{"id":"W4399667573","doi":"10.5406/21520542.38.2.03","title":"Democratic Equality Requires Randomly Selecting Legislators","year":2024,"lang":"en","type":"article","venue":"Public Affairs Quarterly","topic":"Political Philosophy and Ethics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Democracy; Legislature; Value (mathematics); Section (typography); Democratic theory; Political science; Law and economics; Public administration; Positive economics; Law; Sociology; Politics; Computer science; Mathematics; Economics; Statistics","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":[0.003445428,0.0001788505,0.0002481003,0.0001594385,0.0008725895,0.0008600893,0.0003757162,0.0002478014,0.0002604375],"category_scores_gemma":[0.001043318,0.0001647668,0.0001830473,0.0007951895,0.000606784,0.001291371,0.00001984221,0.000548357,0.0002905738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001969739,"about_ca_system_score_gemma":0.0007731547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020885,"about_ca_topic_score_gemma":0.001006404,"domain_scores_codex":[0.9968706,0.0007184867,0.0004075459,0.0004085661,0.0006921174,0.0009026674],"domain_scores_gemma":[0.9978595,0.001291804,0.00005499632,0.0002371291,0.0001247096,0.0004319102],"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":[0.000007433316,0.00003086513,0.0000743254,0.00005092634,0.00004315509,0.000011119,0.03076815,2.60108e-7,0.00002611029,0.954529,0.003263573,0.01119508],"study_design_scores_gemma":[0.0003279458,0.000156638,0.00005861,0.00007264178,0.00003665332,0.00000420017,0.0143099,0.0004339676,0.00002167997,0.8865001,0.09773265,0.0003450764],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01714423,0.0007759861,0.005352611,0.1023345,0.001736465,0.0003681143,0.00001416361,0.001311085,0.8709628],"genre_scores_gemma":[0.9953998,0.0000108935,0.0001091898,0.0003430572,0.001473337,0.00003201042,0.000005502078,0.00002259434,0.002603641],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9782556,"threshold_uncertainty_score":0.8293861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05816524403247104,"score_gpt":0.347285366834005,"score_spread":0.289120122801534,"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."}}