{"id":"W2129988987","doi":"10.1177/0265532208092433","title":"Test review: College English Test (CET) in China","year":2008,"lang":"en","type":"article","venue":"Language Testing","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":192,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Test (biology); College English; China; Psychology; Language assessment; Test of English as a Foreign Language; Mathematics education; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002831015,0.0001062119,0.0001488902,0.00008491719,0.000125452,0.0000126508,0.0005765132,0.00004747985,0.00002264514],"category_scores_gemma":[0.005635848,0.0001009612,0.00002291014,0.0009279926,0.00004414333,0.0002050505,0.0001571483,0.0002469618,0.00003266115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005216243,"about_ca_system_score_gemma":0.0001308074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005520729,"about_ca_topic_score_gemma":0.00001649271,"domain_scores_codex":[0.9991082,0.00002652666,0.0002159245,0.0002697317,0.0001467905,0.0002328238],"domain_scores_gemma":[0.9985433,0.0008735562,0.00008397402,0.0003911617,0.0000654395,0.00004255298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[4.736991e-7,0.0007546929,0.9472071,0.0002532321,0.000006408845,0.001056227,0.004956536,0.00001436461,0.002156925,0.009492432,0.01671873,0.01738289],"study_design_scores_gemma":[0.0007210357,0.0002374557,0.9806531,0.002421604,0.00001057539,0.0007350305,0.0006214603,0.005557359,0.002512983,0.001761639,0.004042175,0.0007256031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8762404,0.02024066,0.002485356,0.008441632,0.0007210257,0.0009573118,0.00002954325,0.002326088,0.08855796],"genre_scores_gemma":[0.9365644,0.0001212005,0.0617414,0.0008107263,0.0001173232,0.0000390768,0.000003876175,0.000007766623,0.0005942316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08796372,"threshold_uncertainty_score":0.6747043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01727451502830387,"score_gpt":0.2757766721564041,"score_spread":0.2585021571281003,"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."}}