{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0052075,0.0006709971,0.0003924269,0.0006201043,0.0003203074,0.0006307518,0.0008941959,0.0004799583,0.004497902],"category_scores_gemma":[0.007803566,0.0002524786,0.0005123973,0.0001810911,0.0003107938,0.0006765389,0.0008124127,0.000420779,0.0008293695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002889181,"about_ca_system_score_gemma":0.0006285722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008190356,"about_ca_topic_score_gemma":0.001680994,"domain_scores_codex":[0.9986663,0.0007573242,0.00008640724,0.0001210474,0.0002635924,0.0001053777],"domain_scores_gemma":[0.9957354,0.002553831,0.0001573076,0.0002001839,0.0009818074,0.0003714815],"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":[0.005192786,0.01431458,0.02844965,0.00337795,0.0002140487,0.00215124,0.02861348,0.002674192,0.1373241,0.0005785432,0.01158701,0.7655224],"study_design_scores_gemma":[0.005703154,0.1394312,0.4848341,0.00368885,0.001144163,0.007153,0.02682615,0.04089339,0.1566011,0.001206897,0.1318892,0.0006288576],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758188,0.0002670826,0.01582142,0.0001308779,0.00005344017,0.002648348,0.0003412018,0.001337875,0.003580937],"genre_scores_gemma":[0.8764526,0.0007057497,0.1078952,0.0002100628,0.00004801033,0.005130562,0.001257787,0.0008004975,0.007499467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0052075,"threshold_uncertainty_score":0.02754021,"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."}}