{"id":"W4413973326","doi":"10.64076/iedc250821.05","title":"Analysis of pedagogical experience in integrating cultural components into foreign language teaching","year":2025,"lang":"en","type":"article","venue":"","topic":"Foreign Language Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Foreign language teaching; Linguistics; Foreign language; Mathematics education; Natural language processing; Psychology; Philosophy","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":[0.00462319,0.0005028663,0.0006198774,0.001554028,0.004172492,0.004569507,0.0009217163,0.001218051,0.003045215],"category_scores_gemma":[0.01365504,0.0003306627,0.0004298335,0.0010963,0.004507639,0.002476662,0.005375986,0.002259929,0.0005910199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002284921,"about_ca_system_score_gemma":0.001380084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002289546,"about_ca_topic_score_gemma":0.004076816,"domain_scores_codex":[0.9944121,0.003830056,0.0001097129,0.0003150917,0.0004918025,0.0008411747],"domain_scores_gemma":[0.994005,0.003949825,0.0004499117,0.0002107905,0.0004695329,0.0009149895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004841998,0.0001832697,0.007506397,0.0001068435,0.000009271102,0.001053495,0.9711657,0.00008934425,0.002330763,0.001707255,0.0005371022,0.01526207],"study_design_scores_gemma":[0.0000120391,0.0002851697,0.01448146,0.0001832374,0.00001960046,0.002326777,0.9394658,0.000406483,0.002238349,0.0007221067,0.03981648,0.00004257438],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860078,0.0004530805,0.002406513,0.0003977785,0.00003609389,0.00004044935,0.00002150345,0.0000305873,0.01060618],"genre_scores_gemma":[0.9932972,0.0005156261,0.0008682242,0.0001655557,0.00001534641,0.00003677025,0.00002771412,0.00003713446,0.005036485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00462319,"threshold_uncertainty_score":0.02445006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1030479199005137,"score_gpt":0.4917265352309327,"score_spread":0.3886786153304189,"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."}}