{"id":"W2960638122","doi":"10.1159/000500187","title":"Detecting Foreign Accents in Song","year":2019,"lang":"en","type":"article","venue":"Phonetica","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Transport Canada","funders":"","keywords":"Duration (music); Pronunciation; Stress (linguistics); Linguistics; Active listening; Psychology; Perception; Vowel; Speech recognition; Variation (astronomy); First language; Intonation (linguistics); Communication; Computer science; Acoustics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003144329,0.0001121261,0.0001777571,0.0001627734,0.00003583545,0.00002162122,0.000298736,0.0001374909,0.00807483],"category_scores_gemma":[0.00004532112,0.0001117809,0.00004369316,0.0002775731,0.00005356925,0.00003164842,0.0001192152,0.0003846574,0.006658731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003086218,"about_ca_system_score_gemma":0.00002363344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003916839,"about_ca_topic_score_gemma":0.00007273267,"domain_scores_codex":[0.9986236,0.000111464,0.0002054029,0.0003402771,0.0001436821,0.0005755753],"domain_scores_gemma":[0.9992616,0.000173176,0.00003752139,0.0004185346,0.00002502917,0.00008420506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007510101,0.0005949108,0.8474282,0.00005257559,0.0001288732,0.0001578252,0.01395143,0.00003863398,0.04804494,0.005588272,0.002912704,0.08035061],"study_design_scores_gemma":[0.00182622,0.0003028839,0.9846917,0.00002585262,0.000005568222,0.00002843769,0.0007704469,0.0006957636,0.003203559,0.005576636,0.002625903,0.0002470094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8672649,0.0002255453,0.00004059359,0.00008545726,0.0005215714,0.0002493203,0.000002718639,0.00002952003,0.1315803],"genre_scores_gemma":[0.9974992,0.00001438973,0.0001783284,0.000139176,0.00006051842,0.00003863316,0.000002931226,0.00002400522,0.002042768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1372635,"threshold_uncertainty_score":0.9941147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03178688052954878,"score_gpt":0.3504262318221454,"score_spread":0.3186393512925966,"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."}}