{"id":"W4327740394","doi":"10.5430/wjel.v13n3p156","title":"The Impact of Teacher Quality Management on Student Performance in the Education Sector: Literature Review","year":2023,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Vocational education; Quality management; Service (business); Classroom management; Service quality; Psychology; Medical education; Mathematics education; Business; Pedagogy; Marketing; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003750889,0.00007322132,0.000159912,0.0001937596,0.0001769813,0.00004512363,0.000491533,0.00002549388,0.00003262486],"category_scores_gemma":[0.0008887617,0.00003776443,0.0001068186,0.001418795,0.00009052347,0.0001120014,0.00003234476,0.0003460712,0.000004722101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002218533,"about_ca_system_score_gemma":0.0001180924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005118406,"about_ca_topic_score_gemma":0.0003916433,"domain_scores_codex":[0.9986574,0.0003444691,0.0003492023,0.00007389453,0.0004122798,0.0001627691],"domain_scores_gemma":[0.9989287,0.0002318216,0.0003354091,0.0002256713,0.0002554184,0.00002299652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000360574,0.0004469393,0.03802451,0.0002892322,0.0001683635,0.000009828376,0.6405711,0.00003557697,0.0000188055,0.01167935,0.1851435,0.1235767],"study_design_scores_gemma":[0.0001485958,0.00005917434,0.6487965,0.001855624,0.00002213466,7.358956e-7,0.2097122,1.633439e-7,0.00001313366,0.0001399112,0.1391775,0.00007436667],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9128371,0.03351703,1.7874e-7,0.002009992,0.0006464598,0.0002920628,0.000001699824,0.00003620659,0.05065924],"genre_scores_gemma":[0.961329,0.03412409,0.00001805364,0.0001528385,0.0004136692,0.00002149205,0.000001199293,0.000004379053,0.003935216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.610772,"threshold_uncertainty_score":0.1539989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02148682594415329,"score_gpt":0.4110518019041748,"score_spread":0.3895649759600215,"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."}}