{"id":"W2902553238","doi":"10.14288/bctj.v3i1.303","title":"From Stigma to Strength: A Case of ESL Program Transformation in a Greater Vancouver High School","year":2018,"lang":"en","type":"article","venue":"Open Collections","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ell; Immigration; English as a second language; Pedagogy; English language; Stigma (botany); Psychology; Context (archaeology); Sociology; Mathematics education; Political science; Teaching method","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001904166,0.00005488411,0.00009589872,0.0001085054,0.0009814419,0.0002993606,0.0001466064,0.00005361447,0.007252329],"category_scores_gemma":[0.0001754031,0.00005491236,0.00002314045,0.001206242,0.00006968102,0.0002422828,0.00001923013,0.00006187575,0.00003334407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001251316,"about_ca_system_score_gemma":0.0004558114,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8159111,"about_ca_topic_score_gemma":0.8669749,"domain_scores_codex":[0.999345,0.0001075044,0.0001860486,0.0001237977,0.00009233197,0.0001453071],"domain_scores_gemma":[0.9995221,0.00004446114,0.00004044707,0.0001140546,0.0001423711,0.0001365949],"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":[0.0001300935,0.000709815,0.000325531,0.000007570818,0.00003162602,0.00001160495,0.333857,0.00001943509,0.00002626072,0.0008575555,0.484341,0.1796825],"study_design_scores_gemma":[0.001179248,0.0002693585,0.002582616,0.00005524475,0.00002491895,0.00000469076,0.03622179,0.0005339818,0.0008318979,0.0009179924,0.9571496,0.0002286981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4778328,0.000003412431,0.00006157363,0.0008549714,0.0007523355,0.00129522,0.00009576186,0.00004065455,0.5190633],"genre_scores_gemma":[0.9228672,0.000003732283,0.003072517,0.0001616752,0.0003061361,0.0002532614,0.000005806998,0.000005469826,0.0733242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4728086,"threshold_uncertainty_score":0.9936552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05597105378780328,"score_gpt":0.4473406705218277,"score_spread":0.3913696167340245,"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."}}