{"id":"W2360263296","doi":"","title":"Reflections on Observing ESL Reading and Writing Course at University of Ottawa","year":2015,"lang":"en","type":"article","venue":"Overseas English","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Class (philosophy); Course (navigation); Grammar; Mathematics education; Computer science; College English; Pedagogy; Psychology; Linguistics; 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":[0.0003372795,0.00007888024,0.0001118539,0.00004757032,0.0004903,0.00005378375,0.00006915812,0.0000345521,0.0002674549],"category_scores_gemma":[0.0001542239,0.00008761009,0.00003721872,0.00002780555,0.0000974322,0.0001795788,0.00005788153,0.0001940152,0.000006017961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007963744,"about_ca_system_score_gemma":0.00002733372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004283472,"about_ca_topic_score_gemma":0.000668037,"domain_scores_codex":[0.9994079,0.00007969694,0.00008650983,0.0001503776,0.0001335788,0.0001419697],"domain_scores_gemma":[0.9994733,0.0001104803,0.00007906255,0.0001161166,0.0001295864,0.00009149784],"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":[0.00004618222,0.00008218925,0.01128402,0.00004591664,0.00005443911,0.00002116633,0.2512015,0.0002942939,0.00007694989,0.7129426,0.02277349,0.00117723],"study_design_scores_gemma":[0.000488841,0.0001068076,0.001012698,0.000121206,0.00004201936,0.000001679776,0.1082323,0.0002393753,0.00001622246,0.0001598449,0.8894356,0.0001434184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.298344,0.00005938568,0.000005084799,0.00004071187,0.0002827866,0.00003296553,0.000009029092,0.00009712663,0.701129],"genre_scores_gemma":[0.9889078,0.000007440875,0.0001152299,0.00005692445,0.0003990036,2.074541e-7,0.000007313867,0.00001211921,0.01049399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8666621,"threshold_uncertainty_score":0.3771041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08143859089382471,"score_gpt":0.2886223956807052,"score_spread":0.2071838047868805,"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."}}