{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003206998,0.0007592711,0.001187695,0.002886992,0.002093452,0.005163036,0.001987641,0.001724809,0.01905232],"category_scores_gemma":[0.01506273,0.0005432309,0.001957443,0.002197112,0.004161975,0.005605564,0.003309768,0.002239863,0.002327726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003617225,"about_ca_system_score_gemma":0.001528909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004199613,"about_ca_topic_score_gemma":0.003671024,"domain_scores_codex":[0.9964224,0.001611875,0.0002379939,0.0007108163,0.0007349416,0.0002819734],"domain_scores_gemma":[0.9949414,0.002466201,0.0005123598,0.0009064518,0.0008904585,0.0002830453],"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":[0.000009243327,0.000008833968,0.0001902861,0.00002686087,0.00001593063,0.00002967341,0.00008551018,0.01314399,0.0001351118,0.9726477,0.00164231,0.01206461],"study_design_scores_gemma":[0.000006107941,0.00001363379,0.0001550087,0.00001437245,0.000006867113,0.00004028009,0.00003476234,0.05080113,0.00008244345,0.9412583,0.007577734,0.000009307407],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01448274,0.001010674,0.9005743,0.002853775,0.0003223991,0.0001401834,0.0003010724,0.0001786959,0.08013617],"genre_scores_gemma":[0.5422164,0.001865354,0.4012927,0.0007599654,0.001252087,0.000550447,0.0007040103,0.0003029268,0.05105613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01905232,"threshold_uncertainty_score":0.06373638,"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."}}