{"id":"W1926056525","doi":"","title":"Mandarin listeners' perception of english vowels: Problems and strategies","year":2006,"lang":"en","type":"article","venue":"CSUN ScholarWorks (California State University, Northridge)","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mandarin Chinese; Vowel; Perception; Duration (music); Psychology; Contrast (vision); Speech perception; Mid vowel; Linguistics; Speech recognition; Audiology; Acoustics; Formant; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005216899,0.0002592716,0.0003474727,0.0004793193,0.0003115324,0.0001359919,0.0003900416,0.0002901903,0.0005593539],"category_scores_gemma":[0.00003190408,0.0002780902,0.0001076131,0.0005655601,0.0005907421,0.0003611658,0.0002840407,0.0007314621,0.0001125911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008243069,"about_ca_system_score_gemma":0.00009481805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002505488,"about_ca_topic_score_gemma":0.001453896,"domain_scores_codex":[0.9979774,0.0002887013,0.0003343471,0.000551241,0.0002844533,0.0005637942],"domain_scores_gemma":[0.9985808,0.00009831692,0.0001743178,0.0004320344,0.0005415537,0.0001729982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002580906,0.001986444,0.8680936,0.0005174645,0.0006808423,0.0005853038,0.04204045,0.00393419,0.00690611,0.01487114,0.01664836,0.0411552],"study_design_scores_gemma":[0.003872086,0.0004867853,0.8540887,0.00009476176,0.0001066508,0.00002472548,0.01118666,0.0002555251,0.00009297455,0.003213642,0.1258871,0.0006904025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692008,0.0004612992,0.00136352,0.00008619612,0.0003709094,0.0003214268,0.0004764659,0.00009788678,0.02762151],"genre_scores_gemma":[0.9939278,0.0003344587,0.0002558798,0.00002532848,0.0001360727,0.00000287931,0.0001575362,0.00003012031,0.005129864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1092387,"threshold_uncertainty_score":0.9999671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01300344835854642,"score_gpt":0.2409909961930846,"score_spread":0.2279875478345382,"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."}}