{"id":"W4414851431","doi":"10.1038/s43856-025-01121-0","title":"Integrating direct electrical stimulation with brain connectivity predicts lesion-induced language impairment and recovery","year":2025,"lang":"en","type":"article","venue":"Communications Medicine","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Cognition; Brain stimulation; Cognitive impairment; Work (physics); Electrical brain stimulation; Aphasia; Neuroimaging; Electroencephalography","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"],"consensus_categories":[],"category_scores_codex":[0.0005980048,0.0001572626,0.000256282,0.0002359534,0.0005127912,0.00002492538,0.0003110968,0.00005186523,0.00001053035],"category_scores_gemma":[0.02366773,0.0001177113,0.00002388976,0.0008081939,0.0003243443,0.0001639348,0.0002930599,0.0003137686,0.00000299905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001578753,"about_ca_system_score_gemma":0.00009638867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001935978,"about_ca_topic_score_gemma":0.000233672,"domain_scores_codex":[0.9985235,0.000480301,0.0002288371,0.0003669702,0.0002246998,0.0001756699],"domain_scores_gemma":[0.9796665,0.01922261,0.0001041261,0.0008627789,0.00008947474,0.00005448905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006343318,0.000937256,0.02318836,0.0001253185,0.0001709655,0.00001699525,0.005767114,0.0001425742,0.7206891,0.04586169,0.02092502,0.1815413],"study_design_scores_gemma":[0.01969611,0.01139361,0.5271899,0.005369947,0.0007545,0.0002687939,0.01133514,0.1848305,0.1911251,0.01887317,0.02681038,0.002352885],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9081482,0.001037891,0.00355229,0.06565484,0.0001704008,0.0008173627,0.000009824965,0.0002732261,0.02033594],"genre_scores_gemma":[0.9949703,0.0001191524,0.0007038745,0.003594143,0.00004130771,0.0000985701,0.00001092216,0.00001128994,0.0004504574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.529564,"threshold_uncertainty_score":0.9845563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04785147403142989,"score_gpt":0.3331216843719262,"score_spread":0.2852702103404964,"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."}}