{"id":"W4237864145","doi":"10.1075/bct.115.07lo","title":"Scaffolding for cognitive and linguistic challenges in CLIL science assessments","year":2021,"lang":"en","type":"book-chapter","venue":"Benjamins current topics","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Psychology; Content and language integrated learning; Cognition; Pedagogy; Mathematics education; Foreign language","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":[0.0003306627,0.0002392561,0.0003141591,0.0002588573,0.0003265106,0.0002730171,0.0001376701,0.00008316817,0.0003285453],"category_scores_gemma":[0.0002774467,0.0002398271,0.00007380648,0.00001118359,0.0002533926,0.00009253674,0.0001121675,0.0004234413,0.000005083396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007011691,"about_ca_system_score_gemma":0.000129974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002243279,"about_ca_topic_score_gemma":0.0007252141,"domain_scores_codex":[0.9987388,0.00001743153,0.0002559672,0.0005005287,0.0002164095,0.0002708804],"domain_scores_gemma":[0.9992533,0.0002054029,0.00014556,0.0001495878,0.0001814938,0.00006464835],"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":[0.000002893523,0.0000222658,0.0000281834,0.0002350752,0.00001648709,0.0000102996,0.009731398,1.679871e-7,4.721436e-7,0.5659879,0.00002144432,0.4239434],"study_design_scores_gemma":[0.0005829522,0.0001141197,0.0001459241,0.002594836,0.0001064238,0.000004567791,0.005560941,0.0001809073,0.000004876907,0.004583971,0.9856335,0.0004869599],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01066978,0.05606662,0.0000407253,0.00009504893,0.003139864,0.0004327195,0.0001141853,0.00006631929,0.9293748],"genre_scores_gemma":[0.4024464,0.009965447,0.0003614332,0.0002126105,0.009261607,0.00008980444,0.000464523,0.0001663921,0.5770317],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9856121,"threshold_uncertainty_score":0.9779867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1771534181618875,"score_gpt":0.3561231110999292,"score_spread":0.1789696929380417,"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."}}