{"id":"W4388894198","doi":"10.1101/2023.11.21.23298774","title":"Validating the efficacy and value proposition of Mental Fitness Vocal Biomarkers in a psychiatric population: prospective cohort study","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Neuroscience and Music Perception","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"Mitacs","keywords":"Mental health; Checklist; Population; Anxiety; Medicine; Cohort; Depression (economics); Bipolar disorder; Psychiatry; Prospective cohort study; Psychology; Clinical psychology; Mood; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01760404,0.000502352,0.0005970212,0.0009340935,0.0005397078,0.001614489,0.0006029533,0.000882228,0.001882441],"category_scores_gemma":[0.04288602,0.0002905462,0.000991708,0.0007256371,0.0004595082,0.0006687374,0.001229433,0.0008948696,0.0005276119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000268924,"about_ca_system_score_gemma":0.0007537754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00110287,"about_ca_topic_score_gemma":0.001898265,"domain_scores_codex":[0.9906884,0.00577638,0.0006510549,0.001150459,0.001502671,0.0002309441],"domain_scores_gemma":[0.9810216,0.009235332,0.002926131,0.002424427,0.003754439,0.0006379724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002069669,0.0005501527,0.9415856,0.00040508,0.001047382,0.000108727,0.0006837541,0.0003194231,0.001916473,0.0002316208,0.001258067,0.04982395],"study_design_scores_gemma":[0.0002333357,0.005046984,0.9793114,0.0003757837,0.001619559,0.000577054,0.001058156,0.004158266,0.00249064,0.0005558482,0.004483642,0.00008939958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785882,0.002435386,0.01228352,0.0005638205,0.0002530496,0.0008167567,0.002260848,0.00006346429,0.002734886],"genre_scores_gemma":[0.9917781,0.0005428804,0.005555073,0.000266093,0.0001330083,0.0005075259,0.000755888,0.00001430332,0.0004471971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01760404,"threshold_uncertainty_score":0.09310019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04240831179447019,"score_gpt":0.3290342851690179,"score_spread":0.2866259733745477,"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."}}