{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004994523,0.0001859997,0.0002477175,0.0001354322,0.0004257252,0.0001774476,0.0003363332,0.00003466518,0.00168353],"category_scores_gemma":[0.03872668,0.0001673343,0.0000906508,0.0002803795,0.0001336132,0.0001504253,0.0001802731,0.0001863292,0.002108722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000325458,"about_ca_system_score_gemma":0.00003771407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001853467,"about_ca_topic_score_gemma":0.0007287238,"domain_scores_codex":[0.9986379,0.00004172866,0.0002714169,0.0003068622,0.0002957135,0.0004463523],"domain_scores_gemma":[0.9985328,0.0003674059,0.0001289038,0.0003490746,0.0005254502,0.00009639909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003646528,0.0002068042,0.02522052,0.003790126,0.00004958835,0.001578217,0.8425729,0.00000232636,0.0004961864,0.001752401,0.1026139,0.02171342],"study_design_scores_gemma":[0.00256169,0.0006904238,0.01782123,0.01215746,0.0009754196,0.00003381589,0.7358624,0.002709161,0.001080596,0.0007850347,0.2208023,0.004520527],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7869056,0.01333597,0.000004385769,0.0002129501,0.006860224,0.0007185736,0.000308942,0.0026746,0.1889787],"genre_scores_gemma":[0.9518932,0.0001882157,0.0003697213,0.002505088,0.01591573,0.00002478919,0.0001917495,0.00006282284,0.02884873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1649875,"threshold_uncertainty_score":0.9992291,"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."}}