{"id":"W4372080683","doi":"10.1016/j.brs.2023.03.035","title":"Evaluation of EEG as a reliable measure of pain: an experimental pain study","year":2023,"lang":"en","type":"article","venue":"Brain stimulation","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electroencephalography; Neurofeedback; Physical therapy; McGill Pain Questionnaire; Psychology; Quantitative electroencephalography; Pain and pleasure; Audiology; Physical medicine and rehabilitation; Anesthesia; Medicine; Visual analogue scale; Psychiatry; Neuroscience; Pleasure","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008988034,0.0001113654,0.0001634843,0.0001733814,0.00007722276,0.00002483538,0.0001784135,0.00005015134,0.00008182424],"category_scores_gemma":[0.003139347,0.0001064356,0.00004444602,0.0005231813,0.00004309387,0.0002547472,0.00004886925,0.00005900726,0.00001745017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000470705,"about_ca_system_score_gemma":0.00006808399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000634699,"about_ca_topic_score_gemma":0.00001000279,"domain_scores_codex":[0.9959277,0.002046367,0.0003497677,0.0003414127,0.001183771,0.000151006],"domain_scores_gemma":[0.9985006,0.0007805229,0.0001760674,0.0002833346,0.000218629,0.00004087436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007563378,0.0006064484,0.003366665,0.00001904762,0.0000102784,0.000002144067,0.006232995,0.08483975,0.8820547,0.0001228068,0.001139087,0.02153044],"study_design_scores_gemma":[0.001143415,0.001548651,0.01524128,0.00004837492,0.00001975566,8.958854e-7,0.001714178,0.7193248,0.2600104,0.000769823,0.0000589245,0.0001194909],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974047,0.00002214458,0.0009529174,0.0001388541,0.0001393429,0.0007886548,0.000004343914,0.0001015639,0.0004474955],"genre_scores_gemma":[0.9995189,2.945925e-7,0.000116046,0.0001621223,0.00003462676,0.00003390577,0.0000105208,0.00001541214,0.0001082083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6344851,"threshold_uncertainty_score":0.4340319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1152755033841371,"score_gpt":0.3765273203181029,"score_spread":0.2612518169339658,"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."}}