{"id":"W7139984544","doi":"10.58213/cwtg1807","title":"IELTS as a Tool for Language Proficiency Test: A Study with reference to immigration","year":2015,"lang":"","type":"article","venue":"Vidhyayana","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Government (linguistics); Language proficiency; Language assessment; Test (biology); Language barrier; First language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004233378,0.0002148062,0.0003900186,0.001682237,0.002244059,0.001668277,0.0007061299,0.0005167981,0.002497312],"category_scores_gemma":[0.01070191,0.0002551937,0.0007007104,0.003044339,0.0008236337,0.001273624,0.001246222,0.001587482,0.0002898379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003110144,"about_ca_system_score_gemma":0.01062947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1906154,"about_ca_topic_score_gemma":0.2754779,"domain_scores_codex":[0.9976012,0.0006974248,0.0002392249,0.0001728118,0.0008582452,0.000431074],"domain_scores_gemma":[0.995586,0.001418219,0.0006546124,0.0001531852,0.001475273,0.0007126129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001676877,0.001232495,0.8856053,0.0002595484,0.00003257785,0.001238284,0.05652496,0.00005571396,0.0005344928,0.0009394427,0.002181625,0.05122788],"study_design_scores_gemma":[0.00002269072,0.0008436568,0.8797435,0.0003740817,0.00006608746,0.0007545201,0.1088403,0.0001994052,0.0002630986,0.0001496305,0.008698109,0.00004487097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929783,0.0004964554,0.0001479596,0.0008127295,0.00004142665,0.0001327701,0.000131827,0.000002932964,0.005255667],"genre_scores_gemma":[0.9934967,0.0009964143,0.000643234,0.0005660279,0.00002188378,0.0002298193,0.0002191617,0.00000585638,0.003820927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1906154,"threshold_uncertainty_score":0.3790117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011468557836326,"score_gpt":0.4797745021095892,"score_spread":0.3786276463259566,"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."}}