{"id":"W4406214194","doi":"10.2139/ssrn.5089954","title":"Household Income, Liquidity, and Optimal Unemployment Insurance","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Unemployment; Market liquidity; Economics; Labour economics; Business; Monetary economics; Macroeconomics","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":[0.001065477,0.0002337626,0.000715986,0.000492916,0.0004725964,0.001740756,0.000327402,0.001117962,0.006064212],"category_scores_gemma":[0.004876563,0.000316797,0.0002077802,0.0004390309,0.0007725768,0.001362762,0.0007641693,0.0008170502,0.0002166638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008527597,"about_ca_system_score_gemma":0.0006594691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004403776,"about_ca_topic_score_gemma":0.005978117,"domain_scores_codex":[0.9997426,0.00008891019,0.000009224628,0.00003037213,0.00001328866,0.0001156148],"domain_scores_gemma":[0.9975752,0.001557104,0.0004347389,0.00005173831,0.00005214241,0.0003291186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004687453,0.00204186,0.4579422,0.000426522,0.0005851644,0.001837653,0.001220211,0.1736798,0.003960468,0.2697217,0.0115254,0.07237175],"study_design_scores_gemma":[0.0003970962,0.0006674288,0.2601947,0.0001792201,0.0002384257,0.0003508819,0.002467462,0.3306329,0.001008572,0.4016252,0.002151865,0.00008610704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871071,0.001177329,0.004324574,0.002474878,0.00002760073,0.00001255301,0.0003809976,0.00002556085,0.004469353],"genre_scores_gemma":[0.9987834,0.0001841364,0.000184408,0.00003641676,0.00001990758,0.000003525578,0.00004606479,0.000002185255,0.0007399283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006064212,"threshold_uncertainty_score":0.0202868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02088258517232817,"score_gpt":0.2381748119798171,"score_spread":0.2172922268074889,"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."}}