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Keywords: uroimaging, machine-learning (ML), risk estimating, schizophrenia, magnetic resonance imaging (MRI) Author: Aleix Solanes Creator: LaTeX with hyperref package Producer: pdfTeX-1.40.18 CreationDate: Wed Apr 6 13:39:04 2022 CEST ModDate: Wed Apr 6 16:04:53 2022 CEST Custom Metadata: yes Metadata Stream: yes Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 9 Encrypted: no Page size: 595.276 x 779.528 pts Page rot: 0 File size: 758675 bytes Optimized: no PDF version: 1.5 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- NIYSWI+MinionPro-Regular Type 1 Custom yes yes no 45 0 NGIXUL+HelveticaNeueLTStd-Bd Type 1 Custom yes yes no 46 0 VSCBFL+HelveticaNeueLTStd-Lt Type 1 Custom yes yes no 47 0 CCVXXJ+HelveticaNeueLTStd-BdIt Type 1 Custom yes yes no 52 0 CMDWDB+HelveticaNeueLTStd-LtIt Type 1 Custom yes yes no 53 0 COJRYQ+HelveticaNeueLTStd-MdIt Type 1 Custom yes yes no 54 0 NOUQCI+RBLMI Type 1 Builtin yes yes no 58 0 STMPBU+MinionPro-Bold Type 1 Custom yes yes no 144 0 XADXBQ+HelveticaNeueLTStd-Md Type 1 Custom yes yes no 337 0 MBOPIV+MinionPro-It Type 1 Custom yes yes no 414 0 Jhove (Rel. 1.28.0, 2023-05-18) Date: 2024-06-11 02:49:12 CEST RepresentationInformation: pmc_9039205.pdf ReportingModule: PDF-hul, Rel. 1.12.4 (2023-03-16) LastModified: 2024-06-06 02:35:07 CEST Size: 758675 Format: PDF Version: 1.5 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf PDFMetadata: Objects: 705 FreeObjects: 3 IncrementalUpdates: 1 DocumentCatalog: PageLayout: SinglePage PageMode: UseOutlines Outlines: Item: Title: Advances in Using MRI to Estimate the Risk of Future Outcomes in Mental Health - Are We Getting There? Children: Item: Title: Introduction Item: Title: Common Machine Learning Algorithms Children: Item: Title: Logistic Regression Item: Title: Support Vector Machines Item: Title: Linear Discriminant Analysis Item: Title: Decision Trees and Random Forest Item: Title: Artificial Neural Networks and Deep Learning Item: Title: Libraries and Tools Item: Title: Common Pitfalls and Errors Children: Item: Title: Reproducibility and Replicability Item: Title: Bias Item: Title: Clinical Utility Item: Title: Challenges and Latest Advancements Children: Item: Title: Longitudinal Studies Item: Title: Larger Datasets Item: Title: New Algorithms Children: Item: Title: Self-Defining Algorithms Item: Title: Combining Knowledge From Other Sources Item: Title: Explainable Artificial Intelligence Item: Title: Federated Learning Item: Title: A Multimodal Approach Item: Title: Discussion Item: Title: Author Contributions Item: Title: Funding Item: Title: References Info: Title: Advances in Using MRI to Estimate the Risk of Future Outcomes in Mental Health - Are We Getting There? Author: Aleix Solanes Keywords: uroimaging, machine-learning (ML), risk estimating, schizophrenia, magnetic resonance imaging (MRI) Creator: LaTeX with hyperref package Producer: pdfTeX-1.40.18 CreationDate: Wed Apr 06 14:09:04 CEST 2022 ModDate: Wed Apr 06 16:34:53 CEST 2022 ID: 0xc757c32fce72a218c942a94e541f5bfd, 0x73fdbd885737064093aa9653d4c4d500 Filters: FilterPipeline: FlateDecode Fonts: Type1: Font: BaseFont: STMPBU+MinionPro-Bold FontSubset: true FirstChar: 3 LastChar: 117 FontDescriptor: FontName: STMPBU+MinionPro-Bold Flags: Symbolic FontBBox: -318, -360, 1684, 917 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: XADXBQ+HelveticaNeueLTStd-Md FontSubset: true FirstChar: 2 LastChar: 120 FontDescriptor: FontName: XADXBQ+HelveticaNeueLTStd-Md Flags: Symbolic FontBBox: -165, -221, 1066, 952 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: CCVXXJ+HelveticaNeueLTStd-BdIt FontSubset: true FirstChar: 42 LastChar: 121 FontDescriptor: FontName: CCVXXJ+HelveticaNeueLTStd-BdIt Flags: Symbolic FontBBox: -166, -218, 1129, 975 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: CMDWDB+HelveticaNeueLTStd-LtIt FontSubset: true FirstChar: 39 LastChar: 252 FontDescriptor: FontName: CMDWDB+HelveticaNeueLTStd-LtIt Flags: Symbolic FontBBox: -165, -214, 1099, 951 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: COJRYQ+HelveticaNeueLTStd-MdIt FontSubset: true FirstChar: 42 LastChar: 120 FontDescriptor: FontName: COJRYQ+HelveticaNeueLTStd-MdIt Flags: Symbolic FontBBox: -165, -218, 1125, 947 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: NOUQCI+RBLMI FontSubset: true FirstChar: 62 LastChar: 62 FontDescriptor: FontName: NOUQCI+RBLMI Flags: Symbolic FontBBox: -11, -230, 987, 750 FontFile: true Font: BaseFont: NIYSWI+MinionPro-Regular FontSubset: true FirstChar: 2 LastChar: 252 FontDescriptor: FontName: NIYSWI+MinionPro-Regular Flags: Symbolic FontBBox: -289, -360, 1684, 917 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: NGIXUL+HelveticaNeueLTStd-Bd FontSubset: true FirstChar: 2 LastChar: 124 FontDescriptor: FontName: NGIXUL+HelveticaNeueLTStd-Bd Flags: Symbolic FontBBox: -166, -218, 1078, 975 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: MBOPIV+MinionPro-It FontSubset: true FirstChar: 39 LastChar: 169 FontDescriptor: FontName: MBOPIV+MinionPro-It Flags: Symbolic FontBBox: -201, -360, 1684, 919 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: VSCBFL+HelveticaNeueLTStd-Lt FontSubset: true FirstChar: 2 LastChar: 124 FontDescriptor: FontName: VSCBFL+HelveticaNeueLTStd-Lt Flags: Symbolic FontBBox: -166, -214, 1050, 967 FontFile: true EncodingDictionary: Differences: true XMP: uroimaging, machine-learning (ML), risk estimating, schizophrenia, magnetic resonance imaging (MRI) pdfTeX-1.40.18 1.5 application/pdf fpsyt-13-826111.tex Advances in Using MRI to Estimate the Risk of Future Outcomes in Mental Health - Are We Getting There? 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