{"id":"W1516332121","doi":"10.18806/tesl.v25i1.107","title":"Identities and Beliefs in ESL Writing: From Product to Processes","year":2007,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Context (archaeology); Class (philosophy); Product (mathematics); Psychology; Process (computing); Pedagogy; Second language writing; Mathematics education; Sociology; Linguistics; Second language; Computer science; Aesthetics; Art","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006491661,0.0001057917,0.0001379866,0.0001302485,0.0004805034,0.0003638984,0.0001173273,0.00001485359,0.003571887],"category_scores_gemma":[0.0003477074,0.00009483982,0.00001319523,0.00004750476,0.00004384647,0.0001929528,0.00002676622,0.0004318993,0.000003420294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098746,"about_ca_system_score_gemma":0.0003961701,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2865205,"about_ca_topic_score_gemma":0.8381347,"domain_scores_codex":[0.9989783,0.0000344348,0.0002704172,0.0001429064,0.0002788618,0.0002950578],"domain_scores_gemma":[0.9994593,0.0001391549,0.00008154959,0.00006990419,0.0001091204,0.0001409256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001936608,0.0002275996,0.07220118,0.0006275792,0.0002147616,0.002137218,0.4722226,0.0003255054,0.000811575,0.02122157,0.3613691,0.06844774],"study_design_scores_gemma":[0.0006108066,0.0001265494,0.04259815,0.0006461664,0.00002115941,0.000172939,0.04543439,0.00001126511,0.0003415941,0.00258126,0.9069195,0.0005362047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708122,0.01724178,0.00002585681,0.001675941,0.0004863265,0.00007232917,0.00001216114,0.00002996991,0.009643437],"genre_scores_gemma":[0.9890294,0.00002214968,0.0001440607,0.00636459,0.001760259,0.000001356887,0.000002869205,0.0000162637,0.002659055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5516142,"threshold_uncertainty_score":0.997339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01725799999430763,"score_gpt":0.2249515734937196,"score_spread":0.2076935734994119,"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."}}