{"id":"W4213415731","doi":"10.7759/cureus.22557","title":"Investigating the Effects of Auditory and Vibrotactile Rhythmic Sensory Stimulation on Depression: An EEG Pilot Study","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian University Music Society; University Health Network; Baycrest Hospital; Simon Fraser University; St. Michael's Hospital","funders":"","keywords":"Medicine; Electroencephalography; Audiology; Rating scale; Depression (economics); Major depressive disorder; Rhythm; Resting state fMRI; Psychiatry; Psychology; Cognition; Internal medicine; Developmental psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002525521,0.000106167,0.0001198542,0.00003922142,0.0008033541,0.00001734533,0.0001208351,0.00001062184,0.00001881715],"category_scores_gemma":[0.005820632,0.00008301628,0.00001597169,0.0001513142,0.0001117301,0.0001414655,0.0002454318,0.0002199693,0.000002450868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005550152,"about_ca_system_score_gemma":0.00002483421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000374066,"about_ca_topic_score_gemma":0.00001777954,"domain_scores_codex":[0.9983414,0.000666421,0.0001238551,0.0003569427,0.000395128,0.0001162597],"domain_scores_gemma":[0.9921317,0.007400231,0.0001177325,0.0002921035,0.00002185515,0.00003639904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001544385,0.0009145589,0.01740832,0.00005252569,0.00002214038,0.00002000063,0.002967372,0.007898273,0.966625,0.0002343072,0.00223336,0.001469738],"study_design_scores_gemma":[0.00221471,0.01579736,0.8757702,0.0000618011,0.00007035313,0.00005574956,0.00295996,0.01152543,0.08749923,0.0020242,0.001587567,0.0004334237],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977123,0.00008203439,0.00001140451,0.000262521,0.0009585001,0.0006584969,0.000006431312,0.00005465257,0.0002536878],"genre_scores_gemma":[0.9988613,0.000002328096,0.00001487686,0.0007004872,0.0001476108,0.0001493796,5.430093e-7,0.00001413209,0.0001093247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8791257,"threshold_uncertainty_score":0.696826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04925412715976359,"score_gpt":0.286567395218293,"score_spread":0.2373132680585294,"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."}}