{"id":"W2618951977","doi":"10.5539/ass.v13n6p181","title":"The Job Analysis of Teaching Secretaries Working in an International Environment --- Taking Jinan University, Guangzhou, China as the Research Paradigm","year":2017,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Quality (philosophy); Working environment; Work (physics); Teaching staff; Psychology; Medical education; Pedagogy; Mathematics education; Political science; Sociology; Medicine; Engineering","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003465614,0.00006256688,0.00009948939,0.0002037387,0.01050281,0.001217626,0.001533118,0.00002206485,0.0002287924],"category_scores_gemma":[0.0002892374,0.00004201874,0.00006457565,0.000108234,0.002374793,0.0005387566,0.0002889312,0.0004759523,0.000004075405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001222608,"about_ca_system_score_gemma":0.00005212555,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01036763,"about_ca_topic_score_gemma":0.01474252,"domain_scores_codex":[0.9985946,0.0002852668,0.0001111794,0.0002056941,0.0005290687,0.000274205],"domain_scores_gemma":[0.9993184,0.0001341764,0.0001938914,0.0003019191,0.00002033351,0.00003125347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000006663327,0.00001232181,0.03473469,4.777381e-7,0.00003732977,0.000005704851,0.2479978,0.00001043821,0.00002266721,0.5705278,0.000004527311,0.1466396],"study_design_scores_gemma":[0.00008643911,0.00002397763,0.8050943,0.00001616952,0.00003499285,4.401338e-7,0.1569867,0.0005370443,0.00000478938,0.002219397,0.03490912,0.00008656419],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6188825,0.000018808,0.000008366174,0.00187079,0.0001092911,0.00004107399,0.000001265118,0.000007037719,0.3790608],"genre_scores_gemma":[0.9984646,0.000006321716,0.00001459993,0.00002864188,0.0002314324,9.578396e-7,0.000001790474,0.000003950726,0.001247691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7703596,"threshold_uncertainty_score":0.9998192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06740383070278858,"score_gpt":0.3359510557101389,"score_spread":0.2685472250073504,"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."}}