{"id":"W4226216142","doi":"10.5539/elt.v15n4p129","title":"English Language Teaching, Vol. 15, No. 4, April 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; Mathematics education; English language; 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":[0.003812574,0.0005553038,0.0005751408,0.0005256715,0.001520595,0.0002291632,0.001106139,0.0002143873,0.2485285],"category_scores_gemma":[0.005016011,0.0006083432,0.0003716923,0.0003181976,0.00007832507,0.0003920029,0.0006385838,0.005293723,0.0009266992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003001527,"about_ca_system_score_gemma":0.00005813354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001197807,"about_ca_topic_score_gemma":0.00003302894,"domain_scores_codex":[0.9933463,0.002892515,0.0006737776,0.001120108,0.0008242828,0.001143052],"domain_scores_gemma":[0.997191,0.0005989975,0.000368675,0.001418874,0.0001085418,0.0003139872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001030622,0.0004595938,0.0004634242,0.00002932488,0.0001756513,0.001316223,0.8676994,0.00009342602,0.001966711,0.003536985,0.09501423,0.02914197],"study_design_scores_gemma":[0.001576781,0.000200766,0.0001885538,0.00002267875,0.00005613847,0.00006550577,0.6204965,0.0001269638,0.0000807934,0.0000117833,0.3764884,0.0006851284],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6486062,0.008023506,0.0001833596,0.00005128469,0.008162133,0.0003683665,0.0001147339,0.001510012,0.3329803],"genre_scores_gemma":[0.9204918,0.000001910205,0.0007520393,0.007563401,0.007644619,0.000243226,0.0006835346,0.0002052958,0.06241415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2814742,"threshold_uncertainty_score":0.9998512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007254859185887245,"score_gpt":0.2771628353827895,"score_spread":0.2699079761969023,"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."}}