{"id":"W3083710847","doi":"10.1017/s0142716420000375","title":"Language proficiency and sociocultural integration of Canadian newcomers","year":2020,"lang":"en","type":"article","venue":"Applied Psycholinguistics","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Sociocultural evolution; Ethnic group; Social integration; Language proficiency; Psychology; Social psychology; Sociology; Anthropology; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.0001186571,0.00005742329,0.00007894084,0.00006519583,0.0001494185,0.00002929228,0.00009180334,0.00006155284,0.00006480447],"category_scores_gemma":[0.0002272245,0.00005445702,0.00001555809,0.0004029977,0.0001292276,0.00001458451,0.000005265977,0.00008771972,0.000009000656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002370295,"about_ca_system_score_gemma":0.000106974,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03301616,"about_ca_topic_score_gemma":0.2081375,"domain_scores_codex":[0.9994701,0.00001826431,0.0001266394,0.0001138205,0.0001325059,0.0001386814],"domain_scores_gemma":[0.99959,0.00001994874,0.0000543564,0.0000549101,0.00007872154,0.0002020303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006576591,0.000008853711,0.0004392502,0.000009160594,0.000005303642,0.000001035149,0.2714976,0.000008715102,0.001129068,0.7206177,0.001520347,0.004756417],"study_design_scores_gemma":[0.001350953,0.0001252246,0.009197736,0.00003577313,0.00009265246,9.636672e-7,0.3941868,0.006225371,0.0008757376,0.004670287,0.5823576,0.0008809349],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.51516,0.0001260278,0.001225386,0.005573994,0.0003372246,0.000415525,0.0000521184,0.00007296634,0.4770368],"genre_scores_gemma":[0.9967903,0.0000762502,0.001516553,0.001152311,0.0002077435,0.000003198088,0.00001859444,0.000005193204,0.0002298849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7159474,"threshold_uncertainty_score":0.9734231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03508724972753206,"score_gpt":0.3208194490332541,"score_spread":0.285732199305722,"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."}}