{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002945645,0.0009916697,0.001089443,0.001373774,0.03057427,0.007153436,0.002636501,0.004300766,0.008867188],"category_scores_gemma":[0.01238293,0.001143392,0.000779336,0.001724925,0.01194378,0.002487891,0.004928825,0.01097037,0.002349257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03142598,"about_ca_system_score_gemma":0.01273338,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5323489,"about_ca_topic_score_gemma":0.8277894,"domain_scores_codex":[0.995191,0.001921171,0.0001904936,0.0005549865,0.0008994397,0.001242854],"domain_scores_gemma":[0.9874949,0.003522331,0.0008862408,0.0004108351,0.003085683,0.004600154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000169301,0.0001576514,0.005334106,0.000126943,0.0000157522,0.004125421,0.9654142,0.0001813821,0.005209327,0.0006023896,0.0122075,0.006456162],"study_design_scores_gemma":[0.000007829859,0.0001441849,0.01223661,0.0001968979,0.00002297937,0.0004099586,0.9067726,0.000081595,0.001996449,0.0001762909,0.07784039,0.0001142923],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9038228,0.001376421,0.001132852,0.02619636,0.001419519,0.000252496,0.0009320534,0.0002313684,0.06463614],"genre_scores_gemma":[0.9018419,0.001392471,0.001291718,0.004824376,0.000265643,0.0001205109,0.0002351221,0.000329367,0.08969897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4676511,"threshold_uncertainty_score":0.9408104,"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."}}