{"id":"W2361637645","doi":"","title":"A Study of Establishing Higher Educational Quality Assurance System","year":2002,"lang":"en","type":"article","venue":"Journal of Kunming University of Science and Teachnology","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Higher education; Quality assurance; China; Elite; Quality (philosophy); Political science; Economic growth; Public relations; Business; Marketing; Service (business); Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01783924,0.0001540728,0.0001958201,0.001838944,0.00542238,0.006409619,0.001112764,0.0009178743,0.002375536],"category_scores_gemma":[0.03039674,0.0002544971,0.0003668834,0.002720658,0.003223485,0.00430337,0.001864135,0.001724009,0.0002013692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01486576,"about_ca_system_score_gemma":0.01995343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03365255,"about_ca_topic_score_gemma":0.02360887,"domain_scores_codex":[0.9844428,0.008397085,0.0006934165,0.0008566556,0.003966311,0.001643644],"domain_scores_gemma":[0.9621664,0.01385966,0.006628385,0.001456301,0.01178484,0.004104424],"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":[0.0002873301,0.001601162,0.3913715,0.0006708179,0.00004931749,0.001183162,0.2296266,0.001170874,0.005091115,0.2133111,0.006867007,0.14877],"study_design_scores_gemma":[0.0000837533,0.001745866,0.5078937,0.0007021516,0.00008335362,0.0004435027,0.3361847,0.005274787,0.005518451,0.0130729,0.128869,0.000127866],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596624,0.0004965374,0.003051888,0.004358402,0.00005491748,0.0002733604,0.0000362954,0.00002693227,0.03203932],"genre_scores_gemma":[0.9968303,0.0001692434,0.0009828128,0.0001776969,0.00001314536,0.00003036547,0.00001890435,0.000005998808,0.001771366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03365255,"threshold_uncertainty_score":0.1078591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04877581217647257,"score_gpt":0.3036824531355188,"score_spread":0.2549066409590462,"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."}}