{"id":"W3179864844","doi":"10.1075/lplp.20020.gre","title":"Immigrant linguistic integration in the multilingual context of Montreal","year":2021,"lang":"en","type":"article","venue":"Language Problems & Language Planning","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Immigration; Metropolitan area; Context (archaeology); French; Linguistics; Sociology; Demographic economics; Political science; History; Law; Economics","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":[0.001086547,0.0001531115,0.000243756,0.0001312411,0.0001879392,0.00009012102,0.0003141469,0.0001138107,0.0002092601],"category_scores_gemma":[0.002702427,0.0001217787,0.00009020506,0.0004961021,0.000126324,0.00008451918,0.00003187769,0.0003332234,0.00001436311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005379221,"about_ca_system_score_gemma":0.0002958594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08737816,"about_ca_topic_score_gemma":0.06500856,"domain_scores_codex":[0.9980993,0.000474892,0.0004227134,0.0002551008,0.00037459,0.0003734033],"domain_scores_gemma":[0.9987386,0.0005681355,0.0001780849,0.0002849567,0.0001535016,0.00007675042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001376854,0.0001168776,0.001506185,0.00003597943,0.00001028537,0.0001672487,0.9377975,0.00005488466,0.005733159,0.001954782,0.00006175353,0.05254751],"study_design_scores_gemma":[0.0006500232,0.00002722856,0.003511347,0.0003342704,0.00002692254,0.00001486081,0.9833121,0.0005955381,0.007048394,0.0001620022,0.004092384,0.0002249699],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572921,0.00729079,0.0001042174,0.0005314871,0.0003203054,0.000348285,0.0000273149,0.00006750085,0.03401795],"genre_scores_gemma":[0.9967115,0.00003770318,0.0005679966,0.0007360051,0.0004953069,0.00002809256,0.0001012599,0.000015364,0.001306756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05232254,"threshold_uncertainty_score":0.9520526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0404409167454922,"score_gpt":0.4039537095269142,"score_spread":0.363512792781422,"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."}}