{"id":"W2556198123","doi":"10.3138/cmlr.3306","title":"Exploring Plurilingual Pedagogies across the College Curriculum","year":2016,"lang":"en","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Mathematics education; Pedagogy; Multilingualism; Sociology; Psychology; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008747603,0.0004107187,0.0005242433,0.000157177,0.001014319,0.0002065986,0.0006851936,0.00006931923,0.001483106],"category_scores_gemma":[0.001360916,0.0002465291,0.0002550599,0.0001322895,0.0005428759,0.0004686997,0.00007662747,0.0003771905,0.0001526894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004005091,"about_ca_system_score_gemma":0.0001545846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3030175,"about_ca_topic_score_gemma":0.884002,"domain_scores_codex":[0.9973627,0.0002869491,0.0004372247,0.0005143161,0.0001277044,0.001271133],"domain_scores_gemma":[0.9978871,0.000470545,0.00016711,0.0007268466,0.0001627866,0.0005856417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008344139,0.00003150693,0.0007730288,0.001685149,0.0002089034,0.002455811,0.5937294,0.000004685021,0.001021725,0.02748228,0.003876155,0.368723],"study_design_scores_gemma":[0.0004240295,0.00006963682,0.001073243,0.006723829,0.0001400699,0.0005047511,0.1891921,0.0001012241,0.00006666518,0.0003054019,0.8004713,0.0009277717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288369,0.05815739,0.00002445654,0.00200038,0.000567108,0.0003879175,0.0009257319,0.0002051382,0.008894939],"genre_scores_gemma":[0.9812114,0.004234886,0.00006173179,0.001496323,0.001348319,0.0001404658,0.00006331852,0.0001010133,0.0113426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7965952,"threshold_uncertainty_score":0.9999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06416660153636357,"score_gpt":0.2611385439674383,"score_spread":0.1969719424310747,"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."}}