{"id":"W2090078394","doi":"10.1159/000351059","title":"Harsh Voice Quality and Its Association with Blackness in Popular American Media","year":2013,"lang":"en","type":"article","venue":"Phonetica","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Psychology; Association (psychology); Quality (philosophy); Stereotype (UML); Identity (music); Social psychology; Art; Aesthetics","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":[0.0006015533,0.00005269458,0.0001306927,0.00003632379,0.00008518107,0.00004038893,0.00007177298,0.00005101947,0.0002905684],"category_scores_gemma":[0.002521907,0.00004784203,0.000009184237,0.0002059652,0.00009762921,0.00005609031,0.00001655756,0.0000713306,0.000119226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008266378,"about_ca_system_score_gemma":0.00005929864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01859792,"about_ca_topic_score_gemma":0.01164647,"domain_scores_codex":[0.9989955,0.0002824543,0.0001400125,0.0001450186,0.0002330358,0.0002039595],"domain_scores_gemma":[0.9993491,0.0002512828,0.0001130178,0.00006283618,0.0001336393,0.00009018861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004083476,0.0002178516,0.7841246,0.00002005646,0.00004191723,0.00001015214,0.09833013,0.000005339275,0.001323719,0.1064144,0.003635342,0.005835705],"study_design_scores_gemma":[0.0003911268,0.00002560983,0.9819708,0.000006117269,0.00001056358,3.31036e-7,0.002817821,0.00006560247,0.00006644976,0.002864562,0.01165378,0.0001272045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846482,0.00002965548,0.00004988136,0.00743925,0.0001960039,0.0001787439,0.000003919476,0.00003127604,0.007423078],"genre_scores_gemma":[0.9983029,0.00004198352,0.000380789,0.0006100927,0.0001283544,0.00001996189,0.000004302151,0.000004701885,0.0005068682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1978463,"threshold_uncertainty_score":0.9879373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02950140476830578,"score_gpt":0.3240035145705318,"score_spread":0.2945021098022261,"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."}}