{"id":"W4210665984","doi":"10.1016/j.neuroimage.2022.118973","title":"Brain simulation as a cloud service: The Virtual Brain on EBRAINS","year":2022,"lang":"en","type":"article","venue":"NeuroImage","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital","funders":"National Supercomputing Center, Korea Institute of Science and Technology Information; Horizon 2020; National Institute of Corrections; Gujarat Cancer Society; Gauss Centre for Supercomputing; Berlin Institute of Health; Horizon 2020 Framework Programme; Deutsche Forschungsgemeinschaft; European Commission","keywords":"Computer science; Cloud computing; Workflow; Generalizability theory; Scalability; Software; Big data; Service (business); Data mining; Distributed computing; Database; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002632425,0.0009666373,0.001105947,0.0006059625,0.0006487747,0.002592106,0.002902715,0.001503495,0.03506596],"category_scores_gemma":[0.009118698,0.000667137,0.001126118,0.001021545,0.0009875458,0.002861047,0.005101292,0.002109074,0.01289122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009141145,"about_ca_system_score_gemma":0.002101791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006167808,"about_ca_topic_score_gemma":0.004120783,"domain_scores_codex":[0.9988714,0.0004370861,0.00005165546,0.0001636689,0.0003127081,0.0001634306],"domain_scores_gemma":[0.9968731,0.001118401,0.0001243731,0.0008474704,0.0004527569,0.0005838616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004832819,0.0004326894,0.004882899,0.0007034403,0.0005463331,0.001360869,0.001282698,0.1495699,0.01285667,0.1277516,0.4737528,0.2220273],"study_design_scores_gemma":[0.001173961,0.0001603922,0.001908947,0.0002885865,0.0001043736,0.0004075081,0.0001815994,0.4981617,0.01061611,0.1258278,0.3610081,0.000160938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03363374,0.002636192,0.7376444,0.009214788,0.001502992,0.0006278353,0.01103833,0.1181259,0.08557586],"genre_scores_gemma":[0.4717805,0.003793463,0.412729,0.003444566,0.0005288679,0.002044721,0.02460306,0.04732306,0.03375265],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03506596,"threshold_uncertainty_score":0.1173073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04724394047187735,"score_gpt":0.3003490737027436,"score_spread":0.2531051332308662,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}