{"id":"W2785544572","doi":"10.3138/cmlr.3407","title":"Canadian Bilingual Program Teachers’ Understanding of Immersion Pedagogy: A Nexus Analysis of an Early Years Classroom","year":2018,"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":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neuroscience of multilingualism; Bilingual education; Pedagogy; German; Curriculum; French immersion; Nexus (standard); Immersion (mathematics); Language education; Psychology; Mathematics education; Sociology; Linguistics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0007425296,0.0003182552,0.000828294,0.00135907,0.0003221354,0.0001112866,0.0004775964,0.0001424145,0.00163019],"category_scores_gemma":[0.0003167596,0.0003164913,0.0003264316,0.0005108167,0.0005592851,0.0002304158,0.00002675058,0.0003440719,0.00001312657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008640006,"about_ca_system_score_gemma":0.0006610979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9720206,"about_ca_topic_score_gemma":0.9985234,"domain_scores_codex":[0.9976343,0.0002931343,0.0005488449,0.000484148,0.0001347121,0.000904882],"domain_scores_gemma":[0.9977117,0.000133525,0.0002938246,0.0006410917,0.0001993036,0.001020558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001561515,0.00006721148,0.005341054,0.0009843098,0.001255051,0.000809843,0.7474418,0.0000175892,0.001014102,0.006225879,0.0001986683,0.2366289],"study_design_scores_gemma":[0.001549465,0.002286488,0.03764252,0.01013556,0.008209367,0.0002318567,0.8241556,0.01213399,0.0001747095,0.0007191253,0.09941433,0.003347011],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749758,0.01547199,0.00002827254,0.0001042906,0.0001681185,0.0003900473,0.0005666676,0.00006960095,0.008225171],"genre_scores_gemma":[0.9969991,0.0002495413,0.0003013492,0.0003180853,0.0002995892,0.0000142477,0.0004278197,0.00007086915,0.001319355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2332819,"threshold_uncertainty_score":0.9999287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03378082644103177,"score_gpt":0.2806282412085283,"score_spread":0.2468474147674965,"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."}}