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Title:          Combining microfluidics with machine learning algorithms for RBC classification in rare hereditary hemolytic anemia
Subject:        Scientific Reports, https://doi.org/10.1038/s41598-021-92747-2
Author:         Valeria Rizzuto 
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     Item: 
      Title: Combining microfluidics with machine learning algorithms for RBC classification in rare hereditary hemolytic anemia
      Children: 
       Item: 
        Title: Results
        Children: 
         Item: 
          Title: Samples collection. 
         Item: 
          Title: Experimental process. 
          Children: 
           Item: 
            Title: RBCs separation and experimental solution. 
           Item: 
            Title: Microfluidic unit on a chip and RBCs perfusion. 
         Item: 
          Title: Video analysis. 
          Children: 
           Item: 
            Title: Dataset collection and analysis of images from human RBCs. 
            Children: 
             Item: 
              Title: Two-class problem: healthy vs unhealthy. 
             Item: 
              Title: Four-class problem: healthy vs SCD, THAL, and HS. 
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        Title: Methods
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         Item: 
          Title: Experimental process. 
          Children: 
           Item: 
            Title: Samples collection. 
           Item: 
            Title: RBCs separation and experimental solution. 
           Item: 
            Title: Microfluidic unit on a chip fabrication. 
           Item: 
            Title: RBCs perfusion. 
         Item: 
          Title: Video preprocessing. 
         Item: 
          Title: Video analysis. 
          Children: 
           Item: 
            Title: Cell localization and automatic ROI extraction. 
           Item: 
            Title: Deep learning analysis and feature extraction. 
           Item: 
            Title: Feature selection. 
            Children: 
             Item: 
              Title: RBC classification set-up for healthy vs unhealthy. 
             Item: 
              Title: RBC classification set-up for healthy vs SCD, THAL, and HS. 
       Item: 
        Title: References
       Item: 
        Title: Acknowledgements
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                           <pdfaProperty:description>The aggregation type specifies the unit of aggregation for a content collection. Comment PRISM recommends that the PRISM Aggregation Type Controlled Vocabulary be used to provide values for this element. Note: PRISM recommends against the use of the #other value currently allowed in this controlled vocabulary. In lieu of using #other please reach out to the PRISM group at info@prismstandard.org to request addition of your term to the Aggregation Type Controlled Vocabulary. </pdfaProperty:description>
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                           <pdfaProperty:description>Title of the magazine, or other publication, in which a resource was/will be published. Typically this will be used to provide the name of the magazine an article appeared in as metadata for the article, along with information such as the article title, the publisher, volume, number, and cover date. Note: Publication name can be used to differentiate between a print magazine and the online version if the names are different such as “magazine” and “magazine.com.”</pdfaProperty:description>
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                           <pdfaProperty:category>external</pdfaProperty:category>
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                           <pdfaProperty:name>Trapped</pdfaProperty:name>
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                           <pdfaProperty:description>UUID based identifier for specific incarnation of a document</pdfaProperty:description>
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                           <pdfaProperty:valueType>URI</pdfaProperty:valueType>
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                           <pdfaProperty:description>The common identifier for all versions and renditions of a document.</pdfaProperty:description>
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                           <pdfaProperty:valueType>URI</pdfaProperty:valueType>
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                           <pdfaProperty:description>The common identifier for all versions and renditions of a document.</pdfaProperty:description>
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                           <pdfaProperty:valueType>URI</pdfaProperty:valueType>
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                        <rdf:li rdf:parseType="Resource">
                           <pdfaType:description>Identifies a portion of a document. This can be a position at which the document has been changed since the most recent event history (stEvt:changed). For a resource within an xmpMM:Ingredients list, the ResourceRef uses this type to identify both the portion of the containing document that refers to the resource, and the portion of the referenced resource that is referenced.</pdfaType:description>
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                           <pdfaType:type>Part</pdfaType:type>
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                  <pdfaSchema:prefix>pdfaid</pdfaSchema:prefix>
                  <pdfaSchema:schema>PDF/A ID Schema</pdfaSchema:schema>
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                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>Part of PDF/A standard</pdfaProperty:description>
                           <pdfaProperty:name>part</pdfaProperty:name>
                           <pdfaProperty:valueType>Integer</pdfaProperty:valueType>
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                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>Amendment of PDF/A standard</pdfaProperty:description>
                           <pdfaProperty:name>amd</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
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                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>Conformance level of PDF/A standard</pdfaProperty:description>
                           <pdfaProperty:name>conformance</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
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                  <pdfaSchema:schema>XMP Paged-Text</pdfaSchema:schema>
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                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>XMP08 Spec: An ordered array of plate names that are needed to print the document (including any in contained documents).</pdfaProperty:description>
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                           <pdfaProperty:valueType>Seq Text</pdfaProperty:valueType>
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                  <pdfaSchema:schema>NISO</pdfaSchema:schema>
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                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>Values for Journal Article Version are one of the following:
AO = Author’s Original
SMUR = Submitted Manuscript Under Review
AM = Accepted Manuscript
P = Proof
VoR = Version of Record
CVoR = Corrected Version of Record
EVoR = Enhanced Version of Record</pdfaProperty:description>
                           <pdfaProperty:name>journal_article_version</pdfaProperty:name>
                           <pdfaProperty:valueType>Closed Choice of Text</pdfaProperty:valueType>
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