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Meta-Analysis of the Functional Neuroimaging Literature with Probabilistic Logic Programming
In: https://hal.archives-ouvertes.fr/hal-03590714 ; 2022 (2022)
Abstract: International audience ; Inferring reliable brain-behavior associations requires synthesizing evidence from thousands of functional neuroimaging studies through meta-analysis. However, existing meta-analysis tools are limited to investigating simple neuroscience concepts and expressing a restricted range of questions. Here, we expand the scope of neuroimaging meta-analysis by designing NeuroLang: a domain-specific language to express and test hypotheses using probabilistic first-order logic programming. By leveraging formalisms found at the crossroads of artificial intelligence and knowledge representation, NeuroLang provides the expressivity to address a larger repertoire of hypotheses in a meta-analysis, while seamlessly modelling the uncertainty inherent to neuroimaging data. We demonstrate the language's capabilities in conducting comprehensive neuroimaging meta-analysis through use-case examples that address questions of structure-function associations. Specifically, we infer the specific functional roles of three canonical brain networks, support the role of the visual word-form area in visuospatial attention, and investigate the heterogeneous organization of the fronto-parietal control network.
Keyword: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-LO]Computer Science [cs]/Logic in Computer Science [cs.LO]; [SDV.IB.IMA]Life Sciences [q-bio]/Bioengineering/Imaging; [SDV.NEU.SC]Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC]/Cognitive Sciences; Domain-specific language; Knowledge Representation; Meta-Analysis; Neuroimaging; Neuroinformatics; Probabilistic logic programming
URL: https://hal.archives-ouvertes.fr/hal-03590714/file/Manuscript.pdf
https://hal.archives-ouvertes.fr/hal-03590714
https://hal.archives-ouvertes.fr/hal-03590714/document
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FAIRsharing record for: Systems to manage terminology, knowledge and content -- Design, implementation and maintenance of terminology management systems ... : ISO 26162:2012 ...
FAIRsharing Team. - : FAIRsharing, 2022
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Curlie Dataset - Language-agnostic Website Embedding and Classification ...
Lugeon, Sylvain; Piccardi, Tiziano. - : figshare, 2022
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Curlie Dataset - Language-agnostic Website Embedding and Classification ...
Lugeon, Sylvain; Piccardi, Tiziano. - : figshare, 2022
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Curlie Dataset - Language-agnostic Website Embedding and Classification ...
Lugeon, Sylvain; Piccardi, Tiziano. - : figshare, 2022
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Curlie Dataset - Language-agnostic Website Embedding and Classification ...
Lugeon, Sylvain; Piccardi, Tiziano. - : figshare, 2022
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Who has ears, listen: Citizen Listening Program for disease prevention. ...
García Pereira, Ramiro. - : figshare, 2022
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Who has ears, listen: Citizen Listening Program for disease prevention. ...
García Pereira, Ramiro. - : figshare, 2022
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FAIRsharing record for: Information and documentation -- Thesauri and interoperability with other vocabularies -- Part 1: Thesauri for information retrieval ... : ISO 25964-1:2011 ...
FAIRsharing Team. - : FAIRsharing, 2022
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10
Toward an Epistemic Web
In: 197 ; RatSWD Working Paper Series ; 22 (2022)
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11
A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images ...
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A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images ...
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Semantic (Orbital) Sweep - Knowledge modeling and Semantic technology to clean Earth orbit and make spaceflight safer ...
Rovetto, Robert J.. - : ESIP, 2021
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Semantic (Orbital) Sweep - Knowledge modeling and Semantic technology to clean Earth orbit and make spaceflight safer ...
Rovetto, Robert J.. - : ESIP, 2021
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Bengalese Finch song repository ...
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Bengalese Finch song repository ...
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17
Estimulos experimentales.xlsx ...
Herrera, José Luis Salas. - : figshare, 2020
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Estimulos experimentales.xlsx ...
Herrera, José Luis Salas. - : figshare, 2020
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The Computer Prophet ...
Henriksen, Elias Vaughn. - : figshare, 2020
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The Computer Prophet ...
Henriksen, Elias Vaughn. - : figshare, 2020
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