{"id":"W2923189886","doi":"10.12968/htup.2019.2.45","title":"Supporting an effective transition for EAL pupils","year":2019,"lang":"en","type":"article","venue":"Headteacher Update","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Transition (genetics); Mathematics education; Medical education; Psychology; Sociology; Pedagogy; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005905875,0.0001330667,0.0001787306,0.00006257746,0.0002365339,0.0001618121,0.00008722526,0.00004988744,0.00481732],"category_scores_gemma":[0.00002112933,0.0001183818,0.00009550349,0.00001439847,0.00003416625,0.0003678848,0.000007984425,0.0002372518,0.0003263036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002548954,"about_ca_system_score_gemma":0.00001072932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002993934,"about_ca_topic_score_gemma":0.0002122039,"domain_scores_codex":[0.999015,0.0001280174,0.0001781545,0.0002645364,0.00009176925,0.0003225685],"domain_scores_gemma":[0.9995705,0.00007429279,0.00007645793,0.0001766317,0.00003934152,0.000062722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002420823,0.0003071561,0.00133458,0.0002887897,0.0001737459,0.00001413212,0.5554151,0.0002031332,0.002481807,0.09201718,0.003437556,0.3440847],"study_design_scores_gemma":[0.003954618,0.001423608,0.00167703,0.0001521179,0.0001702414,0.00002242262,0.08312431,0.01520008,0.001625517,0.003723094,0.8877372,0.001189746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790834,0.00008538485,0.0008190435,0.0003135092,0.0003562916,0.0005139601,0.00002698005,0.0002086852,0.01859271],"genre_scores_gemma":[0.9917673,5.012995e-7,0.0002042271,0.001277623,0.0007267093,0.00005697875,0.0002295037,0.00003811893,0.005698986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8842996,"threshold_uncertainty_score":0.9960924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747505422960277,"score_gpt":0.2878548423383192,"score_spread":0.2703797881087164,"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."}}