{"id":"W1816287101","doi":"10.18806/tesl.v24i1.30","title":"Feedback on Writing:Changing EFL Students' Attitudes","year":2006,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grammar; Corrective feedback; Psychology; Peer feedback; English as a foreign language; Mathematics education; Foreign language; Second language writing; Pedagogy; Second language; Linguistics","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005459154,0.0001529598,0.0001602288,0.0001369904,0.001427824,0.0006451221,0.0002551574,0.00002368944,0.01508807],"category_scores_gemma":[0.00003858707,0.0001316588,0.00006314516,0.00003484058,0.00004553154,0.0001142113,0.0000330392,0.0006564066,0.00003244328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000246957,"about_ca_system_score_gemma":0.0001907354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1155261,"about_ca_topic_score_gemma":0.2195695,"domain_scores_codex":[0.9984363,0.00008111401,0.0002705782,0.0001384124,0.0006364713,0.000437112],"domain_scores_gemma":[0.9994618,0.0001042327,0.0001414448,0.0001089474,0.00007931056,0.0001042984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006515344,0.0004242778,0.02858124,0.00009534881,0.0002555709,0.001008824,0.01668785,0.002747998,0.0001532281,0.1435079,0.7934088,0.01306379],"study_design_scores_gemma":[0.0006754537,0.0001323637,0.01264656,0.0003002905,0.00003325893,0.0001134912,0.005045231,0.00004853285,0.0000347485,0.0004715218,0.9801055,0.0003930865],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9286705,0.003945081,0.00002880323,0.001412187,0.001399055,0.00007653284,0.00001193722,0.0000998856,0.06435602],"genre_scores_gemma":[0.9738004,0.00000422866,0.00004416083,0.008608511,0.003388947,0.000001581445,0.000005137242,0.00002775493,0.01411932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1866966,"threshold_uncertainty_score":0.9998722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01757611766378102,"score_gpt":0.2423894610577799,"score_spread":0.2248133433939989,"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."}}