{"id":"W4383216700","doi":"10.17227/folios.58-16435","title":"Technologies in English as a Second/Foreign Language Writing Classes","year":2023,"lang":"en","type":"article","venue":"Folios","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Computer science; Foreign language; English as a foreign language; Process (computing); English language; Linguistics; Mathematics education; Psychology; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006739832,0.0004116713,0.001204272,0.006144326,0.0007327802,0.004193545,0.0006054156,0.0007454409,0.003290637],"category_scores_gemma":[0.03407077,0.0002762564,0.0009571221,0.005509269,0.001014077,0.00346783,0.001495324,0.0009139965,0.0003484738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001740318,"about_ca_system_score_gemma":0.006842679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002688053,"about_ca_topic_score_gemma":0.005358531,"domain_scores_codex":[0.9916111,0.004417148,0.00156103,0.0004531348,0.001749288,0.0002082904],"domain_scores_gemma":[0.9492481,0.04280403,0.004629258,0.0005239528,0.002311938,0.0004827427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002225005,0.000239475,0.009142146,0.1918465,0.0005873932,0.0005365853,0.01628054,0.0001507857,0.0009711223,0.003343855,0.002831734,0.7738473],"study_design_scores_gemma":[0.0001691264,0.0009154666,0.05632896,0.5558974,0.002928025,0.002277576,0.04584806,0.0001887556,0.002698999,0.002261667,0.3303826,0.0001033856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05735695,0.928924,0.0008804773,0.001412406,0.0004229776,0.0002868554,0.0003112492,0.00002526268,0.01037985],"genre_scores_gemma":[0.2733164,0.719349,0.003720469,0.001030353,0.0001748724,0.0006233112,0.0002656358,0.00002408189,0.001495876],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006739832,"threshold_uncertainty_score":0.03564411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02354353436455605,"score_gpt":0.2614742070036841,"score_spread":0.237930672639128,"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."}}