{"id":"W2944557057","doi":"10.1080/13670050.2020.1810203","title":"Exploring content and language co-construction in CLIL with semantic waves","year":2020,"lang":"en","type":"article","venue":"International Journal of Bilingual Education and Bilingualism","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Unpacking; Computer science; Mathematics education; Pedagogy; Linguistics; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001918015,0.0003732094,0.000225429,0.001895785,0.001931564,0.004536282,0.0005812938,0.0005167099,0.001965011],"category_scores_gemma":[0.004193663,0.0003314679,0.0002047551,0.001371862,0.006420761,0.005997037,0.004305285,0.001112284,0.0001986201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003197692,"about_ca_system_score_gemma":0.001996085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01157819,"about_ca_topic_score_gemma":0.01547261,"domain_scores_codex":[0.998876,0.0006236381,0.00004759078,0.0001260403,0.0001411314,0.0001855349],"domain_scores_gemma":[0.9969439,0.002070294,0.0003857844,0.0002057821,0.0002451713,0.0001491069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000725612,0.00008524323,0.02680904,0.0001661847,0.000008665661,0.0008273819,0.901539,0.0003173002,0.004717601,0.04000498,0.0002627941,0.02518925],"study_design_scores_gemma":[0.00001230496,0.00005797075,0.04232009,0.0001492465,0.0000160747,0.0003914965,0.9216223,0.003170896,0.00329839,0.01410001,0.01483386,0.00002739818],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580527,0.0001327716,0.01665922,0.0003919678,0.000007664745,0.0000768665,0.00004833423,0.00002704508,0.02460346],"genre_scores_gemma":[0.9949063,0.00006920169,0.003176298,0.00002320315,0.000001845093,0.00003279038,0.00002826648,0.00001711322,0.00174502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01157819,"threshold_uncertainty_score":0.02320093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1155744715874722,"score_gpt":0.3094904473778369,"score_spread":0.1939159757903647,"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."}}