{"id":"W4324351357","doi":"10.1002/sce.21791","title":"Science education with multilingual learners: Equity as access and equity as transformation","year":2023,"lang":"en","type":"article","venue":"Science Education","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Academy of Education; Purdue University; Educational Testing Service; York University; Vanderbilt University; National Science Foundation","keywords":"Equity (law); Sociology; Public relations; Political science; Science education; Higher education; Pedagogy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.004692578,0.0001573944,0.0001252924,0.001177925,0.003000302,0.00152788,0.001111831,0.0000755677,0.0001788642],"category_scores_gemma":[0.002865257,0.0001468449,0.00002672148,0.006925952,0.003307093,0.004301604,0.0002068829,0.0001868294,0.0002960692],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006218799,"about_ca_system_score_gemma":0.07468617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01338306,"about_ca_topic_score_gemma":0.001695667,"domain_scores_codex":[0.9967813,0.00009864209,0.0002725661,0.000608777,0.001519817,0.0007188982],"domain_scores_gemma":[0.9978877,0.0001063633,0.0001825021,0.0003347389,0.000899418,0.0005893349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001641433,0.0002288499,0.001480033,0.00003159295,0.000001793636,1.215133e-7,0.1634759,0.00002627181,0.002607228,0.1858978,0.0003222174,0.6459118],"study_design_scores_gemma":[0.0008801545,0.0004894896,0.1486421,0.0004505451,0.0000683997,0.00003660493,0.6240406,0.001871696,0.02982146,0.05143353,0.1406961,0.001569294],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7541515,0.00002828281,0.00001517462,0.00633955,0.001771675,0.0005080063,0.000001876796,0.0001440206,0.23704],"genre_scores_gemma":[0.9911271,0.0001317028,0.0002741878,0.001046617,0.0005088596,0.00004320969,0.00001746977,0.00001021781,0.006840579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6443424,"threshold_uncertainty_score":0.9995086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1404253857071343,"score_gpt":0.5778252653801256,"score_spread":0.4373998796729913,"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."}}