{"id":"W7108730963","doi":"10.5281/zenodo.17813219","title":"INTERNATIONAL MODELS FOR THE DEVELOPMENT OF LANGUAGE EDUCATION AND THEIR ADAPTATION IN UZBEKISTAN (GERMANY AND CANADA)","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multilingualism; Globalization; Standardization; Context (archaeology); German; Multiculturalism; Language industry; Language education; Adaptation (eye); International education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002723524,0.000773267,0.0003368868,0.006625479,0.009919704,0.01108512,0.001412342,0.001294681,0.003213202],"category_scores_gemma":[0.003685826,0.0002319627,0.0004105575,0.01100272,0.01113073,0.003109249,0.003647229,0.001671601,0.0002685847],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.148417,"about_ca_system_score_gemma":0.1413496,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9437916,"about_ca_topic_score_gemma":0.9481416,"domain_scores_codex":[0.995106,0.001185169,0.0002891371,0.0004523616,0.001163871,0.00180362],"domain_scores_gemma":[0.9981735,0.0002148204,0.0001557092,0.0001322708,0.001013646,0.0003099588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002800552,0.00003045705,0.005380769,0.0003041857,0.00002475019,0.0003606692,0.0335453,0.001247042,0.0002587869,0.8446757,0.009961095,0.1041834],"study_design_scores_gemma":[0.00001686323,0.00004497574,0.03215809,0.002111766,0.00007392487,0.000508034,0.1441324,0.001031337,0.0006545763,0.03285751,0.786306,0.0001045661],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1592492,0.1041603,0.009091261,0.03567992,0.001151878,0.0002749135,0.0009173655,0.0002235538,0.6892517],"genre_scores_gemma":[0.9520555,0.01821449,0.00815356,0.0009928831,0.00002289666,0.0001186586,0.000315663,0.00004932871,0.02007707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.148417,"threshold_uncertainty_score":0.9877156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02754930380680294,"score_gpt":0.2406597055505294,"score_spread":0.2131104017437265,"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."}}