{"id":"W6912214747","doi":"10.5281/zenodo.15038978","title":"NEW INTERACTIVE METHODS FOR TEACHING FOREIGN LANGUAGE TO YOUNG LEARNERS AT CLASSROOM","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Language Acquisition and Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Foreign language; English as a foreign language; Language education; Language assessment; Language acquisition; Comprehension approach","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009444962,0.0001314634,0.0001360932,0.0003469429,0.001235957,0.0003107401,0.000563669,0.00006574085,0.02676166],"category_scores_gemma":[0.001233575,0.0001375989,0.00007127141,0.0003587262,0.00003936757,0.000153823,0.0005159404,0.0002522186,0.004945149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003499201,"about_ca_system_score_gemma":0.000007803625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001039371,"about_ca_topic_score_gemma":0.000001412759,"domain_scores_codex":[0.9982989,0.0005779467,0.0002170155,0.0004391569,0.0001197578,0.0003472325],"domain_scores_gemma":[0.9989618,0.0001094222,0.0000765912,0.0004452411,0.0001953772,0.0002115713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002887961,0.0000662039,0.00000898589,0.0000213961,0.00007001099,0.000003366428,0.02576816,0.0000107353,0.005198967,0.02916366,0.5406693,0.3987305],"study_design_scores_gemma":[0.0006191155,0.0001363918,0.0009109447,0.00003600929,0.00002854664,0.00002592245,0.01901281,0.0001157461,0.0006636737,0.0007229885,0.9775691,0.0001587749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01293941,0.0001772136,0.4469288,0.003160652,0.0006814289,0.0008713275,0.00006244395,0.0006302661,0.5345485],"genre_scores_gemma":[0.7136414,0.00001126608,0.05369186,0.004993292,0.0008446497,0.000001571662,0.003110984,0.001817427,0.2218876],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.700702,"threshold_uncertainty_score":0.9958296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0290680111956127,"score_gpt":0.3872313937225861,"score_spread":0.3581633825269734,"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."}}