{"id":"W4248926444","doi":"10.11647/obp.0204.20","title":"Aggregating preferences","year":2020,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","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":"Computer science","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":[0.001447111,0.0007572792,0.0006456246,0.0006119026,0.000774758,0.003211973,0.0009332279,0.001027392,0.01925129],"category_scores_gemma":[0.004228047,0.0004179802,0.001057321,0.00160333,0.0009116378,0.004504807,0.002281972,0.001865132,0.004009095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008986879,"about_ca_system_score_gemma":0.0006338559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009144429,"about_ca_topic_score_gemma":0.00137013,"domain_scores_codex":[0.9985754,0.0006332985,0.00006546444,0.0002682314,0.0003229801,0.0001346145],"domain_scores_gemma":[0.9989812,0.0004168884,0.00006993039,0.0003438776,0.0001144846,0.00007368476],"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":[0.00001887194,0.00002528815,0.0002696341,0.00005484305,0.00003426732,0.00005172414,0.0002410755,0.005507364,0.0003601025,0.9453376,0.01045584,0.03764351],"study_design_scores_gemma":[0.000009745972,0.00001628936,0.000234875,0.00003665205,0.00001673181,0.00009618331,0.00009229733,0.01616703,0.0002395326,0.9396296,0.04344997,0.000011126],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02643286,0.002703879,0.6059669,0.003883617,0.0005110585,0.0001574344,0.00133208,0.0005914998,0.3584207],"genre_scores_gemma":[0.5862698,0.005190259,0.2371983,0.001516616,0.0005773525,0.00034824,0.003027168,0.0003450917,0.1655272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01925129,"threshold_uncertainty_score":0.06440198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08768605849367493,"score_gpt":0.2318386164924315,"score_spread":0.1441525579987566,"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."}}