{"id":"W1963794214","doi":"10.1159/000265737","title":"Speaker Race Identification of Selected Adult North American Indians","year":2009,"lang":"en","type":"article","venue":"Folia Phoniatrica et Logopaedica","topic":"Speech Recognition and Synthesis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Race (biology); Identification (biology); Speech recognition; Linguistics; Psychology; Computer science; Biology; Sociology; Gender studies","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":[0.0002952629,0.0002023799,0.0003391548,0.0003907002,0.0001026898,0.00009181605,0.0008770747,0.00006434268,0.00005901362],"category_scores_gemma":[0.0005183544,0.0001931212,0.0001377727,0.003000147,0.00009370821,0.0003273615,0.00006418172,0.0002327357,0.0003181104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005643777,"about_ca_system_score_gemma":0.00020602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006583054,"about_ca_topic_score_gemma":0.00009300753,"domain_scores_codex":[0.9977701,0.000191177,0.0005883563,0.0004987373,0.0005719108,0.00037972],"domain_scores_gemma":[0.9980397,0.0001556545,0.0005178387,0.0006247407,0.0004624394,0.0001996496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007281128,0.001099594,0.01997328,0.00002765308,0.0001030812,0.0000783397,0.00209086,0.0000246429,0.005739834,0.003441966,0.03020336,0.9371446],"study_design_scores_gemma":[0.000687005,0.0004028827,0.9733937,0.00001659815,0.00005730611,0.00005666905,0.00005376029,0.004659336,0.0140133,0.0006707673,0.00549979,0.0004888753],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8021968,0.0001397409,0.1758803,0.01414245,0.0005056263,0.0005992849,0.00007148253,0.0006253185,0.005838974],"genre_scores_gemma":[0.9741244,0.0002074913,0.02402027,0.001309159,0.0001022818,0.00001129024,0.00002168545,0.00001229999,0.0001911026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9534205,"threshold_uncertainty_score":0.7875252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006771217413491929,"score_gpt":0.2354318276061985,"score_spread":0.2286606101927065,"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."}}