{"id":"W1963851804","doi":"10.1016/j.jneumeth.2006.04.009","title":"Methodological approaches to exploring epileptic disorders in the human brain in vitro","year":2006,"lang":"en","type":"review","venue":"Journal of Neuroscience Methods","topic":"Neuroscience and Neuropharmacology Research","field":"Neuroscience","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Neuroscience; Epilepsy; Human brain; Epilepsy surgery; Neurophysiology; Psychology; Computer science; Biology","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02180892,0.0006646552,0.002344343,0.002752033,0.0003946036,0.0003235508,0.005345112,0.0002174686,0.000007141495],"category_scores_gemma":[0.01901179,0.0004068872,0.0007498584,0.007409221,0.001037478,0.0007574506,0.0006503164,0.003827209,0.00000891436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001770589,"about_ca_system_score_gemma":0.0003846165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008275779,"about_ca_topic_score_gemma":0.000004959516,"domain_scores_codex":[0.963412,0.03013194,0.002126069,0.001448632,0.001508004,0.001373334],"domain_scores_gemma":[0.9811323,0.01681085,0.001027614,0.0006976049,0.00002888474,0.0003027584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003613257,0.0004683269,0.00001269401,0.0004808719,0.000001028021,0.0009243842,0.0002053396,0.0001535771,0.4254222,0.0001764916,0.00009912268,0.5720198],"study_design_scores_gemma":[0.0007706588,0.001577915,0.0007913614,0.001173724,0.0001095324,0.002589115,0.0001034516,0.0002352923,0.02375797,0.00152014,0.9663503,0.001020552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0785397,0.8537594,0.01868852,0.01665423,0.01534839,0.01374619,0.00006732853,0.0002023086,0.00299393],"genre_scores_gemma":[0.003282971,0.983786,0.007960878,0.00382633,0.0003994839,0.000440769,3.538482e-7,0.0001042553,0.0001989645],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9662512,"threshold_uncertainty_score":0.9998383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8765462445363481,"score_gpt":0.5892655599239056,"score_spread":0.2872806846124425,"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."}}