{"id":"W7124245703","doi":"10.65109/ddri2515","title":"Computational Aspects of Distortion","year":2024,"lang":"","type":"article","venue":"","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":"Distortion (music); Set (abstract data type); Quadratic equation; Selection (genetic algorithm); Characterization (materials science); Dynamic programming; Linear programming; Rate–distortion theory","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":[0.00765047,0.0009540688,0.002035953,0.001420298,0.001189451,0.005981429,0.003842263,0.001955768,0.009677425],"category_scores_gemma":[0.06009647,0.0007259283,0.001594838,0.002292325,0.00510015,0.008900844,0.004756568,0.005343581,0.0008369324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004282218,"about_ca_system_score_gemma":0.002135389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002357139,"about_ca_topic_score_gemma":0.002011894,"domain_scores_codex":[0.9915924,0.003921922,0.0004416032,0.001650657,0.001763827,0.0006295149],"domain_scores_gemma":[0.9496647,0.03931434,0.001814256,0.006912347,0.001626475,0.0006679402],"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":[0.0001238699,0.00004490488,0.001124149,0.0001276295,0.00005562947,0.00006365335,0.0000998625,0.1590828,0.0004292946,0.8112914,0.002831772,0.02472512],"study_design_scores_gemma":[0.00002331722,0.00003090974,0.0003558567,0.0000350769,0.0000164462,0.00008131914,0.00004320644,0.3340397,0.0004901067,0.6623879,0.00247398,0.00002226313],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02762011,0.001358457,0.9398228,0.003217912,0.0001791796,0.0001080341,0.0004543366,0.0001702101,0.02706899],"genre_scores_gemma":[0.7475311,0.001661255,0.2394056,0.000812199,0.0005153066,0.0004568792,0.0007699392,0.0003647206,0.008483029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009677425,"threshold_uncertainty_score":0.04045999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02646254190431326,"score_gpt":0.2302739591641939,"score_spread":0.2038114172598806,"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."}}