{"id":"W3121302059","doi":"","title":"Empathy and Emulation: Life Satisfaction and the Urban Geography of Comparison Groups","year":2008,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Consumption (sociology); Externality; Emulation; Life satisfaction; Inference; Economics; Econometrics; Geography; Empathy; Public economics; Demographic economics; Psychology; Social psychology; Microeconomics; Sociology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002797678,0.0001950189,0.0002823332,0.0008381251,0.0006658514,0.001206153,0.0004030072,0.0005997936,0.006321513],"category_scores_gemma":[0.01827483,0.00008192394,0.0003169402,0.001179189,0.001762908,0.001238501,0.00220529,0.0007441144,0.0002035236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005754859,"about_ca_system_score_gemma":0.0003646532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002310417,"about_ca_topic_score_gemma":0.001544352,"domain_scores_codex":[0.9982072,0.001234495,0.0000425755,0.0001809292,0.0001488459,0.0001858795],"domain_scores_gemma":[0.9865624,0.007262895,0.003300658,0.0009430264,0.0005305166,0.001400478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007880193,0.0005753902,0.9042898,0.00008515349,0.000262242,0.0002548858,0.009063574,0.000939753,0.0009015218,0.02120607,0.001278248,0.06035527],"study_design_scores_gemma":[0.00002270573,0.0001696025,0.9761169,0.00002817115,0.000045574,0.0001576816,0.006168853,0.002144458,0.0002416541,0.01398769,0.0009055416,0.00001117463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923804,0.0001901707,0.001077461,0.001136743,0.00001075108,0.000008924711,0.0000565046,0.000005332956,0.00513378],"genre_scores_gemma":[0.9995808,0.00001971808,0.0001152834,0.000045637,0.000005096123,0.000004039839,0.00002254875,0.000001083362,0.0002057693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006321513,"threshold_uncertainty_score":0.02114761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04213782030329006,"score_gpt":0.3474611272962349,"score_spread":0.3053233069929449,"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."}}