{"id":"W1987640934","doi":"10.1177/0276146711427302","title":"Vietnamese Weddings","year":2011,"lang":"en","type":"article","venue":"Journal of Macromarketing","topic":"Vietnamese History and Culture Studies","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Vietnamese; Modernization theory; Modernity; Consumption (sociology); China; Perception; Sociology; Gender studies; Political science; Conspicuous consumption; Transition (genetics); Social change; Political economy; Economic growth; Social science; Economics; Psychology; Emerging markets","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":[0.003041508,0.00007540792,0.0001800044,0.00005921439,0.000878151,0.00002269672,0.0002448213,0.00005368929,0.0008734594],"category_scores_gemma":[0.001116268,0.00006065546,0.0001511686,0.0001600912,0.0001892658,0.0002687586,0.00003047951,0.0002059792,0.00001858986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008208212,"about_ca_system_score_gemma":0.00009478776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002531167,"about_ca_topic_score_gemma":0.0000879822,"domain_scores_codex":[0.9987995,0.0002683075,0.0003112205,0.00007310583,0.000335495,0.0002123759],"domain_scores_gemma":[0.999132,0.00003937438,0.0003996093,0.0000585333,0.0002595721,0.0001108532],"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":[0.0003538199,0.0001836522,0.01767837,0.00004086005,0.0002195042,0.0002819854,0.8572739,5.928974e-7,0.001403471,0.01011576,0.07706649,0.03538163],"study_design_scores_gemma":[0.0004887526,0.0001501036,0.009276791,0.000236131,0.00008421625,0.00007049436,0.2349635,0.000002054166,0.0001073273,0.003154022,0.7512106,0.0002560304],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2063607,0.001983548,0.00005425626,0.001406034,0.001181867,0.00006320759,5.885057e-7,0.00002895133,0.7889208],"genre_scores_gemma":[0.9945388,0.000133878,0.00250517,0.0001114344,0.0004964573,8.61087e-7,4.38979e-8,0.000007212061,0.002206173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.788178,"threshold_uncertainty_score":0.9563767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05385864550038404,"score_gpt":0.2874664689079138,"score_spread":0.2336078234075298,"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."}}