{"id":"W4413903491","doi":"10.5539/jel.v15n1p80","title":"The Quality Management of Teaching Among Instructors in Vocational Institutions in Guilin, Guangxi, People’s Republic of China","year":2025,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; China; Quality (philosophy); People's Republic; Pedagogy; Mathematics education; Psychology; Geography","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":[0.001236132,0.000123951,0.0001261404,0.0006931406,0.0008860813,0.0005743388,0.0003202977,0.0001976189,0.001075037],"category_scores_gemma":[0.002227936,0.000144759,0.0001059368,0.0006834939,0.0003938496,0.0003351785,0.0005174902,0.0002082561,0.00005003739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002180898,"about_ca_system_score_gemma":0.003750614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02064789,"about_ca_topic_score_gemma":0.04714917,"domain_scores_codex":[0.999307,0.0001582277,0.00007323422,0.00007990484,0.0002257921,0.0001557812],"domain_scores_gemma":[0.9979347,0.0003105657,0.0007786793,0.00005751867,0.0003026747,0.0006158921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001947472,0.00009076962,0.9820644,0.00005289388,0.000005722522,0.0001200045,0.005326828,0.0000753377,0.000934702,0.00009293971,0.0001436075,0.01107334],"study_design_scores_gemma":[0.000003418008,0.00005283722,0.994589,0.00001299962,0.000002978658,0.00004211281,0.004652502,0.000204679,0.0001069566,0.00002682041,0.0003028614,0.0000030062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996439,0.00002624047,0.00003184905,0.00007673874,9.436064e-7,0.000006762596,0.00001166075,8.27658e-7,0.0002010491],"genre_scores_gemma":[0.9996369,0.00004312751,0.00009513889,0.00001927768,0.000001942813,0.000008899499,0.00002542747,3.077666e-7,0.0001689995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02064789,"threshold_uncertainty_score":0.04105538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02618416416100681,"score_gpt":0.3976373405127998,"score_spread":0.371453176351793,"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."}}