{"id":"W4206076678","doi":"10.29173/writingacrossuofa29","title":"Helping Second Language Student Writers Improve Their Revision","year":2021,"lang":"en","type":"article","venue":"Writing across the University of Alberta","topic":"Literature, Language, and Rhetoric Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Foundation (evidence); Computer science; Mathematics education; English language; First language; Linguistics; Second language; Psychology; Pedagogy; History","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"],"consensus_categories":[],"category_scores_codex":[0.0005297158,0.00009555816,0.0001785864,0.00001616996,0.001517501,0.0000925799,0.0003653271,0.00007150637,0.0002925266],"category_scores_gemma":[0.0001798966,0.000077324,0.0001268078,0.0002165816,0.0003084,0.0001401214,0.0002697675,0.0001545921,0.00001198623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006973724,"about_ca_system_score_gemma":0.00005618406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003881161,"about_ca_topic_score_gemma":0.01024594,"domain_scores_codex":[0.9989793,0.0001816334,0.0001166516,0.0002140752,0.0002168717,0.0002914927],"domain_scores_gemma":[0.9990221,0.0004416638,0.0001036603,0.0002362218,0.0001420858,0.00005429578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001356864,0.00004598284,0.002146513,0.00005256131,0.00009872785,0.00004639068,0.9813707,0.000001565659,0.00200517,0.002716381,0.002056421,0.009446054],"study_design_scores_gemma":[0.0003182671,0.00001905997,0.001740547,0.0001346332,0.00002037573,0.000002342749,0.8741121,0.000006565893,0.0008708147,0.00003004394,0.1226158,0.0001294008],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569806,0.003351466,0.00001503743,0.001740041,0.0003085368,0.0001088426,0.00002570318,0.00002637636,0.03744334],"genre_scores_gemma":[0.9678531,0.0002107786,0.0001142004,0.0003077844,0.0002379773,1.105898e-7,0.000007040655,0.000006453067,0.03126257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1205594,"threshold_uncertainty_score":0.9997824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0096960730912704,"score_gpt":0.2763633669341437,"score_spread":0.2666672938428732,"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."}}