{"id":"W2113994869","doi":"10.18806/tesl.v20i1.941","title":"Improving Pronunciation of Adult ESL Students","year":2002,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pronunciation; Stress (linguistics); Linguistics; Grammar; Sentence; Psychology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005817212,0.0003283726,0.0002896468,0.0003771098,0.0003228333,0.0006771248,0.0002850613,0.0003789871,0.005395696],"category_scores_gemma":[0.002511069,0.00008291453,0.0001293879,0.0001430378,0.0002250485,0.0005175701,0.0005407538,0.000571124,0.002185022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002151583,"about_ca_system_score_gemma":0.000290922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000702158,"about_ca_topic_score_gemma":0.001263086,"domain_scores_codex":[0.9996015,0.00007326656,0.0000523358,0.00006972914,0.0001465572,0.00005661402],"domain_scores_gemma":[0.9987134,0.0002188746,0.0001308405,0.0000846684,0.0005766863,0.0002754915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008495236,0.00283642,0.1406298,0.0003498699,0.00002259083,0.002740476,0.04346803,0.0004371218,0.1464102,0.0006939451,0.005250193,0.6563118],"study_design_scores_gemma":[0.0002869804,0.01292047,0.60862,0.0003132502,0.000183408,0.01520591,0.05029151,0.004785788,0.1875076,0.002259314,0.117392,0.000233788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993004,0.0001919196,0.002454064,0.0002016049,0.00003359197,0.00002884299,0.0001128967,0.0001785194,0.003794567],"genre_scores_gemma":[0.9795778,0.000300003,0.008265281,0.0001389679,0.00001529615,0.00003758815,0.0002085662,0.0000451322,0.0114114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005395696,"threshold_uncertainty_score":0.01805037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01710942953332288,"score_gpt":0.2746552016723298,"score_spread":0.2575457721390069,"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."}}