{"id":"W2963135801","doi":"10.5539/elt.v12n8p89","title":"Review of Chinese English Learners’ Prosodic Acquisition","year":2019,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prosody; Pronunciation; Psychology; Linguistics; Stress (linguistics); Intonation (linguistics); Syllable; Mandarin Chinese; First language; Naturalness","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001550833,0.0001718086,0.000369573,0.0001346896,0.00005798915,0.00001957281,0.0003749797,0.0001441506,0.005509817],"category_scores_gemma":[0.000991215,0.0001467339,0.0001285205,0.0002126113,0.0000595606,0.0001167725,0.0001166228,0.0008815245,0.0003193345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003025596,"about_ca_system_score_gemma":0.00003019333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001866877,"about_ca_topic_score_gemma":0.000005957541,"domain_scores_codex":[0.9981802,0.0005242989,0.0003295521,0.0003590256,0.0002310711,0.0003759231],"domain_scores_gemma":[0.9987575,0.000224155,0.0001454885,0.0006930464,0.00009556353,0.00008417565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009964583,0.0004243925,0.05113097,0.00328611,0.0001823999,0.00005529474,0.9048126,0.000004821257,0.01338456,0.002029934,0.008532709,0.01605659],"study_design_scores_gemma":[0.0265536,0.006484205,0.2917969,0.04193737,0.0006511008,0.0002932457,0.4300261,0.0004849539,0.007446948,0.0038061,0.1831235,0.007396089],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8578891,0.02874114,0.00001570405,0.0000517282,0.001229669,0.0004168061,0.00001772011,0.0001247232,0.1115134],"genre_scores_gemma":[0.995387,0.0004532859,0.0001337297,0.000590555,0.0005740506,0.0000336655,0.00008368826,0.00003450119,0.002709584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4747865,"threshold_uncertainty_score":0.9953993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009848389694267276,"score_gpt":0.3297598788122201,"score_spread":0.3199114891179528,"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."}}