{"id":"W4389083997","doi":"10.1121/10.0023431","title":"Robustness of lateral tongue bracing in second language speech","year":2023,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bracing; Robustness (evolution); Computer science; Speech recognition; Tongue; Linguistics; Engineering; Structural engineering; Brace","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":[0.0006678412,0.0003996239,0.000351478,0.000633337,0.0002979803,0.0009535558,0.0001994138,0.0003918817,0.002478242],"category_scores_gemma":[0.007451934,0.0002723924,0.0002690709,0.0002004415,0.000602266,0.0005802482,0.0008523331,0.0004481974,0.0004347389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002645451,"about_ca_system_score_gemma":0.0002508269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002818009,"about_ca_topic_score_gemma":0.002714747,"domain_scores_codex":[0.9995869,0.00008436257,0.00003652048,0.0001097494,0.0001290387,0.00005351923],"domain_scores_gemma":[0.9976083,0.001088043,0.0005938293,0.0002166916,0.0003193399,0.0001738723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00263869,0.000124217,0.06121543,0.0004733507,0.0001181149,0.0004463189,0.005680508,0.001055823,0.8888443,0.0002011215,0.0003053286,0.03889679],"study_design_scores_gemma":[0.0000232665,0.0009534642,0.957041,0.00004948225,0.00006596604,0.0005941878,0.002145123,0.002438407,0.03564971,0.0003502019,0.0006299785,0.0000592582],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972805,0.0002210142,0.0008175183,0.00003146269,0.000009938854,0.00001526944,0.0001151653,0.00003376358,0.001475328],"genre_scores_gemma":[0.9991692,0.00005212481,0.0002862524,0.00001729817,0.000004342217,0.00001269475,0.0001046981,0.00001593795,0.0003375384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002818009,"threshold_uncertainty_score":0.008290529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0220176065323628,"score_gpt":0.3193789853856777,"score_spread":0.2973613788533149,"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."}}