{"id":"W1551542345","doi":"10.48550/arxiv.1310.4753","title":"Society Functions Best with an Intermediate Level of Creativity","year":2013,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Creativity; Copying; Discounting; Psychology; Sociology; Social psychology; Aesthetics; Political science; Economics; Law; Art","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":[0.0003481793,0.0001514977,0.0001965702,0.00005973507,0.0004307897,0.00003576226,0.0003580857,0.0002363416,0.0005045928],"category_scores_gemma":[0.00002951455,0.0001569226,0.0001242639,0.0002779084,0.000767377,0.0005288738,0.0001731496,0.0003213152,0.00007423723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001833226,"about_ca_system_score_gemma":0.000462477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004216655,"about_ca_topic_score_gemma":0.005455165,"domain_scores_codex":[0.9988443,0.0003418786,0.0001146577,0.00041097,0.00009568133,0.0001924714],"domain_scores_gemma":[0.9989244,0.00008610146,0.000179876,0.0003453496,0.0003377231,0.0001265787],"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":[0.0004022146,0.001226624,0.04498862,0.0001399327,0.0004639138,0.00002182284,0.02092929,0.09926617,0.0001481881,0.8289995,0.001548966,0.00186473],"study_design_scores_gemma":[0.005293106,0.003722623,0.1445823,0.001548004,0.002789084,0.00000759939,0.2069668,0.1624066,0.0006474002,0.4531539,0.01371389,0.005168621],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399076,0.00001253653,0.04464381,0.00006123041,0.0001831002,0.0002635808,0.00009203058,0.00006504888,0.01477103],"genre_scores_gemma":[0.9784761,0.0001572863,0.0001688327,0.00002301103,0.000131697,0.00000201759,0.00005850738,0.000009483359,0.02097306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3758456,"threshold_uncertainty_score":0.6399118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.175894696444425,"score_gpt":0.238701271444344,"score_spread":0.06280657499991896,"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."}}