{"id":"W4416193037","doi":"10.21203/rs.3.rs-7929295/v1","title":"Breaking Barriers via Refugees: Cultural Transmission and Women's Economic Empowerment","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Culture, Economy, and Development Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Refugee; Turkish; Ethnic group; Socioeconomic status; Immigration; Empowerment; Government (linguistics); Cultural transmission in animals","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005428735,0.0007795475,0.001171419,0.0005828459,0.005949241,0.001121025,0.001054692,0.0008246043,0.003158938],"category_scores_gemma":[0.0002848485,0.0007065806,0.0003505567,0.0005531138,0.001892555,0.0005378944,0.001860776,0.001908361,0.0001652303],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004860422,"about_ca_system_score_gemma":0.002942976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003058951,"about_ca_topic_score_gemma":0.00110483,"domain_scores_codex":[0.9918847,0.001338715,0.001102942,0.002060783,0.001261876,0.00235098],"domain_scores_gemma":[0.9966062,0.0006093974,0.000285122,0.0005813854,0.0005563606,0.001361553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007342271,0.0002560577,0.01765012,0.004244567,0.001552733,0.00004973408,0.8145875,0.0001863003,0.00008666029,0.007435295,0.02505572,0.1281611],"study_design_scores_gemma":[0.0008233016,0.0001905301,0.004530245,0.00164201,0.0000308733,0.000002433011,0.2331007,0.0001882895,0.0000639297,0.004700356,0.7538714,0.0008559445],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7174961,0.01330763,0.000193411,0.01218375,0.003055682,0.0068791,0.0004569555,0.0002966016,0.2461308],"genre_scores_gemma":[0.922363,0.04181574,0.0002600199,0.0001760764,0.0007340198,0.0009443241,0.00007493785,0.00003666473,0.03359515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7288157,"threshold_uncertainty_score":0.9999159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03717039044194032,"score_gpt":0.4082650561639306,"score_spread":0.3710946657219903,"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."}}