{"id":"W4214742811","doi":"10.5539/elt.v15n3p54","title":"English Language Teaching, Vol. 15, No. 3, March 2022","year":2022,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Linguistics; English language; Language education; Language assessment; Mathematics education; Philosophy","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004178694,0.0005325819,0.0005541084,0.0005726152,0.001500626,0.0002225738,0.001140572,0.0002051535,0.2725264],"category_scores_gemma":[0.004655391,0.0005861793,0.0003527847,0.0003324184,0.000081114,0.0003599994,0.0007026909,0.005639312,0.0008956655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003037006,"about_ca_system_score_gemma":0.0000601391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320919,"about_ca_topic_score_gemma":0.00003530104,"domain_scores_codex":[0.9929459,0.003243091,0.0006566077,0.001117225,0.0008566408,0.001180516],"domain_scores_gemma":[0.9971799,0.0006828954,0.0003241034,0.001395827,0.0001092448,0.0003080562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001259521,0.0004863672,0.0005482237,0.00003427504,0.0001768314,0.001510416,0.8621008,0.00007248622,0.002059747,0.003376799,0.09894004,0.03056803],"study_design_scores_gemma":[0.001564564,0.0002202428,0.0002704254,0.00002326311,0.0000504111,0.00006877986,0.6229373,0.0001289391,0.0000608158,0.00001143298,0.373999,0.000664781],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6643515,0.007505552,0.0001579671,0.00007056935,0.007353452,0.0004194043,0.0001422498,0.001362444,0.3186368],"genre_scores_gemma":[0.9201975,0.000001956221,0.000797142,0.006441056,0.007126964,0.0002763329,0.0007904882,0.0002038331,0.06416468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.275059,"threshold_uncertainty_score":0.9998823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007786188578795873,"score_gpt":0.2874769293249957,"score_spread":0.2796907407461998,"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."}}