{"id":"W2589140785","doi":"10.3138/jcfs.43.5.731","title":"Understanding High Levels of Singlehood in Singapore","year":2012,"lang":"en","type":"article","venue":"Journal of Comparative Family Studies","topic":"Socioeconomic Development in Asia","field":"Social Sciences","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cohabitation; Population; Social policy; Individualism; Sociology; Government (linguistics); Demographic economics; Economic growth; Economics; Political science; Demography; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001816908,0.0001077658,0.0005621155,0.0001943805,0.0001924752,0.00001678154,0.0001738855,0.00004581452,0.00002200677],"category_scores_gemma":[0.0002099002,0.00009365963,0.00007648097,0.0002341675,0.0004510714,0.000483469,0.00004385192,0.0001691666,0.000005744901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008991575,"about_ca_system_score_gemma":0.0002073132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002862874,"about_ca_topic_score_gemma":0.0001048689,"domain_scores_codex":[0.9984534,0.0002678736,0.000609303,0.00006709691,0.0003270191,0.0002752415],"domain_scores_gemma":[0.9982429,0.0007421158,0.0006663818,0.00005139011,0.0002273334,0.00006987548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005751659,0.0002489709,0.3456156,0.00002246431,0.0006281437,0.000005976636,0.5634798,0.00009492288,0.0005227966,0.08068971,0.008253232,0.0003808923],"study_design_scores_gemma":[0.0006183194,0.00007415516,0.3827549,0.000179695,0.00002886032,0.000001718765,0.5972868,0.000001294432,0.0003121452,0.01608384,0.002518456,0.0001399133],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759952,0.003420202,0.0003205369,0.0005921939,0.001276476,0.00009665651,0.000002604283,0.000005813443,0.01829034],"genre_scores_gemma":[0.9974684,0.000274897,0.001837233,0.00006893429,0.0002312709,0.000001210488,1.11923e-7,0.000004830059,0.0001131655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06460588,"threshold_uncertainty_score":0.3819329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6131060700964375,"score_gpt":0.45355110775056,"score_spread":0.1595549623458775,"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."}}