{"id":"W2123633354","doi":"10.5539/elt.v4n2p73","title":"Exploring Students’ Perceptions of ESL Writing","year":2011,"lang":"en","type":"article","venue":"English Language Teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Focus group; Perception; Mathematics education; Qualitative research; Qualitative property; Academic writing; Second language writing; Writing assessment; Data collection; Pedagogy; English for academic purposes; Professional writing; Medical education; Second language; Linguistics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003334092,0.000280196,0.0004130243,0.0008704848,0.00103954,0.002476013,0.0004461918,0.0006439771,0.002915329],"category_scores_gemma":[0.01248204,0.000245835,0.0002871408,0.0005691951,0.001015417,0.001283982,0.001760178,0.001292152,0.000416881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006079482,"about_ca_system_score_gemma":0.0007979859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001102976,"about_ca_topic_score_gemma":0.001490158,"domain_scores_codex":[0.9977407,0.0008251599,0.0001757859,0.0001528837,0.0007670415,0.0003383841],"domain_scores_gemma":[0.9900357,0.003984111,0.002159548,0.0002383883,0.001778054,0.001804103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002603464,0.001582418,0.4465945,0.0003381105,0.00004372957,0.001831535,0.4708259,0.0002990611,0.01559064,0.0006990416,0.0007940845,0.06114066],"study_design_scores_gemma":[0.00003066218,0.001505167,0.3255229,0.0001429683,0.00003472387,0.001085793,0.6588052,0.001061656,0.00348414,0.0004804361,0.00777453,0.00007177375],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988329,0.00002396321,0.00009642429,0.00008760747,0.000003539336,0.000007250419,0.000005311303,0.000002548112,0.000940537],"genre_scores_gemma":[0.9990006,0.00006458451,0.0001105779,0.00004256897,0.000003736117,0.00001216171,0.000009488987,0.000001519221,0.0007547459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003334092,"threshold_uncertainty_score":0.01763254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1092183370045514,"score_gpt":0.2817339105879538,"score_spread":0.1725155735834024,"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."}}