{"id":"W1822547597","doi":"10.25336/p67c80","title":"Academic performance and educational pathways of young allophones: A comparative multivariate analysis of Montreal, Toronto, and Vancouver","year":2013,"lang":"en","type":"article","venue":"Canadian Studies in Population","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Université de Montréal","funders":"Canadian Council on Learning","keywords":"Immigration; Multivariate analysis; Cohort; Multivariate statistics; Sociology; Psychology; Demographic economics; Demography; Geography; Medicine; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001734927,0.00005801068,0.0001998311,0.0001839003,0.0001267204,0.000005326862,0.00004264787,0.00005068356,0.00009115896],"category_scores_gemma":[0.0001713352,0.00005789,0.00001620515,0.000291867,0.0001701343,0.0002084346,0.000009618863,0.00004338973,5.022803e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002593257,"about_ca_system_score_gemma":0.0001792113,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9353863,"about_ca_topic_score_gemma":0.9884284,"domain_scores_codex":[0.9993901,0.00006280986,0.0002288381,0.0001053013,0.00009126055,0.0001216807],"domain_scores_gemma":[0.9994645,0.0001147483,0.0001210738,0.00005287109,0.0001497176,0.00009715307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002871346,0.000009476368,0.7316307,0.00001967166,0.0001005635,2.693578e-8,0.2614073,0.00009347575,0.00001528909,0.001928503,0.0006046346,0.004187518],"study_design_scores_gemma":[0.00008746234,0.000005882539,0.9557709,0.00002174663,0.00003872423,4.101959e-8,0.04178813,0.00181752,0.000002282693,0.0002543151,0.0001601905,0.00005279887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942327,0.001092964,5.210382e-7,0.0001049287,0.0002005573,0.0001733437,0.00001517828,0.00000232003,0.004177542],"genre_scores_gemma":[0.9988005,0.0007141586,0.0001050698,0.00004081942,0.00004206317,0.00002111953,0.0000117601,0.00000202786,0.0002624775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2241402,"threshold_uncertainty_score":0.2360685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09559109423600845,"score_gpt":0.4341670242285144,"score_spread":0.338575929992506,"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."}}