{"id":"W2059561827","doi":"10.1007/s00355-003-0242-x","title":"Maximum likelihood approach to vote aggregation with variable probabilities","year":2004,"lang":"en","type":"article","venue":"Social Choice and Welfare","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Condorcet method; Ranking (information retrieval); Independence (probability theory); Mathematical economics; Econometrics; Mathematics; Approval voting; Social choice theory; Independence of irrelevant alternatives; Majority rule; Statistics; Economics; Computer science; Voting; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.000341745,0.0001220201,0.0002377585,0.00006753869,0.0003505788,0.00009429918,0.00009577601,0.00009430242,0.00001148315],"category_scores_gemma":[0.00004807442,0.0001225357,0.00003438366,0.0002170024,0.00004600773,0.0001702377,0.00002659662,0.0001004526,0.00003361698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006871491,"about_ca_system_score_gemma":0.00001652813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00100404,"about_ca_topic_score_gemma":0.00007419263,"domain_scores_codex":[0.9991757,0.00001480398,0.0002284011,0.0003000394,0.0000351521,0.0002459204],"domain_scores_gemma":[0.9996537,0.00001346373,0.0001144083,0.0001177162,0.00003277875,0.00006794469],"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":[0.00001844339,0.00007825362,0.01304618,0.0001490836,0.00003425331,3.313357e-7,0.004279155,0.0001207167,0.000004083299,0.9813848,0.00006484381,0.0008199034],"study_design_scores_gemma":[0.002357355,0.0003806716,0.05437133,0.0001099781,0.00002724052,0.00001265875,0.004106369,0.00004220031,0.00004955004,0.8337098,0.1040003,0.0008325829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8638493,0.0005202592,0.01219673,0.003985816,0.0002666146,0.0007337608,0.0001375068,0.0001471724,0.1181629],"genre_scores_gemma":[0.9977222,0.000002497076,0.001274255,0.0001918815,0.000300606,0.00005346396,0.00001610418,0.000019186,0.0004198067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.147675,"threshold_uncertainty_score":0.499686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739028215539142,"score_gpt":0.2021745656071914,"score_spread":0.1847842834518,"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."}}