{"id":"W2292406636","doi":"","title":"Reflections on Observing ESL Reading and Writing Course at University of Ottawa","year":2015,"lang":"en","type":"article","venue":"海外英语","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Class (philosophy); Course (navigation); Grammar; Mathematics education; Extensive reading; Pedagogy; Computer science; Linguistics; Psychology; Engineering; Artificial intelligence; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002775465,0.00005204723,0.00008117715,0.00003629176,0.0004741586,0.00003152087,0.00004990376,0.00002164793,0.0001531034],"category_scores_gemma":[0.00003314599,0.00005413959,0.00002148432,0.00001727131,0.00006854834,0.00008523418,0.0000382972,0.0001343845,0.00002615412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000393498,"about_ca_system_score_gemma":0.0000144491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005726552,"about_ca_topic_score_gemma":0.0009278453,"domain_scores_codex":[0.9996009,0.00005580667,0.00006845837,0.0000998566,0.00007696189,0.00009801483],"domain_scores_gemma":[0.999697,0.00007350608,0.00005676742,0.00007962892,0.00004347784,0.00004964662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005458129,0.0001351111,0.03106869,0.00008845729,0.00008073285,0.00003095021,0.3816582,0.0003552957,0.0008324074,0.553488,0.02446728,0.007740303],"study_design_scores_gemma":[0.0007092508,0.0002914209,0.005608405,0.0003087606,0.0000690321,0.00001086668,0.1179771,0.0008619458,0.0001046531,0.0008548376,0.872923,0.0002807381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6799297,0.00008120471,0.00001420662,0.000256229,0.0001082677,0.00002341761,0.000003138661,0.00005919564,0.3195247],"genre_scores_gemma":[0.9855753,0.000004480923,0.0001714327,0.0000538901,0.0001568192,1.21417e-7,0.000003481646,0.000007445084,0.01402709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8484557,"threshold_uncertainty_score":0.3646892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1359088493246419,"score_gpt":0.3135224214749932,"score_spread":0.1776135721503513,"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."}}