{"id":"W19933852","doi":"10.4049/jimmunol.0902181","title":"A geometric approach to judgment aggregation","year":2009,"lang":"en","type":"article","venue":"","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Condorcet method; Arrow; Representation (politics); Social choice theory; Representation theorem; Mathematics; Computer science; Mathematical economics; Algorithm; Discrete mathematics; Voting","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006642623,0.00008258389,0.0001924855,0.0004018517,0.00005183262,0.00005349745,0.000138681,0.00004577408,0.0001321443],"category_scores_gemma":[0.00008708586,0.00008695612,0.00005383282,0.0006530028,0.000005617704,0.00008852305,0.00001303116,0.00005133711,0.001990434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005508791,"about_ca_system_score_gemma":0.000002915275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003471804,"about_ca_topic_score_gemma":4.579864e-7,"domain_scores_codex":[0.99919,0.000009141974,0.0003287027,0.0002581334,0.00002525564,0.0001887667],"domain_scores_gemma":[0.9995724,0.00001635923,0.0001006476,0.0002193171,0.00001247153,0.00007879656],"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":[0.000006265029,0.0001269324,0.002444824,0.000007280436,0.000008496998,2.682175e-7,0.0002537936,0.0002867446,0.00001578159,0.9882722,0.002232499,0.006344867],"study_design_scores_gemma":[0.002785207,0.001457345,0.2255936,0.00008144519,0.00001725643,0.00004351955,0.0007057638,0.01292794,0.002807508,0.4509033,0.3004957,0.002181415],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1706924,0.0003306615,0.1302164,0.0005684725,0.0002323399,0.0002992965,0.000007714166,0.00009978222,0.6975529],"genre_scores_gemma":[0.9874002,0.000004580213,0.002879986,0.0008445206,0.00009280874,0.00001151068,0.000004481221,0.000006365911,0.008755516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8167078,"threshold_uncertainty_score":0.9987866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04099715131174911,"score_gpt":0.216377711937404,"score_spread":0.1753805606256549,"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."}}