{"id":"W2982491584","doi":"10.5539/elt.v12n11p113","title":"On Exploration and Practice of Application-Oriented Talent Cultivation System of English Related Majors in Local Normal Universities in China","year":2019,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Mathematics education; New normal; Mode (computer interface); Transformation (genetics); Training system; Psychology; Pedagogy; Computer science; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001978789,0.0001010835,0.0001786461,0.0003482584,0.00003591523,0.00002122596,0.0001994646,0.000072943,0.000003476375],"category_scores_gemma":[0.0009358367,0.0001046714,0.00002357205,0.0003848928,0.00002705038,0.001137465,0.0000658083,0.0003647925,0.000001413542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001900123,"about_ca_system_score_gemma":0.00005363783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007401694,"about_ca_topic_score_gemma":0.00001676282,"domain_scores_codex":[0.9982204,0.000845284,0.0003407755,0.000251105,0.0002208242,0.0001215914],"domain_scores_gemma":[0.998762,0.0005581317,0.0002556135,0.0002971456,0.00009406754,0.00003303676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003435015,0.0001816751,0.002781427,0.0001066074,0.00000959584,0.000003512527,0.7216678,0.004120795,0.0006997896,0.2639631,0.000005071117,0.006426292],"study_design_scores_gemma":[0.002800772,0.0002570031,0.01644193,0.0007750506,0.00001865829,0.000007011951,0.8999409,0.07440369,0.004003495,0.0002126188,0.0007096449,0.0004292313],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8493145,0.00004319821,0.1406933,0.00004519662,0.0003587977,0.0002280341,0.000001630441,0.00007779771,0.009237569],"genre_scores_gemma":[0.987556,0.000001952018,0.01228967,0.00001399545,0.00002848129,0.000007743138,0.00001793052,0.000007552051,0.00007669057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2637505,"threshold_uncertainty_score":0.4268377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004959714138613339,"score_gpt":0.2628642422230995,"score_spread":0.2579045280844862,"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."}}