{"id":"W4238272806","doi":"10.1017/s0261444802241890","title":"Language testing","year":2003,"lang":"en","type":"article","venue":"Language Teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University","funders":"","keywords":"Context (archaeology); Linguistics; Foreign language; Language assessment; Psychology; History; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00642655,0.001386063,0.0009030987,0.002036542,0.001901501,0.003791733,0.002515772,0.001382186,0.3092771],"category_scores_gemma":[0.01933128,0.0004647218,0.001043026,0.001490098,0.001029346,0.002800373,0.004689608,0.002509932,0.2460408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002313556,"about_ca_system_score_gemma":0.005069749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008614261,"about_ca_topic_score_gemma":0.01379483,"domain_scores_codex":[0.9939145,0.001633197,0.0007111169,0.000846583,0.002318641,0.0005759472],"domain_scores_gemma":[0.9852482,0.001574412,0.0003579276,0.002251836,0.009106772,0.001460955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003477645,0.000504996,0.004482313,0.0001959366,0.00001712735,0.0006529097,0.001735561,0.0001220808,0.00148558,0.008026548,0.4718376,0.5105916],"study_design_scores_gemma":[0.00007146344,0.0003790449,0.006828468,0.0003637486,0.00001625293,0.0009919461,0.001504097,0.0002623775,0.001727568,0.004314167,0.983503,0.00003791987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01807836,0.001927201,0.01149224,0.009422962,0.004915277,0.001720167,0.01270252,0.006645353,0.9330958],"genre_scores_gemma":[0.06025375,0.001533952,0.01419031,0.006088337,0.0003958376,0.001769144,0.01292114,0.002203081,0.9006445],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3092771,"threshold_uncertainty_score":0.9852323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03230740850143905,"score_gpt":0.2659306836372634,"score_spread":0.2336232751358243,"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."}}