{"id":"W4362714490","doi":"10.53103/cjlls.v3i2.88","title":"A Comparative Study of the Advantages and Disadvantages of Using Authentic Materials and Created materials for English Language Teaching","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Language and Literature Studies","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Variety (cybernetics); Quality (philosophy); Computer science; Natural (archaeology); Mathematics education; Multimedia; Psychology; Artificial intelligence","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":[0.0006128746,0.0001034049,0.0003513255,0.0001857427,0.0001710166,0.0001361931,0.0001475811,0.00002799174,0.000001590446],"category_scores_gemma":[0.0004661458,0.00006646645,0.00001961194,0.0001574991,0.000094778,0.0002173658,0.00006254223,0.00008809561,2.126137e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001801739,"about_ca_system_score_gemma":0.00005844247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00037082,"about_ca_topic_score_gemma":0.0005242165,"domain_scores_codex":[0.9991663,0.0002084233,0.0002778906,0.0001207188,0.00009855136,0.0001281408],"domain_scores_gemma":[0.9991166,0.0002132389,0.0002939066,0.0001262969,0.0001874448,0.00006252911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001152803,0.00001477198,0.003634972,0.0001968964,0.0001255496,0.00003129382,0.9613249,0.000008156399,0.03393938,0.0001919921,0.00007379235,0.0004467951],"study_design_scores_gemma":[0.001088812,0.0005083935,0.03855941,0.00150834,0.0001835216,0.0001260307,0.93569,0.0000625278,0.02172127,0.0002112106,0.0001292898,0.0002112201],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932162,0.005944517,0.000023982,0.00008211273,0.0004158538,0.0002451601,0.00005996793,0.000005617144,0.000006589442],"genre_scores_gemma":[0.9992146,0.00004173507,0.0005644469,0.00001331161,0.0001014112,0.000004378259,0.000002024049,0.000005810895,0.00005224971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03492444,"threshold_uncertainty_score":0.2710423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734839819205306,"score_gpt":0.3295123718370639,"score_spread":0.3121639736450108,"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."}}