{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008654514,0.0001310127,0.0003577031,0.0002718421,0.00005221315,0.00009739579,0.0001216625,0.0001004985,0.002653211],"category_scores_gemma":[0.00005341785,0.0001554567,0.0001917103,0.0003312772,0.0000864362,0.00019058,0.00003007012,0.0001248394,0.001972766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009451586,"about_ca_system_score_gemma":0.00004651242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007105239,"about_ca_topic_score_gemma":0.000004073989,"domain_scores_codex":[0.9984763,0.00002617986,0.0009196856,0.0003608672,0.00004127228,0.0001756789],"domain_scores_gemma":[0.9993576,0.0001668419,0.0002218838,0.0001684411,0.00003012928,0.00005504444],"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":[0.000007251456,0.0000633961,0.00207159,0.0004992799,0.0001080918,0.000003899022,0.0006611249,0.002482708,0.000006634143,0.9918954,0.0005441169,0.001656475],"study_design_scores_gemma":[0.0002328944,0.0001637134,0.007680772,0.0003343572,0.00002102295,0.00001487886,0.0001406711,0.1563283,0.0001694674,0.8070417,0.02756082,0.0003113921],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.241179,0.02088669,0.1648353,0.0006353356,0.007078248,0.0002912461,0.0003176773,0.0001134897,0.564663],"genre_scores_gemma":[0.9903029,0.00005049104,0.0001970452,0.00002497651,0.0002291193,0.000003417476,0.00001829686,0.00002017424,0.009153624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7491239,"threshold_uncertainty_score":0.9988043,"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."}}