{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002519205,0.0002216308,0.0002576217,0.0006632528,0.0006328588,0.0004779046,0.0001597687,0.0002154977,0.003648011],"category_scores_gemma":[0.0006979257,0.00008663652,0.0001654138,0.0002889781,0.0001455804,0.0001760189,0.0002883968,0.00019045,0.001266294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001875177,"about_ca_system_score_gemma":0.0001634204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009101587,"about_ca_topic_score_gemma":0.0174127,"domain_scores_codex":[0.9997831,0.00005105368,0.00001965118,0.00005033648,0.00004140207,0.00005453363],"domain_scores_gemma":[0.9996787,0.00006041066,0.00005914106,0.00001823351,0.0001092577,0.00007420179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002081486,0.0003662273,0.9193949,0.00004971355,0.0000668344,0.001052112,0.01026469,0.00009638151,0.03925641,0.0001392357,0.0006685027,0.02656363],"study_design_scores_gemma":[0.00000530545,0.0001463207,0.9939722,0.000004156408,0.00002610655,0.0005012528,0.003479525,0.0002014609,0.001100102,0.00001759542,0.0005392345,0.000006766439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984908,0.00003965178,0.00008890114,0.00001861153,0.000006953209,0.000008672832,0.0001460403,0.000004364452,0.001196034],"genre_scores_gemma":[0.9976172,0.00007808439,0.0001305117,0.00003052145,0.000008985783,0.00001526581,0.000212401,0.000006836407,0.001900181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009101587,"threshold_uncertainty_score":0.01809722,"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."}}