{"id":"W4415586639","doi":"10.21083/crrf.v29i1.7845","title":"Education to Employment Transitions of Refugee Newcomer Youth in Rural Nova Scotia","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Refugee; Nova scotia; Qualitative research; Immigration; Nova (rocket)","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":[0.0008677267,0.0002292981,0.0003719486,0.0008937207,0.0005038694,0.0002233562,0.0005145093,0.0002017433,0.0003500179],"category_scores_gemma":[0.0005294306,0.0002355234,0.000159718,0.003157434,0.0002574021,0.00105037,0.00004004036,0.0001443815,0.00002698005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001726376,"about_ca_system_score_gemma":0.002490442,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4789855,"about_ca_topic_score_gemma":0.8937842,"domain_scores_codex":[0.9978055,0.00006261701,0.001071789,0.0002856968,0.0003828822,0.0003914798],"domain_scores_gemma":[0.9977873,0.00002467479,0.0005692175,0.000170865,0.001208252,0.0002397153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007058294,0.0003698616,0.3160808,0.001075814,0.0001255148,3.311023e-8,0.1782808,0.0005085188,0.001582787,0.4739816,0.006378018,0.02154569],"study_design_scores_gemma":[0.002103007,0.0003612456,0.624666,0.01197872,0.001238824,0.000001928673,0.2812129,0.001034206,0.006270621,0.03648172,0.03280677,0.001844152],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713326,0.0001992645,0.0001173624,0.01138207,0.001334312,0.001838441,0.00004437777,0.00001313816,0.01373843],"genre_scores_gemma":[0.997024,0.000131415,0.00009497008,0.0006889423,0.0001166637,0.00002711615,0.00009400219,0.00001620591,0.001806661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4374999,"threshold_uncertainty_score":0.9604366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175506907716023,"score_gpt":0.2983489470883349,"score_spread":0.2765938780111746,"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."}}