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1
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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2
Auditory Processing and Reading Disability: A Systematic Review and Meta-Analysis ...
McWeeny, Sean. - : Open Science Framework, 2022
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3
Systematic Review and Meta-Analysis of Dialectical Behavior Therapy (DBT) with Youth ...
Phan, Mary. - : Open Science Framework, 2022
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4
Morphology—A Gateway to Advanced Language: Meta-Analysis of Morphological Knowledge in Language-Minority Children ...
melby-lervåg, monica. - : Open Science Framework, 2022
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5
The Effects of Virtual Reality-Assisted Language Learning: A Meta-Analysis
In: Sustainability; Volume 14; Issue 6; Pages: 3147 (2022)
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6
Do psychological interventions reduce symptoms of depression for patients with bipolar I or II disorder? A meta-analysis
Yilmaz, S; Huguet, A; Kisely, S. - : Elsevier / International Society for Affective Disorders, 2022
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7
A Meta-Analysis of Semantic Memory in Mild Cognitive Impairment
In: ISSN: 1040-7308 ; EISSN: 1573-6660 ; Neuropsychology Review ; https://hal.archives-ouvertes.fr/hal-03015335 ; Neuropsychology Review, Springer Verlag, 2021, ⟨10.1007/s11065-020-09453-5⟩ (2021)
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8
Socioeconomic status correlates with measures of Language Environment Analysis (LENA) system: a meta-analysis
In: ISSN: 0305-0009 ; EISSN: 1469-7602 ; Journal of Child Language ; https://hal.archives-ouvertes.fr/hal-03498959 ; Journal of Child Language, Cambridge University Press (CUP), In press, pp.1-15. ⟨10.1017/S0305000921000441⟩ (2021)
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9
Patient Awareness of CKD: A Systematic Review and Meta-analysis of Patient-Oriented Questions and Study Setting.
In: Kidney medicine, vol 3, iss 4 (2021)
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10
Patient Awareness of CKD: A Systematic Review and Meta-analysis of Patient-Oriented Questions and Study Setting.
In: Kidney medicine, vol 3, iss 4 (2021)
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11
SES Differences in Infant Language Input ...
Dailey, Shannon. - : Open Science Framework, 2021
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12
Efficacy of Dialectical Behavior Therapy for Adolescents with non-suicidal self-injury and suicidal behavior: A Systematic Review, Meta-Analysis and Meta-Regression ...
Kothgassner, Oswald. - : Open Science Framework, 2021
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13
Efficacy of DBT in treating adult mental disorders ...
Benzouak, Tarek. - : Open Science Framework, 2021
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14
Efficacy of DBT in treating adult mental disorders ...
Benzouak, Tarek. - : Open Science Framework, 2021
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15
Language abilities in children born to mothers diagnosed with diabetes: A systematic review and meta-analysis
In: Research outputs 2014 to 2021 (2021)
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16
Functional neuroanatomy of language without speech: An ALE meta-analysis of sign language ...
Trettenbrein, Patrick. - : Open Science Framework, 2021
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17
The multidimensionality of second language oral fluency ... : The interface between cognitive, utterance, and perceived fluency ...
Suzuki, Shungo. - : Lancaster University, 2021
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18
A systematic review of neural entrainment in language and reading disorders ...
Moreau, Christine. - : Open Science Framework, 2021
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19
Effects of Low-Frequency Repetitive Transcranial Magnetic Stimulation on Language Recovery in Poststroke Survivors With Aphasia: An Updated Meta-analysis.
Hong, Zhongqiu; Zheng, Haiqing; Luo, Jing. - : SAGE Publications, 2021
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20
Effectiveness of Psychological Treatments for Borderline Personality Disorder and Predictors of Treatment Outcomes: A Multivariate Multilevel Meta-Analysis of Data from All Design Types
In: Journal of Clinical Medicine; Volume 10; Issue 23; Pages: 5622 (2021)
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