{"id":"W4415586932","doi":"10.21083/crrf.v33i1.7824","title":"English as an Additional Language (EAL): Accessibility and the Economic Transitions of Refugees in Rural Nova Scotia | L’anglais comme langue complémentaire : accessibilité et transitions économiques des réfugiés ruraux en Nouvelle-Écosse","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University; Mitacs","funders":"","keywords":"Nova scotia; Refugee; English language; 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":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.00129145,0.0002345355,0.0004378691,0.0007221055,0.001395528,0.0009622726,0.0006314046,0.0002163951,0.002363191],"category_scores_gemma":[0.0006797226,0.0002331857,0.0001896409,0.000832101,0.00275558,0.002678649,0.00005428719,0.0002856051,0.000006300767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0036545,"about_ca_system_score_gemma":0.00352042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.93199,"about_ca_topic_score_gemma":0.9979095,"domain_scores_codex":[0.997964,0.0002715607,0.0008733529,0.0003329609,0.0002233602,0.0003347636],"domain_scores_gemma":[0.9982917,0.0002065544,0.0004970474,0.0002067818,0.00057346,0.0002244846],"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":[0.0002248497,0.0001753137,0.02231263,0.0009317462,0.0001458272,5.867629e-7,0.1801502,0.0001225372,0.0001830278,0.7822305,0.0044875,0.009035262],"study_design_scores_gemma":[0.0072245,0.0002570078,0.5421085,0.005648438,0.001005645,0.00001554039,0.307549,0.00302616,0.0003881138,0.0941612,0.03712941,0.001486525],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774802,0.0003093899,0.00001155914,0.007544518,0.0003547219,0.00126188,0.001757528,0.00002418518,0.01125603],"genre_scores_gemma":[0.9979203,0.0002175326,0.00004515631,0.0005535702,0.00009294917,0.00004744322,0.0007310184,0.00001740317,0.0003745874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6880693,"threshold_uncertainty_score":0.9999583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01495123128848076,"score_gpt":0.295245906897366,"score_spread":0.2802946756088852,"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."}}