{"id":"W1993789570","doi":"10.1080/14613808.2015.1014329","title":"Hoarse with no name: chronic voice problems, policy and music teacher marginalisation","year":2015,"lang":"en","type":"article","venue":"Music Education Research","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Agency (philosophy); Autonomy; Music education; Enforcement; Subject (documents); Politics; Health care; Public relations; S Voice; Sociology; Psychology; Pedagogy; Political science; Law; Social 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":[0.001164723,0.0001290647,0.0001588505,0.0004358338,0.0001426306,0.0000800557,0.000104522,0.00009293322,0.0007147114],"category_scores_gemma":[0.0006736599,0.0001040396,0.00002104894,0.0007053575,0.0002442382,0.0002061277,0.00004977943,0.0004389113,0.0005622529],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000581112,"about_ca_system_score_gemma":0.005812157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002892786,"about_ca_topic_score_gemma":0.0005651474,"domain_scores_codex":[0.9981317,0.0001758576,0.000166495,0.0003402204,0.0007642018,0.0004215199],"domain_scores_gemma":[0.9981328,0.00006427418,0.00004776285,0.0003985202,0.00100025,0.0003563689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005781466,0.002520243,0.07200371,0.001454175,0.0001523123,0.00002187124,0.02536696,0.00001878194,0.002794174,0.004275016,0.7196095,0.1712051],"study_design_scores_gemma":[0.003540486,0.001941147,0.06721819,0.0004559264,0.0000612736,0.0001448329,0.013844,0.0005176816,0.0001347048,0.001371661,0.9104367,0.0003333457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926035,0.001384879,0.00002461531,0.01908305,0.0001307814,0.001059299,0.000001717386,0.00005200454,0.05222862],"genre_scores_gemma":[0.9367484,0.0001674307,0.0007864599,0.001107812,0.001919561,0.0003002058,0.0001115449,0.00004786577,0.05881066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1908272,"threshold_uncertainty_score":0.999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1195397835375554,"score_gpt":0.4007035754251163,"score_spread":0.2811637918875609,"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."}}