{"id":"W7133105722","doi":"","title":"Decoding Distortion: Pushing the Limits of Optimal Collective Decision-Making","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Voting; Social choice theory; Distortion (music); Matching (statistics); Aggregate (composite); Focus (optics); Consistency (knowledge bases); Quality (philosophy); Proxy (statistics); Heuristics","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":[0.01847037,0.001412476,0.002805528,0.001317736,0.001865102,0.009569174,0.003394684,0.003560487,0.005011758],"category_scores_gemma":[0.1126842,0.001383391,0.001739407,0.001655324,0.008771415,0.01368806,0.008035468,0.006662929,0.0009930014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004884033,"about_ca_system_score_gemma":0.003029865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002594722,"about_ca_topic_score_gemma":0.001145558,"domain_scores_codex":[0.9816253,0.01024421,0.0009331834,0.002736981,0.003501397,0.0009589581],"domain_scores_gemma":[0.9046867,0.07623367,0.004493969,0.009538223,0.003647585,0.001399833],"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":[0.0002836997,0.00005772107,0.001176902,0.0002554606,0.0001158432,0.0001814051,0.0008319952,0.125865,0.001079514,0.8325704,0.002113383,0.03546854],"study_design_scores_gemma":[0.00003796666,0.00004703645,0.0001891816,0.00006614277,0.0000172235,0.00005173466,0.0001181966,0.1154831,0.0005587125,0.881103,0.002296043,0.00003156324],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06401643,0.003104189,0.8918688,0.01007261,0.0002962302,0.0001773645,0.0004657232,0.000304734,0.02969399],"genre_scores_gemma":[0.8201433,0.002709877,0.1663169,0.001741356,0.0005153304,0.0005339871,0.0004622446,0.0003827139,0.007194181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01847037,"threshold_uncertainty_score":0.09768188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0451579118816539,"score_gpt":0.330122887959768,"score_spread":0.2849649760781141,"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."}}