{"id":"W4401730846","doi":"10.1007/978-3-031-59793-0_10","title":"The Conceptual Evolution of Culture Within Language and Culture Pedagogy","year":2024,"lang":"en","type":"book-chapter","venue":"Multilingual education","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Sociology; Linguistics; 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":[0.0002397393,0.0003080362,0.0002751974,0.0001086035,0.0001422073,0.00005141919,0.0001614811,0.0005542224,0.0003756278],"category_scores_gemma":[0.0001041835,0.0002111922,0.0001304932,0.00005216455,0.0003428327,0.00005277932,0.00004168179,0.0006215638,0.0002092462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102274,"about_ca_system_score_gemma":0.0003279239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003710043,"about_ca_topic_score_gemma":0.0003734175,"domain_scores_codex":[0.9986296,0.00005697508,0.0004232724,0.0004657109,0.0002372324,0.0001871697],"domain_scores_gemma":[0.9988903,0.00007724501,0.0003266392,0.0003660086,0.0002674385,0.0000723206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000117197,0.0001012674,0.00001811647,0.0001499276,0.000270193,0.0000109133,0.3774264,6.455299e-7,0.001021251,0.5352981,0.009929541,0.0756564],"study_design_scores_gemma":[0.0008634863,0.0003971903,0.0002604066,0.0007321929,0.001041719,0.0001696965,0.4415246,0.00003409365,0.001027045,0.06595513,0.48714,0.0008543657],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06679362,0.1649766,0.00004218738,0.0002108721,0.008632532,0.0009951511,0.0002374561,0.0001697033,0.7579418],"genre_scores_gemma":[0.288452,0.0002154466,0.00009798822,0.00007439381,0.001171247,0.00003892912,0.0002949645,0.00004868517,0.7096063],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4772105,"threshold_uncertainty_score":0.861217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02108970628468292,"score_gpt":0.3550227989810665,"score_spread":0.3339330926963835,"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."}}