{"id":"W4234937893","doi":"10.32920/ryerson.14662056.v1","title":"Government-assisted Refugees in Toronto's LINC Classes: An Exploration of Perceived Needs an Barriers","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Education and experiences of immigrants and refugees","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Graduation (instrument); Refugee; Immigration; Government (linguistics); Settlement (finance); Political science; Psychology; Sociology; Business; Law; Linguistics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001833978,0.0003920106,0.0005473522,0.001086746,0.009947735,0.003336179,0.001010238,0.0006613607,0.002806223],"category_scores_gemma":[0.003925071,0.0004337815,0.0002783081,0.00162309,0.004266229,0.001144874,0.004179919,0.001532367,0.0001817731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01819625,"about_ca_system_score_gemma":0.03369753,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8461124,"about_ca_topic_score_gemma":0.9447396,"domain_scores_codex":[0.997957,0.000454824,0.00008004245,0.00008952087,0.0003539333,0.001064665],"domain_scores_gemma":[0.9971434,0.000503426,0.0003685631,0.00005231455,0.0005470816,0.001385114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004316639,0.00007594273,0.08359667,0.0001399852,0.000009846619,0.001103965,0.9053541,0.00003612763,0.0005362873,0.0005685909,0.0009734957,0.007561857],"study_design_scores_gemma":[0.000001345568,0.00002615835,0.03115422,0.00005463011,0.000003040695,0.00004584108,0.9672811,0.00001816854,0.00003289916,0.00001714659,0.001359705,0.000005837891],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997729,0.000170071,0.00001685611,0.0004947356,0.000007509689,0.0000210242,0.00004469747,0.000001964501,0.001514072],"genre_scores_gemma":[0.998066,0.0004343725,0.00006600475,0.0001247686,0.000002678296,0.00001880832,0.00004179507,0.000002512473,0.001242953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1538876,"threshold_uncertainty_score":0.3095877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04039451940583522,"score_gpt":0.3731594258492724,"score_spread":0.3327649064434372,"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."}}