{"id":"W4411043379","doi":"10.1111/pops.70043","title":"What personality traits do citizens want politicians to have? Observational and experimental evidence of citizens' preferences in three countries","year":2025,"lang":"en","type":"article","venue":"Political Psychology","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"European Research Council; Universiteit Antwerpen","keywords":"Observational study; Personality; Big Five personality traits; Psychology; Social psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006973454,0.0003618684,0.0007553224,0.0003940195,0.0001002947,0.00007521231,0.0004656095,0.0004223868,0.001803034],"category_scores_gemma":[0.0002367442,0.0003538597,0.0001321286,0.0003327957,0.001340353,0.0001949094,0.0001045224,0.0004195117,0.00005858457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001088921,"about_ca_system_score_gemma":0.0001350189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009268199,"about_ca_topic_score_gemma":0.0007095195,"domain_scores_codex":[0.9960722,0.0004539682,0.0009060642,0.001050545,0.0003174256,0.001199799],"domain_scores_gemma":[0.9977123,0.001216047,0.0001065786,0.0004578907,0.0001520525,0.0003551545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0008158567,0.0005128743,0.1340395,0.0000809084,0.0001040753,0.00002861151,0.005003334,5.352074e-7,0.0008458338,0.8555367,0.001875108,0.001156687],"study_design_scores_gemma":[0.001451385,0.0005312614,0.8697477,0.0004344362,0.00003302605,0.00006258085,0.005985732,0.000005773194,0.0001438628,0.1196477,0.001654881,0.000301599],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158468,0.003780404,0.0002626891,0.04120068,0.00134971,0.0004757445,0.000161771,0.00004276825,0.03687947],"genre_scores_gemma":[0.9711066,0.00005337893,0.0002914504,0.02772946,0.0001763935,0.0001491647,0.000008879706,0.00001997641,0.0004646312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.735889,"threshold_uncertainty_score":0.9998913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1553499400900281,"score_gpt":0.4531347303750362,"score_spread":0.2977847902850081,"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."}}