{"id":"W4391277058","doi":"10.54097/sfx0ya89","title":"Brain-Computer Interface Based Neuromodulation on Treatment of Depression","year":2023,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Neuromodulation; Brain–computer interface; Depression (economics); Interface (matter); Computer science; Neuroscience; Psychology; Physical medicine and rehabilitation; Medicine; Operating system; Central nervous system; Electroencephalography","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":[0.0002760492,0.0004072775,0.0005317884,0.0005439688,0.000130696,0.0004986759,0.0003794509,0.0006235024,0.003512281],"category_scores_gemma":[0.0006884185,0.00007736757,0.0003845847,0.0005693245,0.0001793931,0.000358599,0.0003713817,0.0006272726,0.000862061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003522856,"about_ca_system_score_gemma":0.0006036645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008352021,"about_ca_topic_score_gemma":0.002323661,"domain_scores_codex":[0.9997885,0.00008652892,0.00002774517,0.00002569922,0.00005566125,0.00001585899],"domain_scores_gemma":[0.9998443,0.00009538141,0.0000232342,0.00000267036,0.00002776371,0.000006547711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0001464475,0.00005666124,0.0001290466,0.02193046,0.0001705434,0.000169966,0.00006434388,0.0003683542,0.003123225,0.003838745,0.01067166,0.9593304],"study_design_scores_gemma":[0.0001577126,0.001350585,0.005485243,0.02611869,0.0008332867,0.002250612,0.0001940035,0.00081208,0.003639695,0.006821829,0.952293,0.00004322546],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0009250066,0.9945869,0.0004862399,0.0005202942,0.0003306836,0.00001749933,0.0000243602,0.00001055665,0.003098338],"genre_scores_gemma":[0.008796694,0.988229,0.0006812675,0.0006213526,0.0002618802,0.00002677178,0.0000358748,0.00000245112,0.001344715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003512281,"threshold_uncertainty_score":0.0117498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329397290352929,"score_gpt":0.2622423786761612,"score_spread":0.2489484057726319,"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."}}