{"id":"W2139824068","doi":"10.1177/0011392110385970","title":"The impact of transnational migration on gender and marriage in sending communities of Vietnam","year":2011,"lang":"en","type":"article","venue":"Current Sociology","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Marriage market; Emigration; Bargaining power; Economic shortage; Gender relations; Power (physics); Demographic economics; Immigration; Division of labour; Sociology; Gender studies; Political science; Economics; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0004484643,0.0000375997,0.00007683799,0.00004106546,0.0001294666,0.000002852253,0.00007126079,0.00005020723,0.00008281043],"category_scores_gemma":[0.00003291954,0.00002656198,0.00003567825,0.00004813792,0.0005039476,0.00003620791,0.000006199665,0.00008906784,2.812554e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003145678,"about_ca_system_score_gemma":0.00005792339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003164661,"about_ca_topic_score_gemma":0.006381555,"domain_scores_codex":[0.9993542,0.0003308309,0.0001337011,0.000037046,0.00006392898,0.00008022094],"domain_scores_gemma":[0.999594,0.0002242262,0.00007581738,0.00004688254,0.00004385079,0.00001524836],"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":[0.00001392428,0.00004221412,0.09691325,0.000005008419,0.000008795636,2.746108e-8,0.2692915,0.00001764081,0.00005043385,0.6326545,0.00003966723,0.0009629884],"study_design_scores_gemma":[0.0003882987,0.0001191436,0.8586982,0.0000126724,0.000008294181,2.044679e-7,0.09419788,0.002013917,0.0000295631,0.0439219,0.0005229574,0.00008697394],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978153,0.0001322209,0.0001072297,0.0001563435,0.0001064024,0.00007931255,0.00001549621,0.000003832682,0.001583848],"genre_scores_gemma":[0.9994292,0.0005060234,0.00001691212,0.00000630693,0.00001335587,0.00000444018,0.00001275477,0.000001649685,0.000009390454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.761785,"threshold_uncertainty_score":0.3561057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1100902122103405,"score_gpt":0.3851183506615419,"score_spread":0.2750281384512014,"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."}}