{"id":"W4412582871","doi":"10.1007/s11571-025-10305-2","title":"Novel EEG-based diagnostic framework for Major Depressive Disorder using microstate and entropy features","year":2025,"lang":"en","type":"article","venue":"Cognitive Neurodynamics","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Ministate; Electroencephalography; Computer science; Major depressive disorder; Entropy (arrow of time); Artificial intelligence; Psychology; Psychiatry; Physics","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":[0.0004878327,0.0009252487,0.0006690584,0.002206129,0.0003638961,0.001091128,0.0007102357,0.0006475297,0.001374568],"category_scores_gemma":[0.001178755,0.0001671407,0.0006257354,0.0006209423,0.0002001222,0.0005329913,0.0008117047,0.0006174248,0.0006017989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003641588,"about_ca_system_score_gemma":0.0008648438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005892242,"about_ca_topic_score_gemma":0.009291247,"domain_scores_codex":[0.9997103,0.00004893143,0.00002945217,0.00008162758,0.00009210427,0.00003763787],"domain_scores_gemma":[0.99968,0.0000718164,0.00004469941,0.00001422116,0.0001487023,0.00004046521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009000803,0.0007412308,0.06854781,0.0003696034,0.0004739456,0.001522426,0.0002514322,0.05836519,0.05553196,0.009902342,0.01299575,0.7903982],"study_design_scores_gemma":[0.00004542941,0.0001815602,0.02438184,0.00005866148,0.0001533596,0.0009379543,0.0001361223,0.9582681,0.005891384,0.007580011,0.002314062,0.00005147036],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07044216,0.001162197,0.9203321,0.0006238853,0.0001007554,0.0003087685,0.001819835,0.001462826,0.003747534],"genre_scores_gemma":[0.7409691,0.0005373666,0.2540676,0.0001586215,0.0001787401,0.0002497057,0.001852684,0.00005214426,0.001934032],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005892242,"threshold_uncertainty_score":0.01171589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575187637558807,"score_gpt":0.2965795711484063,"score_spread":0.2808276947728183,"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."}}