{"id":"W4324373876","doi":"10.1177/02655322231156819","title":"Ukrainian language proficiency test review","year":2023,"lang":"en","type":"article","venue":"Language Testing","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Ukrainian; Language proficiency; Psychology; Language assessment; Test (biology); Linguistics; Mathematics education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002471855,0.0004214935,0.001146727,0.004310525,0.0003397088,0.001186835,0.001178846,0.0005777032,0.003901433],"category_scores_gemma":[0.006714,0.0001676235,0.0006251024,0.003653993,0.0005934352,0.001148659,0.0008586269,0.000463534,0.0007629378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001743478,"about_ca_system_score_gemma":0.008802568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01505016,"about_ca_topic_score_gemma":0.02085946,"domain_scores_codex":[0.9989277,0.0002456725,0.0002931258,0.0001452109,0.0003240416,0.00006429123],"domain_scores_gemma":[0.9964094,0.001795474,0.0003964529,0.00007129971,0.001227213,0.0001000664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001677827,0.00007402451,0.0107313,0.02011449,0.0003735555,0.0004219863,0.0002159845,0.0001758267,0.0002282282,0.002209761,0.03824758,0.9270395],"study_design_scores_gemma":[0.00005162935,0.0002223797,0.07652856,0.05570418,0.001912122,0.003328096,0.0008874267,0.000120323,0.0007495757,0.001371556,0.8590837,0.00004050576],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002317998,0.9915446,0.0001709454,0.001270046,0.0003459856,0.00002434839,0.0005739097,0.00001157206,0.003740533],"genre_scores_gemma":[0.02456839,0.9703519,0.0005060087,0.001192781,0.0002845,0.00006887336,0.001068567,0.00001257501,0.001946459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01505016,"threshold_uncertainty_score":0.02992517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06068389481600776,"score_gpt":0.2813315677158389,"score_spread":0.2206476728998312,"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."}}