{"id":"W3113211105","doi":"10.1089/brain.2020.0776","title":"Multilayer Connector Hub Mapping Reveals Key Brain Regions Supporting Expressive Language","year":2020,"lang":"en","type":"article","venue":"Brain Connectivity","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mental Health Research Canada; Hospital for Sick Children; University of Toronto","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Magnetoencephalography; Computer science; Centrality; Cognition; Connectome; Psychology; Cognitive psychology; Communication; Electroencephalography; Functional connectivity; Neuroscience; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001146997,0.0006028445,0.0008181357,0.0002004212,0.0009175005,0.0001814055,0.0006382852,0.0002125415,0.0003855504],"category_scores_gemma":[0.1989886,0.00062404,0.0003598886,0.001032745,0.0003614229,0.0007515808,0.0006649634,0.0006596592,0.0002913773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000172745,"about_ca_system_score_gemma":0.0001566641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001040626,"about_ca_topic_score_gemma":0.0001150252,"domain_scores_codex":[0.9943825,0.001196889,0.0006652927,0.001951107,0.000739272,0.001064959],"domain_scores_gemma":[0.9577743,0.04028558,0.000565384,0.0007494443,0.0001601867,0.0004651172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001283685,0.000138189,0.001813336,0.0001082395,0.00005299737,0.0002964228,0.01006895,0.00009324951,0.8548421,0.005426373,0.1251666,0.001865213],"study_design_scores_gemma":[0.005650762,0.0008310112,0.01740472,0.0003532641,0.00007486754,0.0003017643,0.01204626,0.009422794,0.7906353,0.005312262,0.154795,0.003172019],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8015494,0.0001020843,0.008106584,0.182482,0.0005425168,0.001133936,0.0001977906,0.000946582,0.004939162],"genre_scores_gemma":[0.9230987,0.000005079882,0.0005024977,0.07429171,0.0007700694,0.0001750883,0.000009814356,0.00009766602,0.001049343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1978417,"threshold_uncertainty_score":0.9996211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07249620223749863,"score_gpt":0.3060548730327756,"score_spread":0.2335586707952769,"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."}}