{"id":"W4409260304","doi":"10.1088/1741-2552/ae5fd7","title":"Metric Validation for Detection of Delayed and Directed Coupling","year":2025,"lang":"en","type":"preprint","venue":"Journal of Neural Engineering","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"National Institute on Drug Abuse; National Institute of Neurological Disorders and Stroke; National Alliance for Research on Schizophrenia and Depression; University of Minnesota; Brain and Behavior Research Foundation","keywords":"Metric (unit); Coupling (piping); Computer science; Psychology; Economics; Engineering; Operations management","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":[0.00006373312,0.0001794443,0.0003931747,0.0005023205,0.00001255704,0.00001409917,0.0001417032,0.0002206961,4.015431e-7],"category_scores_gemma":[0.0005051318,0.0001806741,0.0001187833,0.0002589798,0.00001074872,0.00008244019,0.00006914275,0.0005448728,2.649677e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001193567,"about_ca_system_score_gemma":0.0000043027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001311914,"about_ca_topic_score_gemma":1.909599e-7,"domain_scores_codex":[0.9991407,0.000001797962,0.0005009265,0.0001011836,0.0001186876,0.0001366392],"domain_scores_gemma":[0.9992515,0.0002402239,0.0002060752,0.0001101056,0.0001579888,0.00003408587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001047773,0.000002263718,0.000004579694,0.0003753314,0.00006064116,9.420264e-7,0.000006460762,0.5873076,0.4094456,0.000003990314,0.000003243653,0.002778803],"study_design_scores_gemma":[0.0001358774,0.00002668395,0.00004522202,0.0001316955,0.00005637722,0.000009204504,0.000005023801,0.4975589,0.5017915,0.0001176502,0.00003881057,0.00008304061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8066265,0.002066509,0.190237,0.00001075812,0.000638206,0.0001339521,0.00001574217,0.0002670456,0.000004286521],"genre_scores_gemma":[0.9871039,0.0004887,0.01228833,7.904773e-7,0.00007952608,0.000007391349,0.000002876118,0.00002466498,0.000003806675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1804774,"threshold_uncertainty_score":0.7367676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225297175739545,"score_gpt":0.2391899548400064,"score_spread":0.2269369830826109,"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."}}