{"id":"W2947708985","doi":"10.5539/hes.v9n2p154","title":"Benefits and Problems: Centralized Administration on College English Course in Chinese Higher Education Institutions","year":2019,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Southwest University","keywords":"Higher education; Administration (probate law); Government (linguistics); Corporate governance; China; Christian ministry; Political science; Public administration; Diversity (politics); Public relations; Management; Economics","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":[0.01215632,0.0002870267,0.0004363402,0.001664362,0.005582614,0.00465921,0.001154439,0.001226411,0.004440069],"category_scores_gemma":[0.01822114,0.0003819167,0.0006330024,0.002140804,0.007323763,0.004023686,0.00703682,0.001599189,0.0002580325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01448004,"about_ca_system_score_gemma":0.02752829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03902878,"about_ca_topic_score_gemma":0.06295833,"domain_scores_codex":[0.9832203,0.006596484,0.0009739466,0.001301323,0.00368853,0.004219423],"domain_scores_gemma":[0.9803813,0.003953739,0.005288411,0.002338055,0.003624416,0.004414188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005525191,0.0008428595,0.7093273,0.0003980969,0.0001492935,0.001847767,0.03870895,0.002142173,0.002617931,0.07059848,0.007242403,0.1655722],"study_design_scores_gemma":[0.0001088322,0.0005296616,0.9121019,0.0004009795,0.0001370499,0.0002745761,0.05739929,0.002145634,0.00174325,0.01137142,0.01369213,0.00009521695],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705819,0.0003858541,0.0008135336,0.007636189,0.00004871621,0.00013972,0.00005068188,0.00003208686,0.02031141],"genre_scores_gemma":[0.9974385,0.0001047331,0.0002115508,0.0004725785,0.00002173572,0.00003121841,0.0000149378,0.000004259084,0.001700278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03902878,"threshold_uncertainty_score":0.1050605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05399701020810856,"score_gpt":0.3292806033089624,"score_spread":0.2752835931008538,"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."}}