{"id":"W2977972324","doi":"10.18806/tesl.v36i1.1304","title":"More than Language—Evaluating a Canadian University EAP Bridging Program","year":2019,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discipline; Sociology; Context (archaeology); Pedagogy; Bridging (networking); Library science; Humanities; Psychology; Computer science; Art; Social science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003282045,0.0001127754,0.0001301774,0.0001334758,0.0007516246,0.0002545453,0.0001976915,0.00002493847,0.04730691],"category_scores_gemma":[0.00005830391,0.0001063099,0.0000548769,0.00004046616,0.00003131952,0.0001550418,0.0000184999,0.0005664283,0.00002537197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004735086,"about_ca_system_score_gemma":0.001693807,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9869536,"about_ca_topic_score_gemma":0.9949886,"domain_scores_codex":[0.9989837,0.00008472997,0.0001205175,0.0001308829,0.0002731934,0.0004069073],"domain_scores_gemma":[0.9993806,0.00004452978,0.00009849915,0.0001260385,0.00007628724,0.000274064],"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":[0.00005151046,0.00006688783,0.01256728,0.0001102215,0.0004120985,0.003991575,0.2515838,0.0008591763,0.0002027251,0.008532051,0.0724855,0.6491371],"study_design_scores_gemma":[0.0007694385,0.0001567591,0.00546072,0.0001485232,0.00005436047,0.0003195423,0.1988102,0.004154331,0.00001206416,0.00001221833,0.7896507,0.0004511531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666716,0.00152214,0.000001807554,0.0008671281,0.0005710575,0.0001063265,0.00001808105,0.00005657587,0.03018528],"genre_scores_gemma":[0.980238,9.34288e-7,0.0001146278,0.006341088,0.0006233625,3.999486e-7,0.00001276875,0.00001887656,0.01264994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7171652,"threshold_uncertainty_score":0.953564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445417494024051,"score_gpt":0.2297923227636101,"score_spread":0.2153381478233695,"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."}}