{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002577101,0.0002009904,0.0004538079,0.0003750212,0.0004988096,0.00001396302,0.0001147941,0.0003233147,0.000007086377],"category_scores_gemma":[0.0001434528,0.0002595977,0.0001458286,0.0003586955,0.000345238,0.0003046716,0.00004102221,0.0003121074,0.000003095673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007774596,"about_ca_system_score_gemma":0.002294755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004890094,"about_ca_topic_score_gemma":0.003985974,"domain_scores_codex":[0.9983934,0.00006221822,0.0002943272,0.0003908378,0.0006839068,0.0001753315],"domain_scores_gemma":[0.9986938,0.00009625302,0.0005694279,0.0001885599,0.0002611731,0.0001908331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02511613,0.001511017,0.3064964,0.04905194,0.005360966,0.0008488277,0.2253777,0.002016186,0.1773486,0.1742019,0.02536115,0.007309223],"study_design_scores_gemma":[0.008629449,0.002205755,0.7351679,0.007673722,0.001632763,0.0001316795,0.2276179,0.006982311,0.001763076,0.004320642,0.002493813,0.001381076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938509,0.0003587934,0.002258755,0.0004978917,0.001291558,0.0005520149,0.00003191977,0.00008170692,0.001076396],"genre_scores_gemma":[0.9931027,0.0001390476,0.002654278,0.00002617176,0.0001506901,0.000001617058,0.001102477,0.00002334037,0.002799711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4286714,"threshold_uncertainty_score":0.9999856,"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."}}