{"id":"https://openalex.org/W4311052279","doi":"https://doi.org/10.3390/jimaging8120320","title":"How Well Do Self-Supervised Models Transfer to Medical Imaging?","display_name":"How Well Do Self-Supervised Models Transfer to Medical Imaging?","publication_year":2022,"publication_date":"2022-12-01","ids":{"openalex":"https://openalex.org/W4311052279","doi":"https://doi.org/10.3390/jimaging8120320","pmid":"https://pubmed.ncbi.nlm.nih.gov/36547485"},"language":"en","primary_location":{"id":"doi:10.3390/jimaging8120320","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging8120320","pdf_url":"https://www.mdpi.com/2313-433X/8/12/320/pdf?version=1669883541","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2313-433X/8/12/320/pdf?version=1669883541","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012745902","display_name":"Jonah Anton","orcid":"https://orcid.org/0000-0003-2424-8484"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jonah Anton","raw_affiliation_strings":["Department of Computing, Imperial College London, London SW7 2AZ, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London, London SW7 2AZ, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027687506","display_name":"Liam Castelli","orcid":"https://orcid.org/0000-0002-8411-814X"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Liam Castelli","raw_affiliation_strings":["Department of Computing, Imperial College London, London SW7 2AZ, UK"],"raw_orcid":"https://orcid.org/0000-0002-8411-814X","affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London, London SW7 2AZ, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086161209","display_name":"Mun Fai Chan","orcid":null},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mun Fai Chan","raw_affiliation_strings":["Department of Computing, Imperial College London, London SW7 2AZ, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London, London SW7 2AZ, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032435680","display_name":"Mathilde Outters","orcid":null},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mathilde Outters","raw_affiliation_strings":["Department of Computing, Imperial College London, London SW7 2AZ, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London, London SW7 2AZ, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012002591","display_name":"Wan Hee Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Wan Hee Tang","raw_affiliation_strings":["Department of Computing, Imperial College London, London SW7 2AZ, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London, London SW7 2AZ, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021697093","display_name":"Venus Cheung","orcid":null},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Venus Cheung","raw_affiliation_strings":["Department of Computing, Imperial College London, London SW7 2AZ, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London, London SW7 2AZ, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005237446","display_name":"Pancham Shukla","orcid":"https://orcid.org/0000-0003-0707-8428"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pancham Shukla","raw_affiliation_strings":["Department of Computing, Imperial College London, London SW7 2AZ, UK"],"raw_orcid":"https://orcid.org/0000-0003-0707-8428","affiliations":[{"raw_affiliation_string":"Department of Computing, Imperial College London, London SW7 2AZ, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068767089","display_name":"Rahee Walambe","orcid":"https://orcid.org/0000-0003-1745-5231"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rahee Walambe","raw_affiliation_strings":["Symbiosis Institute of Technology, Symbiosis International University, Pune 412115, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology, Symbiosis International University, Pune 412115, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077770842","display_name":"Ketan Kotecha","orcid":"https://orcid.org/0000-0003-2653-3780"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ketan Kotecha","raw_affiliation_strings":["Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International University, Pune 412115, India"],"raw_orcid":"https://orcid.org/0000-0003-2653-3780","affiliations":[{"raw_affiliation_string":"Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International University, Pune 412115, India","institution_ids":["https://openalex.org/I244572783"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5027687506"],"corresponding_institution_ids":["https://openalex.org/I47508984"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":1.2775,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.82753987,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"8","issue":"12","first_page":"320","last_page":"320"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9975000023841858,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9975000023841858,"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/T10862","display_name":"AI in cancer detection","score":0.9968000054359436,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9966999888420105,"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/computer-science","display_name":"Computer science","score":0.7947217226028442},{"id":"https://openalex.org/keywords/transferability","display_name":"Transferability","score":0.7457999587059021},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7300976514816284},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6921603679656982},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5905213952064514},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5513797998428345},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.5482847690582275},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5228579044342041},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.48202741146087646},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.43350666761398315},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39544010162353516},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.07780143618583679},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0669277012348175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7947217226028442},{"id":"https://openalex.org/C61272859","wikidata":"https://www.wikidata.org/wiki/Q7834031","display_name":"Transferability","level":3,"score":0.7457999587059021},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7300976514816284},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6921603679656982},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5905213952064514},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5513797998428345},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.5482847690582275},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5228579044342041},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.48202741146087646},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.43350666761398315},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39544010162353516},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.07780143618583679},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0669277012348175},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C140331021","wikidata":"https://www.wikidata.org/wiki/Q1868104","display_name":"Logit","level":2,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/jimaging8120320","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging8120320","pdf_url":"https://www.mdpi.com/2313-433X/8/12/320/pdf?version=1669883541","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},{"id":"pmid:36547485","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36547485","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,"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":"Journal of imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:dd67d7c2e23847baa7899937f26e7332","is_oa":true,"landing_page_url":"https://doaj.org/article/dd67d7c2e23847baa7899937f26e7332","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":"Journal of Imaging, Vol 8, Iss 12, p 320 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9782186","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9782186","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Imaging","raw_type":"Text"},{"id":"pmh:oai:spiral.imperial.ac.uk:10044/1/101949","is_oa":true,"landing_page_url":"http://hdl.handle.net/10044/1/101949","pdf_url":null,"source":{"id":"https://openalex.org/S4306401396","display_name":"Spiral (Imperial College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I47508984","host_organization_name":"Imperial College London","host_organization_lineage":["https://openalex.org/I47508984"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.3390/jimaging8120320","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging8120320","pdf_url":"https://www.mdpi.com/2313-433X/8/12/320/pdf?version=1669883541","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320283","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4311052279.pdf","grobid_xml":"https://content.openalex.org/works/W4311052279.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1536680647","https://openalex.org/W1904878066","https://openalex.org/W2108598243","https://openalex.org/W2133665775","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2560647685","https://openalex.org/W2581082771","https://openalex.org/W2592160412","https://openalex.org/W2611650229","https://openalex.org/W2885824038","https://openalex.org/W2904183610","https://openalex.org/W2910202556","https://openalex.org/W2916881227","https://openalex.org/W2962785568","https://openalex.org/W2962843773","https://openalex.org/W2962858109","https://openalex.org/W2963037989","https://openalex.org/W2963446712","https://openalex.org/W2970971581","https://openalex.org/W2995225687","https://openalex.org/W3005680577","https://openalex.org/W3011149445","https://openalex.org/W3023371261","https://openalex.org/W3034781633","https://openalex.org/W3035060554","https://openalex.org/W3035524453","https://openalex.org/W3036224891","https://openalex.org/W3096609285","https://openalex.org/W3101156210","https://openalex.org/W3110608229","https://openalex.org/W3120430728","https://openalex.org/W3122431193","https://openalex.org/W3159481202","https://openalex.org/W3176276772","https://openalex.org/W3194742041","https://openalex.org/W3196927126","https://openalex.org/W3201190151","https://openalex.org/W3207924272","https://openalex.org/W4295508364","https://openalex.org/W6639867372","https://openalex.org/W6684191040","https://openalex.org/W6735236233","https://openalex.org/W6746466744","https://openalex.org/W6779326418","https://openalex.org/W6779997284","https://openalex.org/W6800105665","https://openalex.org/W6907385344"],"related_works":["https://openalex.org/W2161221533","https://openalex.org/W4229699405","https://openalex.org/W1666484574","https://openalex.org/W2216382288","https://openalex.org/W2355491300","https://openalex.org/W4234629551","https://openalex.org/W2011110943","https://openalex.org/W2028856635","https://openalex.org/W2150257691","https://openalex.org/W2011433332"],"abstract_inverted_index":{"Self-supervised":[0],"learning":[1,122],"approaches":[2],"have":[3],"seen":[4],"success":[5],"transferring":[6],"between":[7],"similar":[8],"medical":[9,31,56,78],"imaging":[10],"datasets,":[11],"however":[12,95],"there":[13],"has":[14],"been":[15],"no":[16],"large":[17],"scale":[18],"attempt":[19],"to":[20,74,119,123],"compare":[21,37],"the":[22,38,109,120],"transferability":[23],"of":[24,40,45,100,108],"self-supervised":[25,42,63],"models":[26,64,85,88,121],"against":[27,50],"each":[28],"other":[29,87,104],"on":[30,77,92,102,127],"images.":[32],"In":[33],"this":[34,114],"study,":[35],"we":[36],"generalisability":[39],"seven":[41],"models,":[43],"two":[44,82],"which":[46],"were":[47],"trained":[48],"in-domain,":[49],"supervised":[51,70],"baselines":[52],"across":[53],"eight":[54],"different":[55],"datasets.":[57],"We":[58],"find":[59],"that":[60,113],"ImageNet":[61],"pretrained":[62,84],"are":[65],"more":[66],"generalisable":[67],"than":[68],"their":[69],"counterparts,":[71],"scoring":[72],"up":[73],"10%":[75],"better":[76],"classification":[79],"tasks.":[80,105],"The":[81],"in-domain":[83,93],"outperformed":[86],"by":[89],"over":[90],"20%":[91],"tasks,":[94],"they":[96],"suffered":[97],"significant":[98],"loss":[99],"accuracy":[101],"all":[103],"Our":[106],"investigation":[107],"feature":[110],"representations":[111],"suggests":[112],"trend":[115],"may":[116],"be":[117],"due":[118],"focus":[124],"too":[125],"heavily":[126],"specific":[128],"areas.":[129]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
