{"id":"W4386800437","doi":"10.23977/aetp.2023.070903","title":"English Informatization Teaching in Colleges and Universities in the 5G Era","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informatization; Enthusiasm; Teaching and learning center; Mathematics education; The Internet; Quality (philosophy); Sociology; Pedagogy; Psychology; Teaching method; Computer science; Telecommunications; World Wide Web","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":[0.001392049,0.0001798055,0.0002635713,0.0004697729,0.002605719,0.002590818,0.0003017512,0.0007033833,0.01286252],"category_scores_gemma":[0.003619801,0.0001421956,0.0002714746,0.0007032969,0.0004665036,0.001826932,0.001401038,0.0008542324,0.002576005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001805244,"about_ca_system_score_gemma":0.004770737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006475164,"about_ca_topic_score_gemma":0.01093942,"domain_scores_codex":[0.9985344,0.0004629437,0.00004970966,0.0001792741,0.0003004568,0.0004731936],"domain_scores_gemma":[0.9960192,0.0004885882,0.0002847679,0.0001706467,0.0004228979,0.002613962],"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":[0.001662601,0.006019236,0.3414987,0.0008153607,0.0000522401,0.001315223,0.03485101,0.00159717,0.01565949,0.01889026,0.04338809,0.5342506],"study_design_scores_gemma":[0.0003979318,0.003395625,0.6538745,0.0005603329,0.0002041155,0.0009981157,0.1019246,0.01285619,0.01788634,0.01260915,0.1950665,0.0002267688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562139,0.0007245131,0.002221473,0.005591808,0.0002201916,0.000125942,0.00009977663,0.0002143989,0.03458793],"genre_scores_gemma":[0.9881614,0.0004803897,0.001541892,0.0006605127,0.00006356987,0.00003642436,0.00005855538,0.0000120838,0.008985194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01286252,"threshold_uncertainty_score":0.04302949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222094605020355,"score_gpt":0.34551100747828,"score_spread":0.3332900614280764,"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."}}