{"id":"W4309490413","doi":"10.1007/978-3-031-14009-9_5","title":"Precarity, Opportunity, and Adaptation: Recently Arrived Immigrant and Refugee Experiences Navigating the Canadian Labour Market","year":2022,"lang":"en","type":"book-chapter","venue":"IMISCOE research series","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Precarity; Refugee; Immigration; Livelihood; Agency (philosophy); Settlement (finance); Political science; Ethnography; Narrative; Sociology; Gender studies; Geography; Business; Social science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004235173,0.0002255649,0.0002535088,0.0001613399,0.005517727,0.0009260461,0.0004939584,0.0002376953,0.006129758],"category_scores_gemma":[0.0008681599,0.0001894259,0.00004737923,0.0001939699,0.002476249,0.0004127391,0.000314953,0.001470314,0.000004451033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000327794,"about_ca_system_score_gemma":0.003147229,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3264131,"about_ca_topic_score_gemma":0.9788629,"domain_scores_codex":[0.9964388,0.0007938081,0.00032739,0.0004501401,0.001395386,0.0005944672],"domain_scores_gemma":[0.9979862,0.0004437012,0.0001522507,0.0003036921,0.0004594853,0.0006546779],"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":[0.00005701902,0.000007638997,0.0001819066,0.00007146423,0.00005559022,0.00006508231,0.2896586,0.000001967011,0.0000034381,0.6788747,0.005484605,0.02553803],"study_design_scores_gemma":[0.00007782898,0.00007281371,0.0001554833,0.0001054985,0.000009019581,0.000009326132,0.121785,0.00009008127,0.000001359278,0.01139638,0.8660846,0.0002125929],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04592757,0.005788517,0.000001543162,0.05307961,0.000530189,0.001798799,0.0005610772,0.0001000593,0.8922126],"genre_scores_gemma":[0.1859866,0.03262074,0.0002687118,0.000469518,0.000392639,0.0002800174,0.0001247688,0.00006056313,0.7797964],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8606,"threshold_uncertainty_score":0.995777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000188477676037,"score_gpt":0.3703624638375485,"score_spread":0.2703436160699448,"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."}}