{"id":"W4396952068","doi":"10.2139/ssrn.4792517","title":"Quantity or Quantile? A Global Study of Income, Status, and Happiness","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Happiness; Quantile; Demographic economics; Econometrics; Economics; Socioeconomics; Psychology; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001480836,0.0001723164,0.0004209219,0.001260432,0.0003584409,0.001105254,0.0002326589,0.0002679474,0.003465178],"category_scores_gemma":[0.003385199,0.0001301378,0.0004112292,0.002605548,0.001031005,0.001903678,0.001187157,0.0005051098,0.0002588772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001740529,"about_ca_system_score_gemma":0.0001356937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002674186,"about_ca_topic_score_gemma":0.003476263,"domain_scores_codex":[0.9996585,0.0001877519,0.00001590414,0.00005055264,0.0000425873,0.00004487959],"domain_scores_gemma":[0.9979523,0.0007341535,0.0006292214,0.0002144269,0.0001664335,0.0003034037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002377031,0.00005353941,0.9763107,0.00004048792,0.0001921501,0.00003649876,0.002753567,0.000181519,0.0002440861,0.00234984,0.0004638266,0.01713604],"study_design_scores_gemma":[0.000003694334,0.00008941507,0.9943603,0.00001961751,0.00004299205,0.00003783658,0.003157174,0.0001865058,0.00003491151,0.001217379,0.000844051,0.00000610078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931731,0.001120602,0.0004097305,0.0004545334,0.0000184058,0.000004426087,0.0001708483,0.000003593819,0.004644771],"genre_scores_gemma":[0.9994881,0.0001582543,0.00005880878,0.00003238719,0.00001820376,0.000002430501,0.00005676101,0.000003035077,0.0001819239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003465178,"threshold_uncertainty_score":0.01159215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02199549704481197,"score_gpt":0.3587609778989528,"score_spread":0.3367654808541409,"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."}}