{"id":"W6889136348","doi":"10.25403/upresearchdata.23799177","title":"Understanding and improving vocal health : a tiered investigation into a group of Occupational Voice Users","year":2023,"lang":"en","type":"dissertation","venue":"UpSpace Institutional Repository (University of Pretoria)","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sophistication; Voice therapy; Phonation; Voice Training; Employee voice; Workforce; Livelihood; Vocal folds","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003128039,0.0003697526,0.000690783,0.001114935,0.002209938,0.002560423,0.0006668068,0.001248207,0.004788754],"category_scores_gemma":[0.006207581,0.0003277224,0.001065923,0.0007163672,0.001177515,0.002008329,0.002996881,0.001463518,0.0006854365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227776,"about_ca_system_score_gemma":0.002448305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00736165,"about_ca_topic_score_gemma":0.01557237,"domain_scores_codex":[0.9983687,0.0004241413,0.0001570947,0.0001683883,0.0004807829,0.0004008844],"domain_scores_gemma":[0.9975304,0.0007331666,0.0005036595,0.000119558,0.0006344694,0.0004788611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004057237,0.001018508,0.7751432,0.001152867,0.0001314571,0.0005921006,0.1245604,0.00005638807,0.001893967,0.000521544,0.001094867,0.09342909],"study_design_scores_gemma":[0.00002780008,0.00126547,0.7876951,0.001014056,0.000165029,0.001113048,0.19953,0.000295994,0.0003413732,0.0005922446,0.007910023,0.00004998944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933549,0.001857792,0.0003637052,0.0006562901,0.00003956409,0.0002268882,0.0001225589,0.000005557596,0.003372741],"genre_scores_gemma":[0.9944506,0.001825714,0.0009824744,0.0005017546,0.00002533133,0.0002540876,0.0001274452,0.000005388189,0.001827213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00736165,"threshold_uncertainty_score":0.01654285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06061103257682523,"score_gpt":0.2817990933824251,"score_spread":0.2211880608055999,"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."}}