{"id":"W4281740851","doi":"10.1017/9781009037075","title":"Multilingualism and Education","year":2022,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Multilingualism; Pedagogy; Reading (process); Sociology; Diversity (politics); Field (mathematics); Power (physics); Political science; Anthropology","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":[0.00008941408,0.0001844299,0.0001911969,0.0001548559,0.0006230398,0.000115565,0.0001942636,0.00008276891,0.0002154084],"category_scores_gemma":[0.0000128685,0.0002198711,0.00007972038,0.00000187784,0.0001690989,0.00006366045,0.0001986124,0.0006107472,0.000005385073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001447809,"about_ca_system_score_gemma":0.0002351905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001449037,"about_ca_topic_score_gemma":0.00001723205,"domain_scores_codex":[0.9992549,0.0000855846,0.00009220494,0.0002959471,0.0001270701,0.0001442645],"domain_scores_gemma":[0.9994588,0.00007031396,0.0001297685,0.0002211683,0.00004929504,0.00007067197],"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":[0.00001262133,0.00001193398,5.461496e-7,0.0000795471,0.00005183165,0.00004761845,0.01286463,3.994195e-7,0.000001193049,0.8022886,0.1616699,0.02297113],"study_design_scores_gemma":[0.0001840654,0.00002355614,0.000001444207,0.00005193876,0.0001028157,0.000009476872,0.008040288,0.00001531774,0.000002309003,0.00000471728,0.99132,0.0002441423],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003710887,0.000771348,0.000002135092,0.000008951586,0.0006917019,0.0001619219,0.0001303057,0.000145798,0.994377],"genre_scores_gemma":[0.0008946877,0.00001903342,0.00001435836,0.0002148545,0.000606631,0.000001173481,0.0002295576,0.00003360233,0.9979861],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.82965,"threshold_uncertainty_score":0.8966082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02107463964614062,"score_gpt":0.2062578813652012,"score_spread":0.1851832417190606,"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."}}