{"id":"W2580890819","doi":"10.19041/apstract/2016/2-3/15","title":"Is there a kink in the happiness literature?","year":2016,"lang":"en","type":"article","venue":"Applied Studies in Agribusiness and Commerce","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Happiness; Economics; Per capita income; Per capita; Demographic economics; Life satisfaction; Marginal utility; World Values Survey; Population; Labour economics; Psychology; Microeconomics; Social psychology; Sociology","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":[0.0004168268,0.0001952174,0.0002825404,0.00007628658,0.0001142408,0.00002870017,0.0002148422,0.0001315304,0.00008685137],"category_scores_gemma":[0.0000289841,0.00009017647,0.00003014085,0.0005358363,0.0002178955,0.00004615977,0.00008058449,0.0002255726,0.00004834648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000227663,"about_ca_system_score_gemma":0.000002906537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007505406,"about_ca_topic_score_gemma":0.00006616229,"domain_scores_codex":[0.9988326,0.0001334053,0.0002516737,0.000369626,0.000117602,0.0002950947],"domain_scores_gemma":[0.9990677,0.0004679935,0.00006571561,0.0003387863,0.00003759656,0.0000221854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004330351,0.000613506,0.2247875,0.0001079331,0.0002084171,0.0001305464,0.05126408,0.000001943763,0.000565237,0.2805033,0.04236183,0.3990227],"study_design_scores_gemma":[0.001267881,0.00002620775,0.9388555,0.0002094351,0.000009321379,0.0000198919,0.005371066,5.356377e-7,0.000006473371,0.0122593,0.04178428,0.0001900509],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.890543,0.007627361,0.0001946106,0.01820662,0.0006717674,0.0003816538,0.00001228262,0.00004681474,0.08231585],"genre_scores_gemma":[0.9936877,0.001941555,0.00001808216,0.003407427,0.0001417104,0.0002346242,0.000002536467,0.000009795445,0.0005565659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7140681,"threshold_uncertainty_score":0.3677289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07190290531218761,"score_gpt":0.364409089617349,"score_spread":0.2925061843051614,"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."}}