{"id":"W83982425","doi":"10.2143/itl.139.0.2003202","title":"Writing Processes of EFL Students in argumentative Essays","year":2003,"lang":"en","type":"article","venue":"ITL Review of Applied Linguistics","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Argumentative; Correctness; Meaning (existential); Product (mathematics); Coding (social sciences); Linguistics; Think aloud protocol; Statement (logic); Mathematics education; Psychology; Computer science; Pedagogy; Sociology; Social science; Philosophy; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005333165,0.0001412712,0.0005588259,0.00007717697,0.00005323076,0.00001966564,0.0001982033,0.00001660457,0.0004778821],"category_scores_gemma":[0.002182377,0.0001179112,0.0000640889,0.0001265494,0.0002331803,0.00001211648,0.00004824234,0.00008716794,0.00001047715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001798732,"about_ca_system_score_gemma":0.00005173478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002262965,"about_ca_topic_score_gemma":0.0001117577,"domain_scores_codex":[0.9986401,0.00003104889,0.0006663559,0.0001620939,0.0003497015,0.0001507251],"domain_scores_gemma":[0.998781,0.0001786182,0.0003974152,0.0001757453,0.0004464368,0.00002079004],"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":[0.000005857186,0.0002792264,0.001001517,0.0148117,0.0001752648,0.000005725158,0.01423227,0.000006559862,0.000005483905,0.9675392,0.0006044368,0.001332767],"study_design_scores_gemma":[0.002385308,0.0003394041,0.0002319092,0.05919897,0.002646725,0.000001349005,0.1518236,0.000009643562,0.005330971,0.05615151,0.72036,0.001520618],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003935643,0.04192371,0.00001203279,0.000009463578,0.0001520155,0.0003519917,0.00003133039,0.00001231911,0.9535715],"genre_scores_gemma":[0.9854715,0.01303894,0.0008140974,0.0002095656,0.0001886175,0.00003836566,0.00001133227,0.00001600158,0.000211541],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9815359,"threshold_uncertainty_score":0.5232474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02522322190540026,"score_gpt":0.334658307178196,"score_spread":0.3094350852727957,"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."}}