{"id":"W3007001880","doi":"10.5951/jresematheduc-2020-0018","title":"Learning Mathematics in a Second Language: Language Positive and Language Neutral Classrooms","year":2020,"lang":"en","type":"article","venue":"Journal for Research in Mathematics Education","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Socialization; Mathematics education; Foreign language; Mainstream; Pedagogy; Psychology; Social 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002541918,0.0001326168,0.0002390732,0.0003827084,0.0003567234,0.0004880646,0.0001774209,0.00006014513,0.0003939057],"category_scores_gemma":[0.001115382,0.0001162507,0.00005820499,0.0001265766,0.00009016322,0.0002608167,0.00004944169,0.001495699,0.00002607039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001258485,"about_ca_system_score_gemma":0.0001603344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001177788,"about_ca_topic_score_gemma":0.0005248663,"domain_scores_codex":[0.9984689,0.0002731006,0.0004081538,0.0001753705,0.0002825435,0.0003919698],"domain_scores_gemma":[0.9986901,0.0007785152,0.0001587649,0.0001007749,0.0001210741,0.0001507541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000199109,0.0002798279,0.0002750492,0.0007576423,0.00001705392,0.00002446557,0.9597952,0.00003665539,0.001178544,0.02747708,0.0009017687,0.009236813],"study_design_scores_gemma":[0.0006831007,0.0003151417,0.0002312332,0.0007609954,0.00001288132,0.00006275633,0.9736328,0.008961411,0.0002094965,0.009828869,0.005091498,0.0002098135],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841217,0.000726449,0.0001022509,0.002114425,0.0001337475,0.0004062443,0.000007577985,0.00002678711,0.01236078],"genre_scores_gemma":[0.9865226,0.0000296145,0.003087988,0.0001334022,0.0008183664,0.00004397491,0.00001960048,0.00004355964,0.009300947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01764821,"threshold_uncertainty_score":0.6498151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09789519421384264,"score_gpt":0.4174348309446311,"score_spread":0.3195396367307884,"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."}}