{"id":"W3126991080","doi":"10.1353/ces.2020.0025","title":"African Immigrant Students and Postsecondary Education in Canada: High School Teachers and School Career Counsellors as Gatekeepers","year":2020,"lang":"en","type":"article","venue":"Canadian ethnic studies","topic":"Education and experiences of immigrants and refugees","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Immigration; Mentorship; Inclusion (mineral); Pedagogy; Identity (music); Sociology; Postsecondary education; Psychology; Medical education; Political science; Higher education; Gender studies; Medicine","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":[0.0002378114,0.0001408684,0.0002234524,0.0001080688,0.0003607071,0.00004334373,0.0002016282,0.00005973704,0.0002859907],"category_scores_gemma":[0.0005016901,0.0001282153,0.00001959318,0.0002963988,0.0003777188,0.0001553524,0.00002542445,0.0002033547,0.00001245062],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009481155,"about_ca_system_score_gemma":0.01147054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9982882,"about_ca_topic_score_gemma":0.9998047,"domain_scores_codex":[0.9987376,0.00009743971,0.0001949262,0.0002997404,0.0002781921,0.0003920668],"domain_scores_gemma":[0.9985338,0.00006361199,0.00005224166,0.00008230245,0.00009652074,0.00117152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002550986,0.00003137206,0.2098356,0.00005005116,0.0001868854,0.00003142152,0.5592866,0.000005373424,0.00002061702,0.0006887579,0.04711156,0.1827263],"study_design_scores_gemma":[0.0001454769,0.00001978767,0.4073137,0.00002884263,0.00001030854,7.347699e-7,0.554881,3.846361e-7,0.000002017335,0.00004469137,0.03741891,0.0001341497],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.906449,0.06545173,4.178685e-8,0.02578272,0.0004547699,0.0002436961,0.00001400497,0.00001061595,0.00159339],"genre_scores_gemma":[0.9710032,0.01963994,0.00001274364,0.007666852,0.0001401687,0.00003508457,0.000004099555,0.000009093925,0.001488777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1974781,"threshold_uncertainty_score":0.9941335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05091120373798497,"score_gpt":0.3598615345664543,"score_spread":0.3089503308284693,"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."}}