{"id":"W4413764637","doi":"10.1038/s41467-026-73053-9","title":"Thalamo-cortical Synchrony Shapes Seizure Expression in Human Temporal Lobe Epilepsy","year":2025,"lang":"en","type":"article","venue":"Nature Communications","topic":"Neuroscience and Neuropharmacology Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital","funders":"","keywords":"Epilepsy; Temporal lobe; Neuroscience; Psychology; Human brain; Expression (computer science); Computer science","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":[0.00006954412,0.00007494493,0.00007826589,0.0001925884,0.00004918507,0.0001969246,0.00004496203,0.0000605262,0.001785756],"category_scores_gemma":[0.0004931201,0.00004117276,0.0000687297,0.0002063668,0.0001008375,0.00009903178,0.0001161787,0.00006070568,0.0001661994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001205003,"about_ca_system_score_gemma":0.00007142419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009619197,"about_ca_topic_score_gemma":0.002381323,"domain_scores_codex":[0.9999776,0.000005918353,0.00000227225,0.000005233728,0.000004710115,0.000004198738],"domain_scores_gemma":[0.9998884,0.00003758502,0.00004510427,0.000006775096,0.000009337825,0.00001285445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0017911,0.00006378273,0.5079658,0.0001931748,0.0001566167,0.001092691,0.0006236181,0.002077056,0.4334362,0.0005600996,0.0008602944,0.05117958],"study_design_scores_gemma":[0.000007394753,0.000087395,0.9943515,0.000004255197,0.00001543069,0.0005329137,0.00007880773,0.001081467,0.003357958,0.0002095188,0.0002684559,0.000004818346],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983645,0.0001860472,0.0004970179,0.00002240773,0.000002034785,0.000005093054,0.0003321011,0.000007692724,0.0005830868],"genre_scores_gemma":[0.9993504,0.00009244038,0.0001383144,0.000009021425,0.000001918548,0.000004779236,0.000173734,0.000002673601,0.0002268541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001785756,"threshold_uncertainty_score":0.005973935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05379187350918344,"score_gpt":0.4120150098666219,"score_spread":0.3582231363574385,"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."}}