{"id":"W4407597552","doi":"10.1016/j.jvoice.2025.01.015","title":"Effectiveness of Edge Therapy: A Randomized Clinical Trial for Muscle Tension Dysphonia","year":2025,"lang":"en","type":"article","venue":"Journal of Voice","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Iran University of Medical Sciences","keywords":"Muscle tension; Randomized controlled trial; Medicine; Physical medicine and rehabilitation; Audiology; Internal medicine","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":[0.006747522,0.000102735,0.001189821,0.0001597488,0.0000347502,0.000007916828,0.0001011816,0.0001314387,0.00001325272],"category_scores_gemma":[0.003831467,0.00006520765,0.000846628,0.0001721621,0.00009732232,0.00006453523,0.00001497738,0.000253469,0.000002090216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000265124,"about_ca_system_score_gemma":0.0003791202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001444378,"about_ca_topic_score_gemma":0.000002136446,"domain_scores_codex":[0.9980205,0.0005759479,0.0009456994,0.0001149678,0.0002170522,0.0001258025],"domain_scores_gemma":[0.9940426,0.004659231,0.0004815302,0.0001607981,0.000586125,0.00006972961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9587234,0.0008648371,0.0004670687,0.0002463407,0.0005849908,0.00001026647,0.00006729703,0.000003360974,0.01296422,0.00006609818,0.001741164,0.02426101],"study_design_scores_gemma":[0.9741838,0.002780779,0.008840892,0.0007354171,0.0006148756,0.00001326507,0.00009834264,0.000131022,0.003880229,0.0009797876,0.007677488,0.00006409198],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987589,0.001815256,0.006171548,0.001085305,0.001424889,0.001469893,0.00000192937,0.000007205349,0.0004349866],"genre_scores_gemma":[0.9968993,0.0009137652,0.00107449,0.0004731418,0.0003480117,0.00001795303,0.000001968521,0.0000127166,0.0002586181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02419692,"threshold_uncertainty_score":0.45869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03814123906853478,"score_gpt":0.3955746117635207,"score_spread":0.3574333726949859,"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."}}