{"id":"https://openalex.org/W4405350349","doi":"https://doi.org/10.1007/s10278-024-01344-y","title":"Semi-supervised Ensemble Learning for Automatic Interpretation of Lung Ultrasound Videos","display_name":"Semi-supervised Ensemble Learning for Automatic Interpretation of Lung Ultrasound Videos","publication_year":2024,"publication_date":"2024-12-13","ids":{"openalex":"https://openalex.org/W4405350349","doi":"https://doi.org/10.1007/s10278-024-01344-y","pmid":"https://pubmed.ncbi.nlm.nih.gov/39673011"},"language":"en","primary_location":{"id":"doi:10.1007/s10278-024-01344-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-024-01344-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-024-01344-y.pdf","source":{"id":"https://openalex.org/S4393920007","display_name":"Journal of Imaging Informatics in Medicine","issn_l":"2948-2925","issn":["2948-2925","2948-2933"],"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":"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 Informatics in Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10278-024-01344-y.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094296501","display_name":"B\u00e1rbara Malainho","orcid":null},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"B\u00e1rbara Malainho","raw_affiliation_strings":["Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","ICVS/3B's - PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal","Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal"],"affiliations":[{"raw_affiliation_string":"Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"ICVS/3B's - PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal","institution_ids":[]},{"raw_affiliation_string":"Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101839421","display_name":"Jo\u00e3o Freitas","orcid":"https://orcid.org/0009-0003-5269-6919"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Freitas","raw_affiliation_strings":["Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","ICVS/3B's - PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal","Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal"],"affiliations":[{"raw_affiliation_string":"Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"ICVS/3B's - PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal","institution_ids":[]},{"raw_affiliation_string":"Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102637972","display_name":"Catarina Rodrigues","orcid":null},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Catarina Rodrigues","raw_affiliation_strings":["Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","ICVS/3B's - PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal","Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal"],"affiliations":[{"raw_affiliation_string":"Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"ICVS/3B's - PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal","institution_ids":[]},{"raw_affiliation_string":"Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101582418","display_name":"Ana Claudia Tonelli","orcid":"https://orcid.org/0000-0003-0903-6774"},"institutions":[{"id":"https://openalex.org/I4210097146","display_name":"Hospital de Cl\u00ednicas de Porto Alegre","ror":"https://ror.org/010we4y38","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210097146"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ana Claudia Tonelli","raw_affiliation_strings":["Department of Internal Medicine, Hospital Cl\u00ednicas de Porto Alegre, Porto Alegre, Brazil"],"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine, Hospital Cl\u00ednicas de Porto Alegre, Porto Alegre, Brazil","institution_ids":["https://openalex.org/I4210097146"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035107721","display_name":"Andr\u00e9 Santanch\u00e8","orcid":"https://orcid.org/0000-0002-1756-4852"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Andr\u00e9 Santanch\u00e8","raw_affiliation_strings":["Institute of Computing, University of Campinas, S\u00e3o Paulo, Brazil"],"affiliations":[{"raw_affiliation_string":"Institute of Computing, University of Campinas, S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007817591","display_name":"Carvalho Filho","orcid":"https://orcid.org/0000-0001-7008-4092"},"institutions":[{"id":"https://openalex.org/I1334415907","display_name":"University Medical Center Groningen","ror":"https://ror.org/03cv38k47","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I1334415907"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marco A. Carvalho-Filho","raw_affiliation_strings":["Wenckebach Institute, Research program LEARN, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Wenckebach Institute, Research program LEARN, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands","institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I169381384"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036758036","display_name":"Jaime C. Fonseca","orcid":"https://orcid.org/0000-0001-6703-3278"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jaime C. Fonseca","raw_affiliation_strings":["Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal"],"affiliations":[{"raw_affiliation_string":"Algoritmi Center, School of Engineering, University of Minho, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079735123","display_name":"Sandro Queir\u00f3s","orcid":"https://orcid.org/0000-0001-5259-1891"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Sandro Queir\u00f3s","raw_affiliation_strings":["ICVS/3B's - PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal. sandroqueiros@med.uminho.pt","Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal. sandroqueiros@med.uminho.pt","ICVS/3B's - PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal"],"affiliations":[{"raw_affiliation_string":"ICVS/3B's - PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal. sandroqueiros@med.uminho.pt","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal. sandroqueiros@med.uminho.pt","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"ICVS/3B's - PT Government Associate Laboratory, Braga/Guimar\u00e3es, Portugal","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5094296501"],"corresponding_institution_ids":["https://openalex.org/I99682543"],"apc_list":null,"apc_paid":null,"fwci":0.4305,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67784491,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"38","issue":"5","first_page":"2664","last_page":"2676"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11738","display_name":"Ultrasound in Clinical Applications","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2706","display_name":"Critical Care and Intensive Care Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11738","display_name":"Ultrasound in Clinical Applications","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2706","display_name":"Critical Care and Intensive Care Medicine"},"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/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9894000291824341,"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":0.7102510333061218},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6086701154708862},{"id":"https://openalex.org/keywords/triage","display_name":"Triage","score":0.535452127456665},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5320526361465454},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.529512882232666},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.5152952671051025},{"id":"https://openalex.org/keywords/masking","display_name":"Masking (illustration)","score":0.4843905568122864},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4272938072681427},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.333984375},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22070491313934326}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7102510333061218},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6086701154708862},{"id":"https://openalex.org/C2777120189","wikidata":"https://www.wikidata.org/wiki/Q780067","display_name":"Triage","level":2,"score":0.535452127456665},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5320526361465454},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.529512882232666},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.5152952671051025},{"id":"https://openalex.org/C2777402240","wikidata":"https://www.wikidata.org/wiki/Q6783436","display_name":"Masking (illustration)","level":2,"score":0.4843905568122864},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4272938072681427},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.333984375},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22070491313934326},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.0},{"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/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000098406","descriptor_name":"Ensemble Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098406","descriptor_name":"Ensemble Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098406","descriptor_name":"Ensemble Learning","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":"D006801","descriptor_name":"Humans","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":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008168","descriptor_name":"Lung","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008168","descriptor_name":"Lung","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008168","descriptor_name":"Lung","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008171","descriptor_name":"Lung Diseases","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008171","descriptor_name":"Lung Diseases","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008171","descriptor_name":"Lung Diseases","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019095","descriptor_name":"Point-of-Care Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019095","descriptor_name":"Point-of-Care Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019095","descriptor_name":"Point-of-Care Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1007/s10278-024-01344-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-024-01344-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-024-01344-y.pdf","source":{"id":"https://openalex.org/S4393920007","display_name":"Journal of Imaging Informatics in Medicine","issn_l":"2948-2925","issn":["2948-2925","2948-2933"],"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":"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 Informatics in Medicine","raw_type":"journal-article"},{"id":"pmid:39673011","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39673011","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 informatics in medicine","raw_type":null},{"id":"pmh:oai:pure.rug.nl:openaire/6dd77cb2-93ad-4eac-bd27-f0fe178f793d","is_oa":true,"landing_page_url":"https://research.rug.nl/en/publications/6dd77cb2-93ad-4eac-bd27-f0fe178f793d","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Malainho, B, Freitas, J, Rodrigues, C, Tonelli, A C, Santanch\u00e8, A, Carvalho-Filho, M A, Fonseca, J C & Queir\u00f3s, S 2025, 'Semi-supervised Ensemble Learning for Automatic Interpretation of Lung Ultrasound Videos', Journal of Imaging Informatics in Medicine, vol. 38, pp. 2664\u20132676. https://doi.org/10.1007/s10278-024-01344-y","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:europepmc.org:11379792","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12572431","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12572431/pdf/10278_2024_Article_1344.pdf","source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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:pure.rug.nl:openaire_cris_publications/6dd77cb2-93ad-4eac-bd27-f0fe178f793d","is_oa":true,"landing_page_url":"https://hdl.handle.net/11370/6dd77cb2-93ad-4eac-bd27-f0fe178f793d","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"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":"Malainho, B, Freitas, J, Rodrigues, C, Tonelli, A C, Santanch\u00e8, A, Carvalho-Filho, M A, Fonseca, J C & Queir\u00f3s, S 2025, 'Semi-supervised Ensemble Learning for Automatic Interpretation of Lung Ultrasound Videos', Journal of Imaging Informatics in Medicine, vol. 38, pp. 2664\u20132676. https://doi.org/10.1007/s10278-024-01344-y","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1007/s10278-024-01344-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-024-01344-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-024-01344-y.pdf","source":{"id":"https://openalex.org/S4393920007","display_name":"Journal of Imaging Informatics in Medicine","issn_l":"2948-2925","issn":["2948-2925","2948-2933"],"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":"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 Informatics in Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1041624566","display_name":null,"funder_award_id":"LA/P/0050/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G1283811588","display_name":null,"funder_award_id":"CEECIND/03064/2018","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G1778465840","display_name":null,"funder_award_id":"10.54499/UIDP/50026/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G2450029306","display_name":null,"funder_award_id":"UIDB/50026/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G2987173697","display_name":null,"funder_award_id":"UIDP/","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3272457656","display_name":null,"funder_award_id":"UIDB/","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3483958174","display_name":null,"funder_award_id":"PTDC/EMD-EMD/1140/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3636204184","display_name":null,"funder_award_id":"UIDP/50026/20","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3759966780","display_name":null,"funder_award_id":"UIDP/50026/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3929721829","display_name":null,"funder_award_id":"CEECIND/","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G517565431","display_name":null,"funder_award_id":"9/UIDP/","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G6299983296","display_name":null,"funder_award_id":"PTDC/","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G6496325548","display_name":null,"funder_award_id":"A6000","funder_id":"https://openalex.org/F4320309480","funder_display_name":"Nvidia"},{"id":"https://openalex.org/G6940391506","display_name":null,"funder_award_id":"10.54499/LA/P/0050/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G6997877468","display_name":null,"funder_award_id":"UIDP/5","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G7274947606","display_name":null,"funder_award_id":"10.54499/UIDB/50026/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G745716326","display_name":null,"funder_award_id":"RTX A6000","funder_id":"https://openalex.org/F4320309480","funder_display_name":"Nvidia"},{"id":"https://openalex.org/G8436637332","display_name":null,"funder_award_id":"LA/P/","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G943999617","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"}],"funders":[{"id":"https://openalex.org/F4320309480","display_name":"Nvidia","ror":"https://ror.org/03jdj4y14"},{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405350349.pdf","grobid_xml":"https://content.openalex.org/works/W4405350349.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W2165466912","https://openalex.org/W2183341477","https://openalex.org/W2963155035","https://openalex.org/W2969265612","https://openalex.org/W3025576489","https://openalex.org/W3035579407","https://openalex.org/W3045281502","https://openalex.org/W3086200677","https://openalex.org/W3091002423","https://openalex.org/W3092290014","https://openalex.org/W3112557529","https://openalex.org/W3135728647","https://openalex.org/W3139379779","https://openalex.org/W3191697561","https://openalex.org/W3195351540","https://openalex.org/W3203483667","https://openalex.org/W3211329107","https://openalex.org/W4200014273","https://openalex.org/W4291021415","https://openalex.org/W4321177575","https://openalex.org/W4379382289","https://openalex.org/W4379660179","https://openalex.org/W4384282618","https://openalex.org/W4385655250","https://openalex.org/W4390190754","https://openalex.org/W4391264656"],"related_works":["https://openalex.org/W4394761728","https://openalex.org/W1975091423","https://openalex.org/W2144451503","https://openalex.org/W2033023095","https://openalex.org/W125325933","https://openalex.org/W2941176721","https://openalex.org/W2051773733","https://openalex.org/W3015660457","https://openalex.org/W3099765033","https://openalex.org/W2997155179"],"abstract_inverted_index":{"Point-of-care":[0],"ultrasound":[1],"(POCUS)":[2],"stands":[3],"as":[4,71],"a":[5,49,80,86,96,152],"safe,":[6],"portable,":[7],"and":[8,28,92,94,133,145,177],"cost-effective":[9],"imaging":[10],"modality":[11],"for":[12,56,89,160,174],"swift":[13],"bedside":[14],"patient":[15,175],"examinations.":[16],"Specifically,":[17],"lung":[18,58],"ultrasonography":[19],"(LUS)":[20],"has":[21],"proven":[22],"useful":[23],"in":[24,43,67],"evaluating":[25],"both":[26,143],"acute":[27],"chronic":[29],"pulmonary":[30],"conditions.":[31],"Despite":[32],"its":[33,134,149],"clinical":[34],"value,":[35],"automatic":[36],"LUS":[37,128,188],"interpretation":[38],"remains":[39],"relatively":[40],"unexplored,":[41],"particularly":[42],"multi-label":[44,146,171],"contexts.":[45],"This":[46],"work":[47],"proposes":[48],"novel":[50],"deep":[51],"learning":[52],"(DL)":[53],"framework":[54,132],"tailored":[55],"interpreting":[57],"POCUS":[59],"videos,":[60],"whose":[61],"outputs":[62,113],"are":[63],"the":[64,124,156,170,191,200],"finding(s)":[65],"present":[66],"these":[68],"videos":[69],"(such":[70],"A-lines,":[72],"B-lines,":[73],"or":[74],"consolidations).":[75],"The":[76,130],"pipeline,":[77],"based":[78],"on":[79],"residual":[81],"(2+1)D":[82],"architecture,":[83],"initiates":[84],"with":[85,142],"pre-processing":[87],"routine":[88],"video":[90],"masking":[91],"standardisation,":[93],"employs":[95],"semi-supervised":[97,192],"approach":[98],"to":[99,117,196],"harness":[100],"available":[101],"unlabeled":[102],"data.":[103],"Additionally,":[104],"we":[105],"introduce":[106],"an":[107,164,180],"ensemble":[108,203],"modeling":[109],"strategy":[110],"that":[111],"aggregates":[112],"from":[114],"models":[115],"trained":[116],"predict":[118],"distinct":[119],"label":[120],"sets,":[121],"thereby":[122],"leveraging":[123],"hierarchical":[125],"nature":[126],"of":[127,167,183],"findings.":[129,189],"proposed":[131,201],"building":[135],"blocks":[136],"were":[137],"evaluated":[138],"through":[139],"extensive":[140],"experiments":[141],"multi-class":[144],"models,":[147],"highlighting":[148],"versatility.":[150],"In":[151],"held-out":[153],"test":[154],"set,":[155],"categorical":[157],"proposal,":[158,172],"suited":[159],"expedite":[161],"triage,":[162],"achieved":[163,179],"average":[165,181],"F1-score":[166,182],"92.4%,":[168],"while":[169,199],"helpful":[173],"management":[176],"referral,":[178],"70.5%":[184],"across":[185],"five":[186],"relevant":[187],"Overall,":[190],"methodology":[193],"contributed":[194],"significantly":[195],"improved":[197],"performance,":[198],"hierarchy-aware":[202],"provided":[204],"moderate":[205],"additional":[206],"gains.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
