{"id":"W4387139823","doi":"10.1080/23268263.2023.2258745","title":"Professional Voice and Text Coaching: Sparking Innovation in the Classroom","year":2023,"lang":"en","type":"article","venue":"Voice and Speech Review","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Coaching; Presentation (obstetrics); Professional development; Management; Audio visual; Pedagogy; Sociology; Psychology; Media studies; Multimedia; Medicine; Computer science","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":[0.0009364225,0.00009471173,0.0001914103,0.00005995109,0.0003304605,0.0001469115,0.00008834774,0.00002361606,0.0001402554],"category_scores_gemma":[0.0002636485,0.00005175698,0.00001944001,0.0002314594,0.0001094917,0.0001146608,0.0001116995,0.0001619685,0.0001491179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008309399,"about_ca_system_score_gemma":0.000008655309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006543849,"about_ca_topic_score_gemma":0.0002234992,"domain_scores_codex":[0.9992154,0.0001018928,0.0002258803,0.0001550952,0.0001566164,0.0001451227],"domain_scores_gemma":[0.9994919,0.0002944873,0.00007574668,0.00007647282,0.00004852383,0.00001287273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001141775,0.000117548,0.008580096,0.002700842,0.00004241793,0.00005685306,0.01223015,1.622889e-7,0.00002972524,0.4895652,0.1601152,0.3265504],"study_design_scores_gemma":[0.00008628261,0.00002716235,0.009068518,0.0009893596,0.00002096976,0.000002598614,0.002400055,0.000009485623,4.312502e-7,0.001494575,0.9858207,0.00007989905],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7529438,0.06618176,0.00000208973,0.04032092,0.0006579967,0.001473114,0.00002620228,0.0001447312,0.1382494],"genre_scores_gemma":[0.7956455,0.1318595,0.0001156918,0.04948955,0.001155151,0.0002358807,0.00007247035,0.00003013597,0.02139602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8257054,"threshold_uncertainty_score":0.2541668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1615761529068777,"score_gpt":0.3087240776460027,"score_spread":0.147147924739125,"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."}}