{"id":"W4413764077","doi":"10.1017/s1537592725102260","title":"On the Decline of Elite-Educated Republicans in Congress","year":2025,"lang":"en","type":"article","venue":"Perspectives on Politics","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, Los Angeles; Haverford College; Swarthmore College; Dartmouth College; Association for Psychological Science; Princeton University; Johns Hopkins University; Pomona College; Vassar College; Harvard University; York University; Northwestern University; Washington University in St. Louis; Massachusetts Institute of Technology; Grinnell College; American Political Science Association; Rice University; Yale University; Vanderbilt University; University of Notre Dame; Williams College; University of Southern California; Wellesley College; Georgetown University; William and Flora Hewlett Foundation","keywords":"Elite; Political science; Political economy; Development economics; Economics; Politics; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0006599981,0.0001071045,0.0001788089,0.0002077868,0.0001990012,0.00002954328,0.0004256789,0.0001383877,0.0001596954],"category_scores_gemma":[0.003992772,0.00008269542,0.00006580259,0.0005495124,0.001030287,0.00004598195,0.00004817932,0.0003626057,0.00001156308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003447137,"about_ca_system_score_gemma":0.000537956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005490939,"about_ca_topic_score_gemma":0.0005295899,"domain_scores_codex":[0.998552,0.0002853981,0.0002557102,0.0002052519,0.0002865379,0.0004150666],"domain_scores_gemma":[0.9976088,0.001733233,0.00008146052,0.0002896033,0.0002042738,0.00008263276],"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":[0.00001116904,0.0001507121,0.001700115,0.000005773121,0.00001621564,7.280792e-7,0.02247316,0.000008573424,0.000006426788,0.9656747,0.00987007,0.0000823765],"study_design_scores_gemma":[0.0005949206,0.0001095291,0.01115342,0.000226467,0.00002891792,4.008085e-7,0.2314495,0.0001062541,0.0005585184,0.5914859,0.1640479,0.0002382696],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3570663,0.0003244153,0.00001748842,0.05797977,0.0005378469,0.0002516683,0.00005494666,0.00003998002,0.5837275],"genre_scores_gemma":[0.9849287,0.0003132718,0.00002883376,0.003867267,0.0002176383,0.0000114591,0.000001981714,0.000007503984,0.0106234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6278623,"threshold_uncertainty_score":0.8300694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02199570611692038,"score_gpt":0.3557661848531171,"score_spread":0.3337704787361967,"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."}}