{"id":"W1996357882","doi":"10.2139/ssrn.2089522","title":"Level-K Reasoning in a Generalized Beauty Contest","year":2011,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Experimental Behavioral Economics Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"CONTEST; Beauty; Mathematics; Computer science; Art; Political science; Aesthetics; 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":[],"consensus_categories":[],"category_scores_codex":[0.002103138,0.0001103324,0.000187466,0.00008913488,0.0004363015,0.00004246952,0.0002739352,0.00006508664,0.0001077718],"category_scores_gemma":[0.00008682664,0.0001109376,0.00007919096,0.0001360114,0.0001551409,0.0002817108,0.00004334486,0.0007915091,0.00003628466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002246335,"about_ca_system_score_gemma":0.001438334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01801425,"about_ca_topic_score_gemma":0.1319105,"domain_scores_codex":[0.997293,0.000145186,0.0002598072,0.0001604951,0.0001429684,0.001998523],"domain_scores_gemma":[0.999637,0.00002048519,0.0001266996,0.00008141427,0.00004124786,0.00009317025],"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":[0.0000507012,0.0001034268,0.1836521,5.4998e-7,0.00004129441,0.0000097428,0.02177826,8.809975e-7,0.0005026389,0.7902007,0.0000544133,0.003605278],"study_design_scores_gemma":[0.005287872,0.0008496735,0.05153902,0.0001108855,0.00007718638,0.0002040132,0.2499244,0.00003146419,0.002760044,0.6796184,0.008297493,0.001299562],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567944,0.002639748,0.00009308256,0.0003451092,0.0002524102,0.0001294151,0.000001440298,0.0000280307,0.03971636],"genre_scores_gemma":[0.9940532,0.003044736,0.000561757,0.00007576001,0.0001561364,0.00001222779,6.356439e-7,0.00001389581,0.002081694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2281462,"threshold_uncertainty_score":0.9885249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07361425040236702,"score_gpt":0.3259055615447025,"score_spread":0.2522913111423355,"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."}}