{"id":"W4248618302","doi":"10.1017/s0261444805242635","title":"Language testing","year":2004,"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":"Literacy; Metalanguage; George (robot); History; Sociology; Psychology; Media studies; Library science; Linguistics; Art history; Pedagogy","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":[0.0005318848,0.0002122849,0.0002006877,0.0001392623,0.0007373844,0.0003379897,0.0002528891,0.00004797532,0.00157572],"category_scores_gemma":[0.0006196156,0.0001842752,0.00009279077,0.00004078973,0.00007803825,0.0003018636,0.00006622237,0.0008279797,0.0003908596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006977128,"about_ca_system_score_gemma":0.00002783082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01219381,"about_ca_topic_score_gemma":0.001476441,"domain_scores_codex":[0.9987391,0.0001070498,0.0002282389,0.0002966973,0.0002065443,0.000422378],"domain_scores_gemma":[0.9992877,0.0001626696,0.0001018153,0.0003353211,0.00001947452,0.00009303579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004646684,0.00006693821,0.0001900274,0.00003021776,0.0000315675,0.0002850793,0.7443556,0.0001520873,0.004949437,0.07057037,0.0001208632,0.1792432],"study_design_scores_gemma":[0.002936393,0.0003087736,0.0004491618,0.0006113005,0.0001270162,0.0002652548,0.9414939,0.0005931557,0.002582101,0.001325957,0.04758911,0.001717836],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7459037,0.0006829992,0.0003190533,0.0001650461,0.0003116748,0.00007867084,0.000006951253,0.0007143444,0.2518175],"genre_scores_gemma":[0.9849062,3.609142e-7,0.004107691,0.001212302,0.00171969,0.000008733798,0.00003101993,0.00005612626,0.007957877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2438597,"threshold_uncertainty_score":0.999337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02446946919005953,"score_gpt":0.2524834481474602,"score_spread":0.2280139789574007,"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."}}