{"id":"W4283739082","doi":"10.5539/elt.v15n7p158","title":"English Language Teaching, Vol. 15, No. 7, July 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; 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":[0.003691076,0.0005508771,0.0005659575,0.0005287211,0.001508716,0.0002306567,0.001085679,0.0002102152,0.2006686],"category_scores_gemma":[0.004941752,0.0006029377,0.0003683275,0.0003164165,0.00007598177,0.0003991103,0.0005876096,0.005502126,0.001264102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002836223,"about_ca_system_score_gemma":0.00005686827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009549034,"about_ca_topic_score_gemma":0.0000264992,"domain_scores_codex":[0.9934202,0.002860439,0.0006731012,0.001102796,0.0008082723,0.001135223],"domain_scores_gemma":[0.9972364,0.0006024092,0.000366748,0.001373858,0.0001087731,0.0003117929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001000562,0.000442042,0.00028461,0.00002802944,0.0001684995,0.001341225,0.8365934,0.00007935505,0.001646718,0.00240336,0.1315682,0.02534453],"study_design_scores_gemma":[0.001495807,0.0002058807,0.0001585044,0.00002276046,0.0000554187,0.00006407702,0.5291175,0.00009122253,0.0000743824,0.00001050566,0.4680518,0.0006522023],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5996761,0.007821345,0.0001533997,0.00004622716,0.008169183,0.0003770668,0.0001363864,0.001520407,0.3820999],"genre_scores_gemma":[0.9112152,0.000001741005,0.0007242815,0.007721031,0.007492209,0.0002443394,0.0006554694,0.0002041499,0.07174153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3364836,"threshold_uncertainty_score":0.9997912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006906640543382124,"score_gpt":0.2793277408513613,"score_spread":0.2724211003079791,"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."}}