{"id":"W2548558551","doi":"10.1017/s0261444816000100","title":"Developing illustrative descriptors of aspects of mediation for the Common European Framework of Reference (CEFR)","year":2016,"lang":"en","type":"article","venue":"Language Teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mediation; Variety (cybernetics); Process (computing); Epistemology; Object (grammar); Reflection (computer programming); Meaning (existential); Focus (optics); Space (punctuation); Psychology; Computer science; Sociology; Cognitive science; Linguistics; Artificial intelligence; Social science; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.001044854,0.00009220976,0.0001832004,0.00005591938,0.0002074353,0.00001794633,0.0002039386,0.0000294304,0.00008642556],"category_scores_gemma":[0.0009148313,0.00005152427,0.00005511497,0.00001911672,0.0001361537,0.000107903,0.00003670132,0.0002397252,0.000001776589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002435237,"about_ca_system_score_gemma":0.0000242361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004873185,"about_ca_topic_score_gemma":0.0003321291,"domain_scores_codex":[0.9990295,0.0003053885,0.0002944849,0.0001063887,0.0001401551,0.0001241023],"domain_scores_gemma":[0.9982204,0.001168352,0.000352705,0.0001817943,0.00006036,0.00001635062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001831186,0.00001976638,0.0005440146,0.00007698248,0.00004596601,7.366116e-7,0.2548872,0.00001841539,0.004651457,0.6884397,0.00005064303,0.05124687],"study_design_scores_gemma":[0.003963982,0.002027312,0.02107515,0.01355132,0.0005747343,0.00001210622,0.7696542,0.001725304,0.0690954,0.0445625,0.07170597,0.002052033],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9257838,0.0003121752,0.04031286,0.0003332083,0.0002270207,0.0001707168,0.00004196458,0.00005254591,0.03276569],"genre_scores_gemma":[0.9960218,0.000005673021,0.003343707,0.00003860307,0.0002421542,0.000003131345,0.000006883645,0.00001769438,0.0003203325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6438771,"threshold_uncertainty_score":0.2101099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06035335485627732,"score_gpt":0.2987739835547547,"score_spread":0.2384206286984774,"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."}}