{"id":"W4246396669","doi":"10.1017/s0261444803241938","title":"Language testing","year":2003,"lang":"en","type":"article","venue":"Language Teaching","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Language assessment; Vocabulary; Psychology; Test (biology); Reading (process); Language proficiency; Linguistics; Pedagogy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0101177,0.001271774,0.001086931,0.002715613,0.002514205,0.004731004,0.002877321,0.001818068,0.4570773],"category_scores_gemma":[0.05039736,0.0006377092,0.001239164,0.002340492,0.001240222,0.003414091,0.005618784,0.003709571,0.3331274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003002888,"about_ca_system_score_gemma":0.007147938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00839843,"about_ca_topic_score_gemma":0.01303963,"domain_scores_codex":[0.9879242,0.003740581,0.001351857,0.001422785,0.004678784,0.0008818111],"domain_scores_gemma":[0.9642702,0.004482746,0.0008907589,0.005260251,0.02197284,0.003123193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002115114,0.0002161709,0.001974263,0.0001598705,0.00001051733,0.0002485026,0.0009277957,0.00006065904,0.0004264554,0.003935087,0.714968,0.2768611],"study_design_scores_gemma":[0.00005415208,0.0001736153,0.004240104,0.0004265712,0.000008455741,0.000548606,0.001173604,0.0001693791,0.0005960631,0.002637075,0.9899431,0.00002927098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.007864246,0.001790063,0.01150508,0.01379256,0.006725652,0.002600485,0.0176125,0.006887852,0.9312215],"genre_scores_gemma":[0.03525544,0.001733699,0.01359447,0.008597389,0.0007174124,0.003021455,0.01449034,0.002743824,0.919846],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4570773,"threshold_uncertainty_score":0.7744133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02704419006313951,"score_gpt":0.2516806086166556,"score_spread":0.2246364185535161,"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."}}