{"id":"W4397555475","doi":"10.55593/ej.27107fromed","title":"From the Editor","year":2023,"lang":"en","type":"article","venue":"Teaching English as a Second or Foreign Language--TESL-EJ","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001605363,0.0004273934,0.0004174234,0.0001752409,0.001672665,0.0009161302,0.0008173041,0.0001535987,0.04038658],"category_scores_gemma":[0.002211353,0.0002782055,0.0002518252,0.0001134446,0.0002037606,0.0004845143,0.0002261322,0.001823365,0.001443158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007042358,"about_ca_system_score_gemma":0.00008306023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002790651,"about_ca_topic_score_gemma":0.001114316,"domain_scores_codex":[0.9972141,0.0004662217,0.0004533813,0.0005986107,0.0005025564,0.000765099],"domain_scores_gemma":[0.9970603,0.001694558,0.0002162173,0.0007695263,0.00009030322,0.0001690957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004279328,0.0000488886,0.0001502301,0.00003337183,0.000120669,0.00009430385,0.4596099,0.00001755662,0.00006628055,0.04212542,0.4908308,0.006859779],"study_design_scores_gemma":[0.000530071,0.0001202237,0.0001053385,0.0001141942,0.00005422907,0.000004789521,0.2127118,0.000246637,0.00005363248,0.001910846,0.7837414,0.0004068738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6809162,0.00102279,0.00002152697,0.0003723742,0.006851295,0.0003709804,0.0003204787,0.002475961,0.3076484],"genre_scores_gemma":[0.8608936,0.000007610519,0.000169831,0.003470433,0.06122775,0.00006330373,0.0005133101,0.0001514127,0.07350273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2929105,"threshold_uncertainty_score":0.999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01780201213906415,"score_gpt":0.2579550281529794,"score_spread":0.2401530160139152,"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."}}