{"id":"W4214706318","doi":"10.47862/apples.110026","title":"Worlds apart","year":2022,"lang":"en","type":"article","venue":"Apples - Journal of Applied Language Studies","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Sociocultural evolution; Emic and etic; Agency (philosophy); Hierarchy; Psychology; Pedagogy; Sociology; Political science; Social science; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007184624,0.0001616481,0.0003782451,0.0001994773,0.0008772463,0.00007606829,0.0002851836,0.00001335806,0.004528468],"category_scores_gemma":[0.00004436679,0.0001276681,0.0001461597,0.00006592359,0.0001627884,0.00008097223,0.0001791848,0.0006090911,0.00002405538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000643032,"about_ca_system_score_gemma":0.0000272914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000552085,"about_ca_topic_score_gemma":0.0001304666,"domain_scores_codex":[0.9987822,0.00006679825,0.0003951572,0.0001376223,0.0003755815,0.0002426747],"domain_scores_gemma":[0.9991518,0.0002053133,0.0003769178,0.0001484587,0.00006687676,0.00005065804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001321682,0.0001286018,0.00006630455,0.0000549071,0.0008284692,0.0002695104,0.8026159,0.0004160456,0.0008254353,0.1138328,0.04004762,0.04078231],"study_design_scores_gemma":[0.0004317969,0.0001085557,0.00001295062,0.00001316126,0.00007308795,0.0000535252,0.6136147,0.000003499478,0.0001502887,0.0004124983,0.3849775,0.0001484301],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8604173,0.01843414,0.00001681216,0.0004128643,0.001075602,0.00012542,0.0000206603,0.00007755274,0.1194196],"genre_scores_gemma":[0.9928842,0.0000486577,0.0002346942,0.001222191,0.001484907,0.00002428232,0.000006720348,0.00002799529,0.004066312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3449299,"threshold_uncertainty_score":0.9963815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0289697898296828,"score_gpt":0.2673805215209764,"score_spread":0.2384107316912936,"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."}}