{"id":"W4239359967","doi":"10.2139/ssrn.3399065","title":"Measuring Rationality: Percentages vs Expenditures","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Politics, Economics, and Education Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Rationality; Economics; Econometrics; Business; Political science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001550438,0.0001616654,0.0003346671,0.0002723558,0.0001899738,0.000160721,0.0003399215,0.00008861015,0.001214251],"category_scores_gemma":[0.00007857812,0.0001995643,0.0001792278,0.00005105049,0.00003929055,0.0004706675,0.00003455149,0.000828147,0.003475477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156485,"about_ca_system_score_gemma":0.0006888961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004277232,"about_ca_topic_score_gemma":0.0001797352,"domain_scores_codex":[0.9972323,0.00002415506,0.0006446265,0.0003057187,0.00005052836,0.001742729],"domain_scores_gemma":[0.9991426,0.00003801757,0.0003801115,0.0002749713,0.00002884913,0.00013538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001097142,0.00004626787,0.08239137,0.000007327729,0.00009751596,2.239824e-7,0.0003888129,0.00005194713,0.00001169963,0.9160436,0.0007051903,0.0002450271],"study_design_scores_gemma":[0.0006358831,0.00008168392,0.03146763,0.000008688778,0.000005881499,0.0001079787,0.001614041,0.0001167772,0.0000632363,0.9052216,0.06036712,0.0003094923],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9413784,0.004892508,0.000960701,0.00401744,0.001958132,0.0001638826,0.00004052692,0.0000388201,0.04654964],"genre_scores_gemma":[0.9821075,0.002506494,0.00005982906,0.0009524006,0.001144798,0.000007063026,0.00001480295,0.00003253875,0.01317461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05966193,"threshold_uncertainty_score":0.9996988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03515279582835425,"score_gpt":0.2391122467354962,"score_spread":0.203959450907142,"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."}}