{"id":"W4414194789","doi":"10.2196/73841","title":"TruVox Web-Based Software for Vocal Pitch Training in Transgender Women: Development and Single-Session Evaluations","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; USable; Visualization; Training (meteorology); Transgender; Perception","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001647609,0.0001197772,0.0002407373,0.000688441,0.000271958,0.00003553339,0.00008089831,0.0001079826,0.00007018475],"category_scores_gemma":[0.0003752093,0.0001000126,0.00003804766,0.0007992779,0.0001147136,0.0001603156,0.00002907701,0.0003628138,0.000007979656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004252456,"about_ca_system_score_gemma":0.001831815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003321833,"about_ca_topic_score_gemma":0.00006130734,"domain_scores_codex":[0.9982756,0.0001351646,0.0003115089,0.0002224846,0.0005189295,0.0005362632],"domain_scores_gemma":[0.9989069,0.0004848039,0.0000260979,0.0001287362,0.0003335924,0.0001199306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001323181,0.001002285,0.004914212,0.001718903,0.0001041642,0.000008478717,0.1705469,0.00003861757,0.00409774,0.0004609111,0.003350232,0.8124344],"study_design_scores_gemma":[0.06681327,0.00561765,0.222557,0.005494076,0.00006724009,0.00001573864,0.4242536,0.04733688,0.04122024,0.009961091,0.1754118,0.001251434],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774549,0.0001467787,0.01569395,0.00292052,0.00004573091,0.00159117,0.00001108961,0.0000426225,0.002093243],"genre_scores_gemma":[0.9945006,0.000009745645,0.003140092,0.0003003882,0.00001481314,0.001422152,0.00005517797,0.00001341859,0.0005435467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8111829,"threshold_uncertainty_score":0.4078395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1402645188740939,"score_gpt":0.4572838341129677,"score_spread":0.3170193152388739,"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."}}