{"id":"W1711543332","doi":"10.3968/j.hess.1927024020130503.c736","title":"Current College Public English Study in China","year":2013,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Specialty; Quality (philosophy); College English; English language; Sociology; Political science; Higher education; English studies; Pedagogy; Linguistics; Mathematics education; Psychology; Law","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":[0.0009614808,0.0001865405,0.0002955471,0.001648332,0.003670006,0.001834083,0.0005883124,0.0004438097,0.02180554],"category_scores_gemma":[0.001063762,0.0001772832,0.0002366025,0.002587853,0.0008521004,0.001213657,0.001592544,0.0005752909,0.001006148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003371385,"about_ca_system_score_gemma":0.009795844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09334405,"about_ca_topic_score_gemma":0.1414403,"domain_scores_codex":[0.9990813,0.00009588059,0.00004935999,0.0001295225,0.0001884375,0.0004556],"domain_scores_gemma":[0.9979456,0.00008945132,0.0001908078,0.00005860959,0.0002642912,0.001451219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001887419,0.0006436184,0.8114385,0.0004231444,0.00004070293,0.001735476,0.04319779,0.00006746495,0.001865191,0.01064543,0.02779252,0.1019615],"study_design_scores_gemma":[0.00001738771,0.00007036457,0.9049987,0.00009744374,0.00002098726,0.0002859525,0.03487153,0.0002120957,0.0001867065,0.000383128,0.05883709,0.00001865936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630507,0.001800112,0.000110631,0.006103463,0.0001200545,0.00004872299,0.0004093482,0.00002264276,0.02833437],"genre_scores_gemma":[0.9722232,0.001615177,0.00004314143,0.001115958,0.0001065168,0.00002812487,0.0003980848,0.000009842344,0.02445991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09334405,"threshold_uncertainty_score":0.1856014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03621964260711708,"score_gpt":0.370731702484015,"score_spread":0.334512059876898,"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."}}