{"id":"W7161769751","doi":"10.82308/29999","title":"Supporting Social Integration of Canadian Immigrants: The Impact of Discourses on Migrants’ Lived Experiences","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Context (archaeology); Social impact; Social conflict; Canadian studies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003772502,0.0006421688,0.0005187517,0.002209567,0.02476206,0.009750297,0.001490078,0.001336117,0.004360578],"category_scores_gemma":[0.00793719,0.0002881212,0.0003882487,0.00276041,0.01276529,0.002037613,0.007814968,0.002395614,0.0002354405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05218796,"about_ca_system_score_gemma":0.08627389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9540681,"about_ca_topic_score_gemma":0.9753077,"domain_scores_codex":[0.9966218,0.001035668,0.0001039861,0.0002269667,0.0009020671,0.001109506],"domain_scores_gemma":[0.9948784,0.001337292,0.0006684748,0.0001266883,0.001337621,0.001651527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004608334,0.0000235885,0.01336117,0.00007603954,0.000008502906,0.0003045779,0.9759111,0.0000330709,0.0003283701,0.002611707,0.0008750792,0.006420661],"study_design_scores_gemma":[0.000003394438,0.00001462303,0.01359204,0.000128416,0.0000128662,0.00003828454,0.9717554,0.00002598245,0.00007182021,0.0001711995,0.01416155,0.00002443397],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728029,0.001146647,0.0001432503,0.002606301,0.00008829385,0.00002811371,0.0001019591,0.00001001632,0.02307258],"genre_scores_gemma":[0.9947648,0.000817235,0.000150877,0.0003225073,0.00001405911,0.00002007437,0.00005008325,0.000009926584,0.003850342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05218796,"threshold_uncertainty_score":0.378652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09776944775336562,"score_gpt":0.5202682749900288,"score_spread":0.4224988272366632,"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."}}