{"id":"W4407933761","doi":"10.1016/j.brs.2024.12.946","title":"Excessive Pallidal Beta-Band Activity & Functional Connectivity: A Novel Intracranial Biomarker of Status Dystonicus","year":2025,"lang":"en","type":"article","venue":"Brain stimulation","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; Toronto Western Hospital; Parkinson's Clinic of Eastern Toronto & Movement Disorders Centre; Hospital for Sick Children; Krembil Foundation; SickKids Foundation; University of Toronto","funders":"","keywords":"BETA (programming language); Biomarker; Functional connectivity; Neuroscience; Internal medicine; Medicine; Chemistry; Psychology; Computer science; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001033408,0.0001407164,0.000281815,0.0001208442,0.00007964388,0.00001207708,0.00002641812,0.0001165497,0.0001849791],"category_scores_gemma":[0.0003253574,0.0001138299,0.00009948869,0.0002588357,0.00008216923,0.00008636772,0.00002319389,0.0001135456,0.000008023325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006000568,"about_ca_system_score_gemma":0.0001113425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000100338,"about_ca_topic_score_gemma":0.00005631512,"domain_scores_codex":[0.9990556,0.00005617585,0.0001970905,0.0002887754,0.0002166403,0.0001857248],"domain_scores_gemma":[0.9990285,0.0005129572,0.0001123463,0.0001647787,0.0001170811,0.00006433632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01100799,0.004628371,0.5737128,0.0002172371,0.0008962612,0.00004439319,0.0001569587,0.001880355,0.2946292,0.002250595,0.001795384,0.1087805],"study_design_scores_gemma":[0.005956063,0.0002435407,0.9868431,0.00003283019,0.0001415173,0.000003422337,0.000006062439,0.003080935,0.001145322,0.001839984,0.0006232176,0.00008397857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598735,0.00006172886,0.03578651,0.00192017,0.0001677174,0.0004564619,0.00005156998,0.00003967875,0.001642643],"genre_scores_gemma":[0.998574,0.00000423723,0.0003307187,0.0004785835,0.00002959356,0.00002179073,0.00009984673,0.000008580472,0.0004526559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4131303,"threshold_uncertainty_score":0.4641847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04472516860908412,"score_gpt":0.320361277743569,"score_spread":0.2756361091344849,"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."}}