{"id":"W4213146241","doi":"10.2139/ssrn.4036254","title":"Adaptive Cardinal Utility1","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","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":[0.0019219,0.000695838,0.0007731804,0.0009480601,0.001015723,0.002535121,0.001201123,0.0009475279,0.02572563],"category_scores_gemma":[0.01241805,0.0003578347,0.0007284748,0.001318339,0.001324777,0.002822602,0.002166656,0.002679426,0.003313281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111985,"about_ca_system_score_gemma":0.0008152626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008303014,"about_ca_topic_score_gemma":0.0009762518,"domain_scores_codex":[0.998983,0.0004872125,0.00004242228,0.0001680999,0.0002196366,0.00009972941],"domain_scores_gemma":[0.9962696,0.001764164,0.0001606301,0.0009106618,0.0005464181,0.0003484766],"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":[0.00008636821,0.00004016402,0.0006432201,0.0000465039,0.00001574881,0.00004105372,0.00008987736,0.00911023,0.0005003977,0.945376,0.006130171,0.03792037],"study_design_scores_gemma":[0.00002047439,0.00002665952,0.0003499739,0.00001921125,0.000008654401,0.00007301918,0.00003142958,0.07188375,0.000350595,0.9192436,0.007978327,0.00001445009],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06698234,0.0008626013,0.7795225,0.002304468,0.0003943845,0.0001621649,0.0008276504,0.000777642,0.1481661],"genre_scores_gemma":[0.7538902,0.0007971019,0.1359733,0.000400392,0.0002804765,0.000223833,0.0005659781,0.0003082518,0.1075605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02572563,"threshold_uncertainty_score":0.08606082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092019119737979,"score_gpt":0.1961674197700844,"score_spread":0.1752472285727046,"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."}}