{"id":"W4401731060","doi":"10.1007/978-3-031-59793-0_4","title":"Factors Influencing Global Accent Ratings of Students in Mandarin Chinese Bilingual Programs","year":2024,"lang":"en","type":"book-chapter","venue":"Multilingual education","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Victoria","funders":"","keywords":"Mandarin Chinese; Stress (linguistics); Linguistics; Psychology; Philosophy","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":[0.0008957074,0.0001436742,0.0001819187,0.0004201062,0.0007504234,0.001435203,0.0002479165,0.000293015,0.00470048],"category_scores_gemma":[0.002978671,0.0001037269,0.0001906937,0.0005026399,0.0004164129,0.0002987091,0.0006575029,0.0007678805,0.0007929606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005629309,"about_ca_system_score_gemma":0.0005641144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01404978,"about_ca_topic_score_gemma":0.03592594,"domain_scores_codex":[0.9994231,0.0001665968,0.00002823129,0.00005417965,0.0001250018,0.0002028412],"domain_scores_gemma":[0.9966878,0.0006393286,0.0006912006,0.00006905782,0.0004271538,0.001485571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004780568,0.000431029,0.9831063,0.00001988357,0.00002197605,0.0001378892,0.006000044,0.00003821279,0.001725193,0.0001035699,0.0005730455,0.007364834],"study_design_scores_gemma":[0.000005059975,0.0001164117,0.9888966,0.000007309108,0.000009026482,0.00002699762,0.01032009,0.00006410744,0.0002081573,0.00002343898,0.0003177154,0.000005153391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980727,0.00002545469,0.00001125467,0.00003598726,0.000005141222,0.000004904161,0.00002527607,9.719304e-7,0.001818216],"genre_scores_gemma":[0.9984933,0.00004103482,0.00001780875,0.00003219766,0.000005685366,0.000005498425,0.00004760903,0.000001409513,0.001355342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01404978,"threshold_uncertainty_score":0.02793598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07197802734207583,"score_gpt":0.4862747281875811,"score_spread":0.4142967008455052,"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."}}