{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008299308,0.0005218696,0.0005957647,0.0004591401,0.0002180295,0.0002637799,0.0006719997,0.0005684161,0.0003499849],"category_scores_gemma":[0.0009595313,0.0004853916,0.0002558687,0.000374268,0.0003283326,0.0001774821,0.0001555938,0.0006271583,0.00007077988],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001271389,"about_ca_system_score_gemma":0.007211227,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02198938,"about_ca_topic_score_gemma":0.02201448,"domain_scores_codex":[0.9966512,0.00008197765,0.001059397,0.0006861777,0.001044348,0.0004769106],"domain_scores_gemma":[0.9981328,0.0001445673,0.0005549139,0.0003894613,0.0004858271,0.0002923871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005549237,0.001121484,0.2424791,0.000637071,0.0001311344,0.000005532023,0.4375479,0.00002411894,0.00002985407,0.06166803,0.000132489,0.2561678],"study_design_scores_gemma":[0.002009166,0.000384953,0.1353791,0.006801012,0.0004737005,0.000006433957,0.1629447,0.0001301843,0.0003535864,0.0407524,0.6471065,0.003658258],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7757184,0.0007282965,4.164809e-7,0.0001128324,0.003225863,0.001008689,0.00003848882,0.000115727,0.2190513],"genre_scores_gemma":[0.805948,0.0001060073,0.0001477959,0.0001068455,0.001103841,0.00003002127,0.0001804244,0.000059618,0.1923175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.646974,"threshold_uncertainty_score":0.9997598,"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."}}