{"id":"W2088962682","doi":"10.1162/jeea.2009.7.6.1169","title":"Shocks, Stocks, and Socks: Smoothing Consumption Over a Temporary Income Loss","year":2009,"lang":"en","type":"article","venue":"Journal of the European Economic Association","topic":"Financial Literacy, Pension, Retirement Analysis","field":"Business, Management and Accounting","cited_by":187,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Consumption smoothing; Economics; Unemployment; Durable good; Consumption (sociology); Clothing; Welfare; Labour economics; Empirical research; Sample (material); Demographic economics; Microeconomics; Macroeconomics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002109594,0.0001321238,0.0002415551,0.0001887319,0.0002193578,0.0003084902,0.0002423444,0.00004365322,0.00007783373],"category_scores_gemma":[0.0002202005,0.0001061533,0.0001708449,0.00009936498,0.0000181643,0.001579694,0.0001056121,0.0002121464,0.0001077395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003874766,"about_ca_system_score_gemma":0.00002398853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003694321,"about_ca_topic_score_gemma":0.00001987451,"domain_scores_codex":[0.9987932,0.00009918597,0.0006161619,0.0001346564,0.0002015543,0.000155254],"domain_scores_gemma":[0.9975832,0.00005228759,0.002108296,0.0001393914,0.000102911,0.00001395582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002124226,0.00002055437,0.9923676,0.00001034261,0.00002519128,0.000004901557,0.00006031716,0.0001554415,0.00008235135,0.000328693,0.005575646,0.001347771],"study_design_scores_gemma":[0.0005732323,0.00001120529,0.9879376,0.00008508787,0.0001182398,0.00000395827,0.00001839949,0.001125629,0.000007334346,0.0013498,0.008644399,0.0001250729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951772,0.0001241568,0.00002192608,0.0009664951,0.0005226763,0.00009042355,0.000002061025,0.00001870705,0.003076332],"genre_scores_gemma":[0.9964544,0.00004655282,0.00005229346,0.001174083,0.001751279,1.320772e-7,0.000004249527,0.00001722441,0.000499809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004429906,"threshold_uncertainty_score":0.4328804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00887605886831364,"score_gpt":0.209840723598978,"score_spread":0.2009646647306643,"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."}}