{"id":"W4415746866","doi":"10.1002/brb3.71017","title":"Quantitative Electroencephalographic Biomarkers for Repetitive Transcranial Magnetic Stimulation Treatment Response Prediction in Mild Cognitive Impairment: A Pilot Study Protocol for Multi‐Center, Assessor‐Blinded, Open‐Label Clinical Trial","year":2025,"lang":"en","type":"article","venue":"Brain and Behavior","topic":"Transcranial Magnetic Stimulation Studies","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Mazandaran; Mazandaran University of Medical Sciences","keywords":"Clinical trial; Transcranial magnetic stimulation; Protocol (science); Cognition; Electroencephalography; Cognitive impairment","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01758906,0.005511364,0.006048242,0.001139633,0.002259176,0.001883217,0.0025334,0.005149429,0.01832414],"category_scores_gemma":[0.01253414,0.001565583,0.002612467,0.001162448,0.002634405,0.002043721,0.001293906,0.004783793,0.005291627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00151138,"about_ca_system_score_gemma":0.008551011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007152219,"about_ca_topic_score_gemma":0.001590657,"domain_scores_codex":[0.9928626,0.003998535,0.0007129505,0.0007936248,0.0008160715,0.0008161738],"domain_scores_gemma":[0.9919402,0.001473904,0.001789088,0.001155152,0.001787904,0.001853738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9104845,0.05654253,0.0009828421,0.00276317,0.0006536746,0.0001397569,0.0001695192,0.0009735024,0.0052182,0.0005363342,0.003662279,0.01787364],"study_design_scores_gemma":[0.7972787,0.1911373,0.003013837,0.0003057422,0.0003711325,0.0000484346,0.00004518517,0.0007754405,0.001134094,0.0005985323,0.005238079,0.00005354237],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.04050764,0.0007542371,0.003939249,0.0004750197,0.0005493328,0.9502686,0.001584204,0.0002093339,0.001712464],"genre_scores_gemma":[0.02663777,0.0002969007,0.003628424,0.0003960762,0.0001705573,0.9678065,0.0003575341,0.00001254795,0.0006937098],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01832414,"threshold_uncertainty_score":0.09302098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3824836164581878,"score_gpt":0.5259590435507725,"score_spread":0.1434754270925847,"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."}}