{"id":"W4240131154","doi":"10.22161/ijels.4.1.28","title":"English as a Second Language","year":2019,"lang":"en","type":"article","venue":"International Journal of English Literature and Social Sciences","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Linguistics; Computer science; History; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001028866,0.00007241634,0.0001262252,0.0001817054,0.0002426267,0.0006387107,0.0004459688,0.00009359868,0.000938379],"category_scores_gemma":[0.001401383,0.0000596302,0.00008536019,0.0002397943,0.0002489645,0.0007428177,0.00003017088,0.0002177792,0.000008791412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004556775,"about_ca_system_score_gemma":0.0003919276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001149192,"about_ca_topic_score_gemma":0.0001019821,"domain_scores_codex":[0.9987389,0.0001221127,0.0002220741,0.0001168994,0.0006362418,0.0001637637],"domain_scores_gemma":[0.9978465,0.000160634,0.0002079694,0.00003182924,0.00167318,0.00007990226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000206389,0.00003639144,0.002786651,0.000005050842,0.00002704026,0.000008180212,0.897121,7.563367e-7,0.000062051,0.08912548,0.00367777,0.007129059],"study_design_scores_gemma":[0.0002818497,0.00005276393,0.0008222841,0.00004351305,0.000004622792,0.000003370765,0.07230365,0.000001728849,0.00006652749,0.001323997,0.9250082,0.00008751261],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7145939,0.0005180509,5.479453e-7,0.00120379,0.005409187,0.00004578964,0.000008970319,0.00001158893,0.2782082],"genre_scores_gemma":[0.9847937,0.0001020248,0.0001045806,0.001770427,0.007915024,6.413903e-7,0.000002662142,0.000003386415,0.005307605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9213304,"threshold_uncertainty_score":0.9999749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01735048343185264,"score_gpt":0.4099603653113489,"score_spread":0.3926098818794962,"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."}}