{"id":"W3150247581","doi":"10.18280/ts.380102","title":"Depression Detection Based on Geometrical Features Extracted from SODP Shape of EEG Signals and Binary PSO","year":2021,"lang":"en","type":"article","venue":"Traitement du signal","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Teknikal Malaysia Melaka; Islamic Azad University","keywords":"Centroid; Pattern recognition (psychology); Electroencephalography; Artificial intelligence; Support vector machine; Mathematics; Particle swarm optimization; Computer science; Algorithm; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002431988,0.0004527153,0.0004017418,0.001192394,0.0001405271,0.0005509429,0.0002994884,0.0002942406,0.0006670674],"category_scores_gemma":[0.001477563,0.0001813825,0.0005178,0.000778149,0.0002460001,0.0004696129,0.0003275609,0.0002358181,0.0001664879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002256656,"about_ca_system_score_gemma":0.0002489715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001650302,"about_ca_topic_score_gemma":0.001071525,"domain_scores_codex":[0.9997742,0.00003476087,0.00002027448,0.00005233924,0.00009797766,0.00002047692],"domain_scores_gemma":[0.9997124,0.00007869051,0.00006663229,0.00002217458,0.0001033317,0.00001679452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006459916,0.0001444659,0.03504626,0.0003608035,0.00016615,0.0006987575,0.0003199561,0.1748404,0.1124973,0.004621765,0.002162781,0.6684954],"study_design_scores_gemma":[0.00002531978,0.0002070927,0.03756389,0.00001939334,0.00003836197,0.0004400909,0.00009536567,0.9519232,0.007516122,0.001212835,0.0009280764,0.00003027876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3362231,0.0004777188,0.6586259,0.0001688154,0.00007513139,0.0001439389,0.0002161265,0.0004920888,0.003577207],"genre_scores_gemma":[0.913867,0.0001836327,0.08473425,0.00002313905,0.00002219555,0.00006884598,0.0002298776,0.00002548086,0.0008454463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001650302,"threshold_uncertainty_score":0.003281355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0249951108368729,"score_gpt":0.262387293375675,"score_spread":0.2373921825388021,"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."}}