{"id":"W1575725748","doi":"10.18806/tesl.v30i1.1130","title":"Roots and Connections: A Culturally Integrated Approach to EAL Instruction","year":2013,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Pedagogy; Sociology; Cultural diversity; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004106492,0.00006422498,0.00007640204,0.00005168722,0.001453011,0.0002557985,0.0001612417,0.00003362634,0.001699273],"category_scores_gemma":[0.000157663,0.00005361195,0.0000143716,0.0002391564,0.00003345055,0.0001786878,0.00002676184,0.0004264809,0.000005645508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003315299,"about_ca_system_score_gemma":0.0005291886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8659468,"about_ca_topic_score_gemma":0.6863776,"domain_scores_codex":[0.9990398,0.0002977538,0.0001202014,0.00007304741,0.0002760116,0.0001932346],"domain_scores_gemma":[0.9993629,0.00004779823,0.0000545912,0.00006604013,0.0002240233,0.000244624],"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":[0.00005433906,0.0002065637,0.005653908,0.00003849951,0.0002778043,0.00001661132,0.08446638,0.00163128,0.0006542387,0.0154617,0.561034,0.3305047],"study_design_scores_gemma":[0.0005187736,0.00008688244,0.0493292,0.00004604625,0.00002047323,0.0001210416,0.2235139,0.0003776061,0.00001806809,0.0005864374,0.725121,0.0002605362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555773,0.0007334009,0.0002008114,0.008392616,0.0004405593,0.0002038547,0.000001431411,0.00005002777,0.03439999],"genre_scores_gemma":[0.9905161,0.0000336588,0.0008876786,0.007470568,0.00018023,0.00001184362,0.000002483541,0.000005300824,0.0008921703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3302441,"threshold_uncertainty_score":0.9998469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01991214360536497,"score_gpt":0.2453269177461002,"score_spread":0.2254147741407352,"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."}}