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Procedural fairness demands explainability in AI-based medical resource allocations Subject: AI & SOCIETY, https://doi.org/10.1007/s00146-022-01614-9 Keywords: Artificial intelligence; Distributive justice; Explainability; Medical AI; Procedural fairness Author: Jon Rueda Creator: Springer Producer: Acrobat Distiller 10.1.8 (Windows) CreationDate: Wed Dec 21 10:27:23 2022 CET ModDate: Wed Dec 21 10:29:02 2022 CET Tagged: no UserProperties: no Suspects: no Form: AcroForm JavaScript: no Pages: 12 Encrypted: no Page size: 595.276 x 790.866 pts Page rot: 0 File size: 826002 bytes Optimized: yes PDF version: 1.4 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- MyriadPro-SemiCn Type 1C WinAnsi yes no yes 720 0 MyriadPro-Semibold Type 1C Custom yes no yes 719 0 MyriadPro-SemiboldSemiCn Type 1C Custom yes no yes 729 0 MyriadPro-Bold Type 1C Custom yes no yes 732 0 JUCNLV+STIX-Regular Type 1C Custom yes yes yes 733 0 BJFYFP+Wingdings-Regular Type 1C WinAnsi yes yes yes 742 0 Springnew-Regular Type 1C WinAnsi yes no yes 775 0 STIX-Italic Type 1C Custom yes no yes 273 0 Springnew-Regular2 Type 1C WinAnsi yes no yes 282 0 STIX-Bold Type 1C Custom yes no yes 406 0 MyriadPro-BoldSemiCn Type 1C WinAnsi yes no yes 488 0 Jhove (Rel. 1.22.1, 2019-04-17) Date: 2023-09-28 02:34:08 CEST RepresentationInformation: pmc_9769482.pdf ReportingModule: PDF-hul, Rel. 1.12.1 (2019-04-17) LastModified: 2023-09-27 02:17:17 CEST Size: 826002 Format: PDF Version: 1.4 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf Profile: Linearized PDF PDFMetadata: Objects: 809 FreeObjects: 1 IncrementalUpdates: 1 DocumentCatalog: ViewerPreferences: HideToolbar: false HideMenubar: false HideWindowUI: false FitWindow: false CenterWindow: false DisplayDocTitle: false NonFullScreenPageMode: UseNone Direction: L2R ViewArea: CropBox ViewClip: CropBox PrintArea: CropBox PageClip: CropBox PageLayout: SinglePage PageMode: UseOutlines Language: EN Outlines: Item: Title: “Just” accuracy? Procedural fairness demands explainability in AI-based medical resource allocations Children: Item: Title: Abstract Item: Title: 1 Introduction Item: Title: 2 Clarifying the concepts and the debate Item: Title: 3 Distributive justice and medical AI Item: Title: 4 The case of AI-based liver allocation Item: Title: 5 Recommendations for the distributive use of unexplainable algorithms Item: Title: 6 Concluding remarks Item: Title: Acknowledgements Item: Title: References Info: Title: “Just” accuracy? Procedural fairness demands explainability in AI-based medical resource allocations Author: Jon Rueda Subject: AI & SOCIETY, https://doi.org/10.1007/s00146-022-01614-9 Keywords: Artificial intelligence; Distributive justice; Explainability; Medical AI; Procedural fairness Creator: Springer Producer: Acrobat Distiller 10.1.8 (Windows) CreationDate: Wed Dec 21 10:57:23 CET 2022 ModDate: Wed Dec 21 10:59:02 CET 2022 ID: 0xb2cce7b6cbce894ab7cdc0d415f59764, 0xa305bd0fc88ade4bb5e4b33d1d86ea2a Filters: FilterPipeline: FlateDecode Fonts: Type1: Font: BaseFont: MyriadPro-SemiCn FirstChar: 0 LastChar: 255 FontDescriptor: FontName: MyriadPro-SemiCn Flags: Nonsymbolic FontBBox: -128, -250, 1059, 876 FontFile3: true Encoding: WinAnsiEncoding ToUnicode: true Font: BaseFont: STIX-Italic FirstChar: 0 LastChar: 255 FontDescriptor: FontName: STIX-Italic Flags: Serif, Nonsymbolic, Italic FontBBox: -970, -305, 1429, 1023 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: BJFYFP+Wingdings-Regular FontSubset: true FirstChar: 0 LastChar: 255 FontDescriptor: FontName: BJFYFP+Wingdings-Regular Flags: Nonsymbolic FontBBox: 0, -103, 1359, 439 FontFile3: true Encoding: WinAnsiEncoding ToUnicode: true Font: BaseFont: STIX-Bold FirstChar: 0 LastChar: 255 FontDescriptor: FontName: STIX-Bold Flags: Serif, Nonsymbolic FontBBox: -998, -552, 2000, 1055 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: MyriadPro-BoldSemiCn FirstChar: 0 LastChar: 255 FontDescriptor: FontName: MyriadPro-BoldSemiCn Flags: Nonsymbolic FontBBox: -133, -250, 1161, 894 FontFile3: true Encoding: WinAnsiEncoding ToUnicode: true Font: BaseFont: MyriadPro-SemiboldSemiCn FirstChar: 0 LastChar: 255 FontDescriptor: FontName: MyriadPro-SemiboldSemiCn Flags: Nonsymbolic FontBBox: -131, -250, 1115, 886 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: MyriadPro-Bold FirstChar: 0 LastChar: 255 FontDescriptor: FontName: MyriadPro-Bold Flags: Nonsymbolic FontBBox: -163, -250, 1256, 989 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: JUCNLV+STIX-Regular FontSubset: true FirstChar: 27 LastChar: 252 FontDescriptor: FontName: JUCNLV+STIX-Regular Flags: Serif, Nonsymbolic FontBBox: -970, -486, 2208, 1023 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: MyriadPro-Semibold FirstChar: 0 LastChar: 255 FontDescriptor: FontName: MyriadPro-Semibold Flags: Nonsymbolic FontBBox: -161, -250, 1198, 972 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true XMP: 2022-12-21T14:57:23+05:30 Springer 2022-12-21T14:59:02+05:30 2022-12-21T14:59:02+05:30 Acrobat Distiller 10.1.8 (Windows) Artificial intelligence; Distributive justice; Explainability; Medical AI; Procedural fairness application/pdf https://doi.org/10.1007/s00146-022-01614-9 Springer London AI & SOCIETY, https://doi.org/10.1007/s00146-022-01614-9 Artificial intelligence Distributive justice Explainability Medical AI Procedural fairness “Just” accuracy? 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