{"id":"W4401998537","doi":"10.2139/ssrn.4940146","title":"The Life-Cycle Dynamics of Wealth Mobility","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Dynamics (music); Economics; Economic geography; 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":[0.001286092,0.0002439028,0.0004699986,0.0009360153,0.0005470286,0.002113901,0.0008767595,0.001963703,0.01011853],"category_scores_gemma":[0.009558207,0.0004483011,0.0005521938,0.001104265,0.001216355,0.003781012,0.001095029,0.001247028,0.0007978696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001654335,"about_ca_system_score_gemma":0.0006709785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01237256,"about_ca_topic_score_gemma":0.01122309,"domain_scores_codex":[0.9997515,0.0001144977,0.000008957914,0.00004480281,0.00001899395,0.00006135311],"domain_scores_gemma":[0.9977922,0.001398636,0.0003802948,0.00008976537,0.0001089587,0.0002301254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002173966,0.0001314078,0.0501588,0.0001260376,0.0001645758,0.0005398978,0.0007958497,0.36285,0.001437998,0.5510578,0.007359589,0.02516077],"study_design_scores_gemma":[0.00003187135,0.00006876653,0.02401414,0.00006548683,0.00004968728,0.0002740277,0.0006295356,0.70497,0.0001764359,0.2650782,0.004590232,0.00005154026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8995221,0.001402673,0.06406978,0.007098764,0.00007714408,0.00006333075,0.002242012,0.0001024266,0.02542193],"genre_scores_gemma":[0.9889601,0.0008796571,0.001511212,0.0001044706,0.00002194071,0.00002512654,0.0002283498,0.00001653449,0.008252662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01237256,"threshold_uncertainty_score":0.03384978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03030744099956344,"score_gpt":0.3460308556870968,"score_spread":0.3157234146875334,"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."}}