{"id":"W2980063786","doi":"10.5539/hes.v9n4p120","title":"On Academic Identification of College English Teacher in Terms of Discipline in Chinese Higher Education","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":"","keywords":"Higher education; Discipline; Accreditation; College English; Pedagogy; Premise; Duty; Medical education; Faculty development; Sociology; Professional development; Psychology; Mathematics education; Political science; Medicine; Social science","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":[0.001801154,0.0001336267,0.0001351496,0.001884789,0.002936236,0.001444825,0.0003651801,0.0003535446,0.002236336],"category_scores_gemma":[0.006822465,0.00009280875,0.0001676729,0.001988481,0.00131174,0.001172052,0.001335727,0.0005388935,0.0002542788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002684349,"about_ca_system_score_gemma":0.004043975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02758483,"about_ca_topic_score_gemma":0.04454792,"domain_scores_codex":[0.9987463,0.0003099185,0.0001184953,0.0001215813,0.0003600892,0.0003436995],"domain_scores_gemma":[0.9947479,0.001152383,0.001711212,0.0001457728,0.001091682,0.001151109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006417794,0.0000831821,0.8761067,0.00005342931,0.000006159499,0.0004311397,0.103076,0.00003746066,0.0009181934,0.001826431,0.0006691148,0.01672803],"study_design_scores_gemma":[0.00000239793,0.00005651034,0.8353242,0.00004171714,0.000006823827,0.00024327,0.1606459,0.0002362664,0.0003050643,0.0004044789,0.002717964,0.00001533825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965623,0.00008142224,0.00005472377,0.0002871379,0.00001371489,0.000004316789,0.00001124721,9.190956e-7,0.002984335],"genre_scores_gemma":[0.9987183,0.00008369188,0.00003579794,0.00006011343,0.000008817636,0.000003956397,0.0000194012,9.3824e-7,0.001068988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02758483,"threshold_uncertainty_score":0.05484849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02902834749374186,"score_gpt":0.3377012511369806,"score_spread":0.3086729036432387,"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."}}