{"id":"W4383533377","doi":"10.1145/3580507.3597739","title":"Best of Both Distortion Worlds","year":2023,"lang":"en","type":"article","venue":"","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Voting; Ranking (information retrieval); Distortion (music); Happiness; Computer science; Set (abstract data type); Approval voting; Anti-plurality voting; Social choice theory; Cardinal voting systems; Mathematical economics; Artificial intelligence; Mathematical optimization; Mathematics; Social psychology; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006721827,0.001584756,0.002408999,0.001741254,0.0017724,0.008085121,0.002081741,0.00258529,0.01391723],"category_scores_gemma":[0.02561539,0.0008991105,0.001474633,0.001334062,0.003027685,0.006689761,0.004303865,0.003039128,0.002055099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002306024,"about_ca_system_score_gemma":0.001236137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002331857,"about_ca_topic_score_gemma":0.002153776,"domain_scores_codex":[0.9946971,0.002417773,0.00023757,0.00109233,0.0009170645,0.0006380432],"domain_scores_gemma":[0.9909686,0.005799234,0.0007741683,0.001436372,0.0004502246,0.0005714841],"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":[0.0003900632,0.00008639634,0.001270358,0.0001630186,0.000249236,0.0002404191,0.0003498395,0.1106729,0.0005955551,0.83782,0.007118281,0.04104392],"study_design_scores_gemma":[0.00006300247,0.00009137479,0.0003770808,0.00009525681,0.00005576883,0.0002171264,0.0002533429,0.1445013,0.0005404633,0.8428284,0.01093683,0.00004001489],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08919187,0.002605969,0.7842985,0.006428205,0.0002811601,0.0002476781,0.001133515,0.0003142182,0.1154988],"genre_scores_gemma":[0.8642209,0.001962073,0.1153402,0.0009352367,0.0002719276,0.0003598023,0.0006816377,0.0002280063,0.01600035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01391723,"threshold_uncertainty_score":0.04655778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0513318316040042,"score_gpt":0.2352154178439645,"score_spread":0.1838835862399603,"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."}}