{"id":"W2013187100","doi":"10.1353/ces.2015.0010","title":"Language Skills, Profiles, and Prospects among International Newcomers to Edmonton, Alberta","year":2015,"lang":"en","type":"article","venue":"Canadian ethnic studies","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Referral; Test (biology); English language; Refugee; Population; Medical education; Language proficiency; Language barrier; Political science; Public relations; Psychology; Medicine; Pedagogy; Family medicine; Mathematics education; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008813676,0.0002933138,0.0002609892,0.0008833409,0.003905625,0.002169357,0.001152142,0.0003745948,0.003819738],"category_scores_gemma":[0.001258985,0.0001882558,0.0001554674,0.0009158424,0.001269346,0.0006683851,0.002028175,0.001064396,0.0004518343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008055527,"about_ca_system_score_gemma":0.01123423,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.909481,"about_ca_topic_score_gemma":0.9666823,"domain_scores_codex":[0.9994233,0.00005053616,0.00001196908,0.00005475854,0.0001420821,0.0003174506],"domain_scores_gemma":[0.9989319,0.00005796351,0.000100459,0.00002070448,0.0002731325,0.0006156544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000126245,0.000220296,0.7459812,0.0001012573,0.00001794594,0.00300357,0.1873882,0.0001167255,0.001318771,0.001140365,0.0086777,0.0519078],"study_design_scores_gemma":[0.000006545667,0.0001168327,0.649666,0.0001710781,0.000009483051,0.000494737,0.3372004,0.00008682073,0.0001448603,0.00009685579,0.01197554,0.00003104203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928351,0.0003576151,0.00003711729,0.0008108616,0.00002675984,0.00002016986,0.0001275803,0.00000435576,0.00578034],"genre_scores_gemma":[0.9847578,0.00102754,0.0001430096,0.0005952528,0.00001448431,0.00002888764,0.0003394356,0.000009329025,0.01308434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09051901,"threshold_uncertainty_score":0.1821042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1502441290999003,"score_gpt":0.4908089672834378,"score_spread":0.3405648381835374,"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."}}