{"id":"W7115697022","doi":"10.13026/k81f-qr68","title":"Bridge2AI-Voice: An ethically-sourced, diverse voice dataset linked to health information","year":2025,"lang":"","type":"dataset","venue":"PhysioNet","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Université de Montréal; University of Toronto; SickKids Foundation; Dalhousie University; Hospital for Sick Children; Simon Fraser University","funders":"","keywords":"Spectrogram; Voice analysis; Mood; Data collection; Big data","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":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.004634907,0.0030879,0.003452955,0.002950632,0.002620142,0.001785148,0.006490908,0.002195888,0.001237049],"category_scores_gemma":[0.002726389,0.003548958,0.000565037,0.005493612,0.0005708243,0.006466971,0.007084772,0.007076178,0.150867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002360609,"about_ca_system_score_gemma":0.004625954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01731072,"about_ca_topic_score_gemma":0.002861569,"domain_scores_codex":[0.9803613,0.003478069,0.004660138,0.003277269,0.004796919,0.003426297],"domain_scores_gemma":[0.9797586,0.0009385043,0.00394703,0.009805177,0.001476837,0.004073846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00220491,0.001910202,0.000004568637,0.003680232,0.000459438,0.00002528824,0.0020314,0.004091185,0.0002678281,0.00004858818,0.9804004,0.004875899],"study_design_scores_gemma":[0.003595365,0.001645925,0.002237719,0.002396697,0.00070237,0.00002018253,0.0008102097,0.003168137,0.00001751025,0.00004597106,0.9823077,0.003052158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0006887348,0.0001781206,0.0004548254,0.004030309,0.00243175,0.005940681,0.9857289,0.0004948885,0.00005183011],"genre_scores_gemma":[0.0005333649,0.001039216,0.00106159,0.04418698,0.001738655,0.0002945533,0.9507969,0.0001933944,0.0001553239],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1496299,"threshold_uncertainty_score":0.9996759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03248821624541169,"score_gpt":0.3533403813016612,"score_spread":0.3208521650562495,"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."}}