{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002910804,0.000078655,0.0001062283,0.0001345643,0.0001387237,0.00002116028,0.0001500097,0.00004579206,0.00009000536],"category_scores_gemma":[0.002494968,0.00007633783,0.00001674969,0.0002114636,0.00020779,0.00008298362,0.00003126099,0.00007128168,0.0000624424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004242338,"about_ca_system_score_gemma":0.0008044628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8159028,"about_ca_topic_score_gemma":0.9827535,"domain_scores_codex":[0.9992461,0.00004853908,0.0001006407,0.0001632644,0.0001596813,0.0002818014],"domain_scores_gemma":[0.9988558,0.00008450577,0.00003043757,0.00009336568,0.000161888,0.0007740328],"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":[0.000002387051,0.00001262664,0.01346993,0.000005977273,0.00005286268,0.000005953382,0.8059438,0.000001863576,0.000002746551,0.006297605,0.09478445,0.07941976],"study_design_scores_gemma":[0.0002558649,0.00002184825,0.3735411,0.00003821735,0.00001182741,9.67395e-7,0.2323312,0.000005432836,0.00002294696,0.0002661062,0.393279,0.0002254811],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6847459,0.01300078,6.201885e-7,0.03485615,0.002162478,0.0006084786,0.00002388293,0.00004580616,0.2645559],"genre_scores_gemma":[0.901923,0.0007189945,0.000147646,0.00374509,0.0008414812,0.00005785681,0.000007758781,0.00001172923,0.09254644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5736126,"threshold_uncertainty_score":0.3112966,"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."}}