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Interpretable machine learning classification of cedar and cypress pollen on routine Durham slides for environmental exposure assessment.

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Title: Interpretable machine learning classification of cedar and cypress pollen on routine Durham slides for environmental exposure assessment.
Authors: Suzuki N; Nanohana ENT Clinic, Matsumoto, Nagano, Japan.; Department of Otorhinolaryngology-Head and Neck Surgery, Shinshu University School of Medicine, Matsumoto, Nagano, Japan., Sugiyama K; Department of Otorhinolaryngology-Head and Neck Surgery, Shinshu University School of Medicine, Matsumoto, Nagano, Japan., Kobayashi K; Kobayashi ENT Clinic, Matsumoto, Nagano, Japan., Fukuoka H; Fukuoka ENT Vertigo Clinic, Nagano, Nagano, Japan., Takumi Y; Department of Otorhinolaryngology-Head and Neck Surgery, Shinshu University School of Medicine, Matsumoto, Nagano, Japan.
Source: Frontiers in allergy [Front Allergy] 2026 May 07; Vol. 7, pp. 1805985. Date of Electronic Publication: 2026 May 07 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media S.A Country of Publication: Switzerland NLM ID: 9918227355906676 Publication Model: eCollection Cited Medium: Internet ISSN: 2673-6101 (Electronic) Linking ISSN: 26736101 NLM ISO Abbreviation: Front Allergy Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Suzuki+N%22">Suzuki N</searchLink>; Nanohana ENT Clinic, Matsumoto, Nagano, Japan.; Department of Otorhinolaryngology-Head and Neck Surgery, Shinshu University School of Medicine, Matsumoto, Nagano, Japan.<br /><searchLink fieldCode="AU" term="%22Sugiyama+K%22">Sugiyama K</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Shinshu University School of Medicine, Matsumoto, Nagano, Japan.<br /><searchLink fieldCode="AU" term="%22Kobayashi+K%22">Kobayashi K</searchLink>; Kobayashi ENT Clinic, Matsumoto, Nagano, Japan.<br /><searchLink fieldCode="AU" term="%22Fukuoka+H%22">Fukuoka H</searchLink>; Fukuoka ENT Vertigo Clinic, Nagano, Nagano, Japan.<br /><searchLink fieldCode="AU" term="%22Takumi+Y%22">Takumi Y</searchLink>; Department of Otorhinolaryngology-Head and Neck Surgery, Shinshu University School of Medicine, Matsumoto, Nagano, Japan.
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  Data: <searchLink fieldCode="JN" term="%229918227355906676%22">Frontiers in allergy</searchLink> [Front Allergy] 2026 May 07; Vol. 7, pp. 1805985. <i>Date of Electronic Publication: </i>2026 May 07 (<i>Print Publication: </i>2026).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Media+S%2EA%22">Frontiers Media S.A </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>9918227355906676 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2673-6101 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2226736101%22">26736101 </searchLink><i>NLM ISO Abbreviation: </i>Front Allergy <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.3389/falgy.2026.1805985
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      – Code: eng
        Text: English
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      – TitleFull: Interpretable machine learning classification of cedar and cypress pollen on routine Durham slides for environmental exposure assessment.
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            NameFull: Suzuki N
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            NameFull: Sugiyama K
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            NameFull: Kobayashi K
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            – D: 07
              M: 05
              Text: 2026 May 07
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              Y: 2026
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            – TitleFull: Frontiers in allergy
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