{"id":"W2088977074","doi":"10.5539/elt.v1n1p10","title":"Higher Agricultural Universities Serve for “Sannong” by Offering English Human Resources Support System","year":2008,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Undergraduate Education","keywords":"Agriculture; Curriculum; Subject (documents); Quality (philosophy); Agricultural education; Foreign language; Human resources; English language; Business; Pedagogy; Public relations; Medical education; Psychology; Political science; Mathematics education; Management; Economics; Computer science; Geography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006509915,0.0002199785,0.0001034829,0.0003554604,0.001624924,0.001509701,0.0002707426,0.0005127408,0.02863322],"category_scores_gemma":[0.0008364274,0.0001148141,0.0001434983,0.0004836148,0.0003114966,0.0007637732,0.001507146,0.0006314836,0.00500571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299483,"about_ca_system_score_gemma":0.008151393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002716189,"about_ca_topic_score_gemma":0.009451121,"domain_scores_codex":[0.9996056,0.00007625628,0.00001702865,0.00004575907,0.0001040425,0.0001512867],"domain_scores_gemma":[0.9988019,0.00005983693,0.00007109865,0.00007972503,0.0003214797,0.0006658752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000295752,0.0005242343,0.1152189,0.000485289,0.00002592515,0.001325332,0.005380963,0.0009120836,0.02192356,0.094815,0.2458993,0.5131937],"study_design_scores_gemma":[0.00004150706,0.0001039235,0.04419781,0.00004125237,0.000009247946,0.0002946148,0.001935599,0.0008130246,0.002114301,0.002400214,0.9480326,0.00001584687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4023207,0.001029994,0.008442674,0.02905274,0.001324908,0.000405663,0.0005168458,0.001370279,0.5555362],"genre_scores_gemma":[0.6339805,0.0007038385,0.008381872,0.002652077,0.0001998922,0.0001482673,0.0009974202,0.0001227803,0.3528133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02863322,"threshold_uncertainty_score":0.09578764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466853102753221,"score_gpt":0.2700692560915484,"score_spread":0.2554007250640162,"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."}}