{"id":"W2923825380","doi":"10.12968/sece.2019.8.4","title":"Preparing your EAL learners","year":2019,"lang":"en","type":"article","venue":"SecEd","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Mathematics education; Computer science; Range (aeronautics); Psychology; Medical education; Linguistics; Medicine; Engineering; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00190057,0.0006566456,0.0004281978,0.0008940187,0.002167142,0.003969869,0.001151337,0.002139187,0.07024805],"category_scores_gemma":[0.006846835,0.0002801207,0.0007550259,0.0002571871,0.0007955062,0.002984496,0.003782294,0.003017648,0.06659669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008391569,"about_ca_system_score_gemma":0.003349858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007885468,"about_ca_topic_score_gemma":0.003081351,"domain_scores_codex":[0.9991799,0.000105075,0.00004407929,0.00007792565,0.0003034397,0.0002895303],"domain_scores_gemma":[0.9916053,0.0002347992,0.0003659485,0.0002438964,0.00160522,0.005944707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008123909,0.000613212,0.008835615,0.0002210282,0.000007900338,0.001576113,0.002136986,0.00008250458,0.00261556,0.002919168,0.6845326,0.296378],"study_design_scores_gemma":[0.000039661,0.0004596505,0.01134827,0.0003896658,0.00001087863,0.002382237,0.008302635,0.00009100129,0.003740232,0.003988165,0.9691992,0.00004833817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1740514,0.01014553,0.01274727,0.2079806,0.03849898,0.00149546,0.001851678,0.006406548,0.5468225],"genre_scores_gemma":[0.1450646,0.0071671,0.03132048,0.02938467,0.00378016,0.0007722211,0.001222356,0.0006481592,0.7806402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07024805,"threshold_uncertainty_score":0.2350032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01701500464158963,"score_gpt":0.3223984861375973,"score_spread":0.3053834814960077,"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."}}