"government","lineage":["https://openalex.org/I107920810"]},{"id":"https://openalex.org/I192619145","display_name":"University of the Witwatersrand","ror":"https://ror.org/03rp50x72","country_code":"ZA","type":"education","lineage":["https://openalex.org/I192619145"]},{"id":"https://openalex.org/I4210134769","display_name":"University of Pittsburgh Medical Center","ror":"https://ror.org/04ehecz88","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210098814","https://openalex.org/I4210134769"]}],"countries":["US","ZA"],"is_corresponding":true,"raw_author_name":"Liron Pantanowitz","raw_affiliation_strings":["Department of Anatomical Pathology, University of the Witwatersrand and National Health Laboratory Services, Johannesburg, South Africa","Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anatomical Pathology, University of the Witwatersrand and National Health Laboratory Services, Johannesburg, South Africa","institution_ids":["https://openalex.org/I107920810","https://openalex.org/I192619145"]},{"raw_affiliation_string":"Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I4210134769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010703253","display_name":"Uno Wu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Uno Wu","raw_affiliation_strings":["Department of Electrical Engineering, Molecular Biomedical Informatics Lab, National Cheng Kung University, Tainan City, Taiwan","aetherAI, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Molecular Biomedical Informatics Lab, National Cheng Kung University, Tainan City, Taiwan","institution_ids":["https://openalex.org/I91807558"]},{"raw_affiliation_string":"aetherAI, Taipei, Taiwan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029941343","display_name":"Lindsey Seigh","orcid":"https://orcid.org/0000-0002-6355-0662","observed_orcids":["https://orcid.org/0000-0002-6355-0662"]},"institutions":[{"id":"https://openalex.org/I4210134769","display_name":"University of Pittsburgh Medical Center","ror":"https://ror.org/04ehecz88","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210098814","https://openalex.org/I4210134769"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lindsey Seigh","raw_affiliation_strings":["Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I4210134769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067900239","display_name":"Edmund LoPresti","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210134769","display_name":"University of Pittsburgh Medical Center","ror":"https://ror.org/04ehecz88","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210098814","https://openalex.org/I4210134769"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edmund LoPresti","raw_affiliation_strings":["Information Services Division, University of Pittsburgh Medical Center, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Services Division, University of Pittsburgh Medical Center, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I4210134769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077227967","display_name":"Fang-Cheng F. Yeh","orcid":"https://orcid.org/0000-0002-7946-2173","observed_orcids":["https://orcid.org/0000-0002-7946-2173"]},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fang-Cheng Yeh","raw_affiliation_strings":["Department of Neurological Surgery, University of Pittsburgh, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurological Surgery, University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063192402","display_name":"Payal Salgia","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210134769","display_name":"University of Pittsburgh Medical Center","ror":"https://ror.org/04ehecz88","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210098814","https://openalex.org/I4210134769"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Payal Salgia","raw_affiliation_strings":["Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I4210134769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049262534","display_name":"Pamela M. Michelow","orcid":"https://orcid.org/0000-0002-5717-4277","observed_orcids":["https://orcid.org/0000-0002-5717-4277"]},"institutions":[{"id":"https://openalex.org/I107920810","display_name":"National Health Laboratory Service","ror":"https://ror.org/00znvbk37","country_code":"ZA","type":"government","lineage":["https://openalex.org/I107920810"]},{"id":"https://openalex.org/I192619145","display_name":"University of the Witwatersrand","ror":"https://ror.org/03rp50x72","country_code":"ZA","type":"education","lineage":["https://openalex.org/I192619145"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Pamela Michelow","raw_affiliation_strings":["Department of Anatomical Pathology, University of the Witwatersrand and National Health Laboratory Services, Johannesburg, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anatomical Pathology, University of the Witwatersrand and National Health Laboratory Services, Johannesburg, South Africa","institution_ids":["https://openalex.org/I107920810","https://openalex.org/I192619145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010060892","display_name":"Scott Hazelhurst","orcid":"https://orcid.org/0000-0002-0581-149X","observed_orcids":["https://orcid.org/0000-0002-0581-149X"]},"institutions":[{"id":"https://openalex.org/I192619145","display_name":"University of the Witwatersrand","ror":"https://ror.org/03rp50x72","country_code":"ZA","type":"education","lineage":["https://openalex.org/I192619145"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Scott Hazelhurst","raw_affiliation_strings":["School of Electrical & Information Engineering and Sydney Brenner Institute for Molecular Bioscience, University of the Witwatersrand, Johannesburg, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical & Information Engineering and Sydney Brenner Institute for Molecular Bioscience, University of the Witwatersrand, Johannesburg, South Africa","institution_ids":["https://openalex.org/I192619145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100373307","display_name":"Wei\u2010Yu Chen","orcid":"https://orcid.org/0000-0003-3660-8045","observed_orcids":["https://orcid.org/0000-0003-3660-8045"]},"institutions":[{"id":"https://openalex.org/I4210142271","display_name":"Wan Fang Hospital","ror":"https://ror.org/058y0nn10","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210142271"]},{"id":"https://openalex.org/I47519274","display_name":"Taipei Medical University","ror":"https://ror.org/05031qk94","country_code":"TW","type":"education","lineage":["https://openalex.org/I47519274"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wei-Yu Chen","raw_affiliation_strings":["Department of Pathology, School of Medicine, Taipei Medical University, Taipei, Taiwan","Department of Pathology, Wan Fang Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, School of Medicine, Taipei Medical University, Taipei, Taiwan","institution_ids":["https://openalex.org/I47519274"]},{"raw_affiliation_string":"Department of Pathology, Wan Fang Hospital","institution_ids":["https://openalex.org/I4210142271"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015029502","display_name":"Douglas J. Hartman","orcid":"https://orcid.org/0000-0001-8962-8993","observed_orcids":["https://orcid.org/0000-0001-8962-8993"]},"institutions":[{"id":"https://openalex.org/I4210134769","display_name":"University of Pittsburgh Medical Center","ror":"https://ror.org/04ehecz88","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210098814","https://openalex.org/I4210134769"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Douglas Hartman","raw_affiliation_strings":["Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA"],"raw_orcid":"https://orcid.org/0000-0001-8962-8993","affiliations":[{"raw_affiliation_string":"Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I4210134769"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101879517","display_name":"Chao\u2010Yuan Yeh","orcid":"https://orcid.org/0000-0002-1947-1596","observed_orcids":["https://orcid.org/0000-0002-1947-1596"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chao-Yuan Yeh","raw_affiliation_strings":["aetherAI, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"aetherAI, Taipei, Taiwan","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5028342220"],"corresponding_institution_ids":["https://openalex.org/I107920810","https://openalex.org/I192619145","https://openalex.org/I4210134769"],"apc_list":{"value":4660,"currency":"USD","value_usd":4660},"apc_paid":null,"fwci":1.1713,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.80478966,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":99},"biblio":{"volume":"156","issue":"1","first_page":"117","last_page":"128"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9990000128746033,"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/T10862","display_name":"AI in cancer detection","score":0.9990000128746033,"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":0.0006000000284984708,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.0,"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/mycobacterial-detection","display_name":"mycobacterial detection","score":0.8040000200271606},{"id":"https://openalex.org/keywords/acid-fast-bacilli","display_name":"acid-fast bacilli","score":0.9369999766349792},{"id":"https://openalex.org/keywords/whole-slide-images","display_name":"whole slide images","score":0.8029999732971191},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.8410000205039978},{"id":"https://openalex.org/keywords/digital-pathology","display_name":"digital pathology","score":0.7070000171661377},{"id":"https://openalex.org/keywords/acid-fast-staining","display_name":"acid-fast staining","score":0.640999972820282},{"id":"https://openalex.org/keywords/tuberculosis-diagnosis","display_name":"tuberculosis diagnosis","score":0.8029999732971191},{"id":"https://openalex.org/keywords/ai-assisted-review","display_name":"AI-assisted review","score":0.699999988079071},{"id":"https://openalex.org/keywords/pathologist-workload","display_name":"pathologist workload","score":0.5619999766349792},{"id":"https://openalex.org/keywords/diagnostic-sensitivity","display_name":"diagnostic sensitivity","score":0.5699999928474426}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6480414271354675},{"id":"https://openalex.org/C2777522853","wikidata":"https://www.wikidata.org/wiki/Q5276128","display_name":"Digital pathology","level":2,"score":0.5847508311271667},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5555070638656616},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4981729984283447},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.3734847903251648},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2787013649940491}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000369","descriptor_name":"Aged, 80 and over","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009161","descriptor_name":"Mycobacterium","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009164","descriptor_name":"Mycobacterium Infections","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D010338","descriptor_name":"Pathology, Clinical","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1093/ajcp/aqaa215","doi":"https://doi.org/10.1093/ajcp/aqaa215","is_oa":false,"landing_page_url":"https://doi.org/10.1093/ajcp/aqaa215","pdf_url":null,"source":{"id":"https://openalex.org/S15871148","display_name":"American Journal of Clinical Pathology","issn_l":"0002-9173","issn":["0002-9173","1943-7722"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1"],"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"American Journal of Clinical Pathology","raw_type":"journal-article"},{"id":"pmid:33527136","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33527136","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"American journal of clinical pathology","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8048999905586243}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W109082088","https://openalex.org/W1517436550","https://openalex.org/W1598458824","https://openalex.org/W1615412765","https://openalex.org/W1965651368","https://openalex.org/W1975079102","https://openalex.org/W1977653087","https://openalex.org/W1989068512","https://openalex.org/W1998090946","https://openalex.org/W2011301426","https://openalex.org/W2031143893","https://openalex.org/W2063307888","https://openalex.org/W2086605672","https://openalex.org/W2087947314","https://openalex.org/W2101234009","https://openalex.org/W2114259321","https://openalex.org/W2145463711","https://openalex.org/W2211328915","https://openalex.org/W2221258179","https://openalex.org/W2318021657","https://openalex.org/W2470089704","https://openalex.org/W2470468583","https://openalex.org/W2509553455","https://openalex.org/W2590817897","https://openalex.org/W2792554287","https://openalex.org/W2884084733","https://openalex.org/W2886327600","https://openalex.org/W2911654025","https://openalex.org/W3006347611","https://openalex.org/W3009705041","https://openalex.org/W3012465107","https://openalex.org/W3012661213","https://openalex.org/W3015938277","https://openalex.org/W3035414587"],"related_works":["https://openalex.org/W3034215662","https://openalex.org/W4283031911","https://openalex.org/W4200223968","https://openalex.org/W4411538444","https://openalex.org/W2031143893","https://openalex.org/W7111820056","https://openalex.org/W4221026921","https://openalex.org/W7170563559","https://openalex.org/W4361214164","https://openalex.org/W4391434590"],"abstract_inverted_index":{"OBJECTIVES:":[0],"This":[1,155],"study":[2,156],"aimed":[3],"to":[4,12,38,76,149,170,181,191,197],"develop":[5,39],"and":[6,80,120,143,161,185,194],"validate":[7],"a":[8,40,55],"deep":[9,41],"learning":[10,42],"algorithm":[11],"screen":[13,171,192],"digitized":[14],"acid":[15],"fast-stained":[16],"(AFS)":[17],"slides":[18,73],"for":[19,62,124,147,172],"mycobacteria":[20],"within":[21],"tissue":[22,34],"sections.":[23],"METHODS:":[24],"A":[25],"total":[26],"of":[27,32,45,69,95,134,164],"441":[28],"whole-slide":[29],"images":[30],"(WSIs)":[31],"AFS":[33,72],"material":[35],"were":[36,52,122,140,144],"used":[37],"algorithm.":[43],"Regions":[44],"interest":[46],"with":[47],"possible":[48],"acid-fast":[49],"bacilli":[50],"(AFBs)":[51],"displayed":[53],"in":[54,174],"web-based":[56],"gallery":[57],"format":[58],"alongside":[59],"corresponding":[60],"WSIs":[61],"pathologist":[63],"review.":[64],"Artificial":[65],"intelligence":[66],"(AI)-assisted":[67],"analysis":[68],"another":[70],"138":[71],"was":[74,195],"compared":[75],"manual":[77,108,201],"light":[78],"microscopy":[79,109,202],"WSI":[81,111],"evaluation":[82],"without":[83],"AI":[84,178],"support.":[85],"RESULTS:":[86],"Algorithm":[87],"performance":[88],"showed":[89],"an":[90,165],"area":[91],"under":[92],"the":[93,98,131,136,158],"curve":[94],"0.960":[96],"at":[97],"image":[99],"patch":[100],"level.":[101],"More":[102],"AI-assisted":[103,125,127],"reviews":[104,128],"identified":[105],"AFBs":[106,173],"than":[107,199],"or":[110,203],"examination":[112],"(P":[113,151],"<":[114,152],".001).":[115,153],"Sensitivity,":[116],"negative":[117],"predictive":[118],"value,":[119],"accuracy":[121],"highest":[123,132],"reviews.":[126],"also":[129],"had":[130],"rate":[133],"matching":[135],"original":[137],"sign-out":[138],"diagnosis,":[139],"less":[141,189],"time-consuming,":[142],"much":[145],"easier":[146,196],"pathologists":[148,188],"perform":[150],"CONCLUSIONS:":[154],"reports":[157],"successful":[159],"development":[160],"clinical":[162],"validation":[163],"AI-based":[166],"digital":[167],"pathology":[168,176],"system":[169],"anatomic":[175],"material.":[177],"assistance":[179],"proved":[180],"be":[182],"more":[183],"sensitive":[184],"accurate,":[186],"took":[187],"time":[190],"cases,":[193],"use":[198],"either":[200],"viewing":[204],"WSIs.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2021-02-15T00:00:00"}
