{"id":"W2042105069","doi":"10.1016/j.neuropharm.2012.04.021","title":"The neurobiology of the EEG biomarker as a predictor of treatment response in depression","year":2012,"lang":"en","type":"review","venue":"Neuropharmacology","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":176,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Queen's University; University Health Network","funders":"","keywords":"Electroencephalography; Biomarker; Antidepressant; Depression (economics); Psychology; Neuroscience; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008312457,0.0009000083,0.001883949,0.00104133,0.0001502983,0.001041067,0.000785087,0.0009019876,0.001107262],"category_scores_gemma":[0.001622203,0.0002791654,0.0005464236,0.00139941,0.0006464457,0.0007375301,0.0004206797,0.001286761,0.0005737881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005449805,"about_ca_system_score_gemma":0.0007416416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00156933,"about_ca_topic_score_gemma":0.00313922,"domain_scores_codex":[0.9998226,0.00003979845,0.00002877912,0.00005173296,0.00004572516,0.00001145007],"domain_scores_gemma":[0.9991791,0.0005370301,0.0001217771,0.00001853651,0.0001196046,0.00002404005],"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":[0.0002495275,0.00009004175,0.002601475,0.007344307,0.0004510685,0.0002813844,0.00003358914,0.0004266948,0.002644281,0.001561762,0.00590332,0.9784126],"study_design_scores_gemma":[0.0004698343,0.001997675,0.1023455,0.02573349,0.005753401,0.01364291,0.0005656548,0.003638282,0.009681322,0.02854593,0.8072356,0.0003904085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005512433,0.9982389,0.0003103394,0.0003495333,0.00008855458,0.00000404397,0.0000229287,0.000003813928,0.0004306691],"genre_scores_gemma":[0.006541222,0.9917303,0.0007444217,0.0002819833,0.0003808843,0.00001203732,0.00004367028,0.000002037541,0.0002634946],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001883949,"threshold_uncertainty_score":0.004396081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09868811110827089,"score_gpt":0.3733554444124512,"score_spread":0.2746673333041803,"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."}}