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Comparative analysis of convolutional neural network models for the histopathological differentiation of acinic cell carcinoma and secretory carcinoma.

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Title: Comparative analysis of convolutional neural network models for the histopathological differentiation of acinic cell carcinoma and secretory carcinoma.
Authors: Sousa-Neto SS; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil., Nakamura TCR; Institute of Science and Technology, Federal University of Sao Paulo (ICT-UNIFESP), Sao Jose dos Campos, Sao Paulo, Brazil., Dos Santos GC; Institute of Science and Technology, Federal University of Sao Paulo (ICT-UNIFESP), Sao Jose dos Campos, Sao Paulo, Brazil., Giraldo-Roldan D; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil., Gonçalves MWA; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil; Department of Pathology, Faculty of Medical Sciences, University of Campinas (UNICAMP), Campinas, São Paulo, Brazil., de Cáceres CVBL; Department of Oral Surgery and Pathology, School of Dentistry, Federal University of Minas Gerais (UFMG), Belo Horizonte, Minas Gerais, Brazil., Fonseca FP; Department of Oral Surgery and Pathology, School of Dentistry, Federal University of Minas Gerais (UFMG), Belo Horizonte, Minas Gerais, Brazil., Moreira VHLO; Departamento de Diagnóstico Oral, Faculdade de Odontologia, Universidade Federal de Goiás (FO-UFG), Goiânia, Goiás, Brazil., Mendonça EF; Departamento de Diagnóstico Oral, Faculdade de Odontologia, Universidade Federal de Goiás (FO-UFG), Goiânia, Goiás, Brazil., Martins MD; Department of Oral Pathology, School of Dentistry, Federal University of Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil., Gabriel AF; Department of Oral Pathology, School of Dentistry, Federal University of Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil., Altemani A; Departamento de Anatomia Patológica, Faculdade de Ciências Médicas, Universidade Estadual de Campinas (FCM-UNICAMP), Campinas, São Paulo, Brazil., Mariano FV; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil; Department of Pathology, Faculty of Medical Sciences, University of Campinas (UNICAMP), Campinas, São Paulo, Brazil.; Departamento de Anatomia Patológica, Faculdade de Ciências Médicas, Universidade Estadual de Campinas (FCM-UNICAMP), Campinas, São Paulo, Brazil., Santos-Silva AR; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil., Lopes MA; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil., Kowalski LP; Department of Head and Neck Surgery and Otorhinolaryngology, A.C. Camargo Cancer Center, Sao Paulo, Brazil; Head and Neck Surgery Department and LIM 28, University of Sao Paulo Medical School, Sao Paulo, Brazil., Araújo ALD; Head and Neck Surgery Department and LIM 28, University of Sao Paulo Medical School, Sao Paulo, Brazil; Hospital Israelita Albert Einstein, São Paulo, State of São Paulo, Brazil. Electronic address: anna_luizaf5ph@hotmail.com., Moraes MC; Institute of Science and Technology, Federal University of Sao Paulo (ICT-UNIFESP), Sao Jose dos Campos, Sao Paulo, Brazil., Vargas PA; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.
Source: Oral surgery, oral medicine, oral pathology and oral radiology [Oral Surg Oral Med Oral Pathol Oral Radiol] 2026 Mar; Vol. 141 (3), pp. 387-399. Date of Electronic Publication: 2025 Oct 09.
Publication Type: Journal Article; Comparative Study; Comment
Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 101576782 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2212-4411 (Electronic) NLM ISO Abbreviation: Oral Surg Oral Med Oral Pathol Oral Radiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Comparative analysis of convolutional neural network models for the histopathological differentiation of acinic cell carcinoma and secretory carcinoma.
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  Data: <searchLink fieldCode="AU" term="%22Sousa-Neto+SS%22">Sousa-Neto SS</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Nakamura+TCR%22">Nakamura TCR</searchLink>; Institute of Science and Technology, Federal University of Sao Paulo (ICT-UNIFESP), Sao Jose dos Campos, Sao Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Dos+Santos+GC%22">Dos Santos GC</searchLink>; Institute of Science and Technology, Federal University of Sao Paulo (ICT-UNIFESP), Sao Jose dos Campos, Sao Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Giraldo-Roldan+D%22">Giraldo-Roldan D</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Gonçalves+MWA%22">Gonçalves MWA</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil; Department of Pathology, Faculty of Medical Sciences, University of Campinas (UNICAMP), Campinas, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22de+Cáceres+CVBL%22">de Cáceres CVBL</searchLink>; Department of Oral Surgery and Pathology, School of Dentistry, Federal University of Minas Gerais (UFMG), Belo Horizonte, Minas Gerais, Brazil.<br /><searchLink fieldCode="AU" term="%22Fonseca+FP%22">Fonseca FP</searchLink>; Department of Oral Surgery and Pathology, School of Dentistry, Federal University of Minas Gerais (UFMG), Belo Horizonte, Minas Gerais, Brazil.<br /><searchLink fieldCode="AU" term="%22Moreira+VHLO%22">Moreira VHLO</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia, Universidade Federal de Goiás (FO-UFG), Goiânia, Goiás, Brazil.<br /><searchLink fieldCode="AU" term="%22Mendonça+EF%22">Mendonça EF</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia, Universidade Federal de Goiás (FO-UFG), Goiânia, Goiás, Brazil.<br /><searchLink fieldCode="AU" term="%22Martins+MD%22">Martins MD</searchLink>; Department of Oral Pathology, School of Dentistry, Federal University of Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil.<br /><searchLink fieldCode="AU" term="%22Gabriel+AF%22">Gabriel AF</searchLink>; Department of Oral Pathology, School of Dentistry, Federal University of Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil.<br /><searchLink fieldCode="AU" term="%22Altemani+A%22">Altemani A</searchLink>; Departamento de Anatomia Patológica, Faculdade de Ciências Médicas, Universidade Estadual de Campinas (FCM-UNICAMP), Campinas, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Mariano+FV%22">Mariano FV</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil; Department of Pathology, Faculty of Medical Sciences, University of Campinas (UNICAMP), Campinas, São Paulo, Brazil.; Departamento de Anatomia Patológica, Faculdade de Ciências Médicas, Universidade Estadual de Campinas (FCM-UNICAMP), Campinas, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Santos-Silva+AR%22">Santos-Silva AR</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Lopes+MA%22">Lopes MA</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Kowalski+LP%22">Kowalski LP</searchLink>; Department of Head and Neck Surgery and Otorhinolaryngology, A.C. Camargo Cancer Center, Sao Paulo, Brazil; Head and Neck Surgery Department and LIM 28, University of Sao Paulo Medical School, Sao Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Araújo+ALD%22">Araújo ALD</searchLink>; Head and Neck Surgery Department and LIM 28, University of Sao Paulo Medical School, Sao Paulo, Brazil; Hospital Israelita Albert Einstein, São Paulo, State of São Paulo, Brazil. Electronic address: anna_luizaf5ph@hotmail.com.<br /><searchLink fieldCode="AU" term="%22Moraes+MC%22">Moraes MC</searchLink>; Institute of Science and Technology, Federal University of Sao Paulo (ICT-UNIFESP), Sao Jose dos Campos, Sao Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Vargas+PA%22">Vargas PA</searchLink>; Departamento de Diagnóstico Oral, Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.
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  Data: <searchLink fieldCode="JN" term="%22101576782%22">Oral surgery, oral medicine, oral pathology and oral radiology</searchLink> [Oral Surg Oral Med Oral Pathol Oral Radiol] 2026 Mar; Vol. 141 (3), pp. 387-399. <i>Date of Electronic Publication: </i>2025 Oct 09.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101576782 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2212-4411 (Electronic) <i>NLM ISO Abbreviation: </i>Oral Surg Oral Med Oral Pathol Oral Radiol <i>Subsets: </i>MEDLINE
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