{"id":"W4409874564","doi":"10.1332/25151088y2025d000000086","title":"Studying gender stereotypes of political candidates over four decades","year":2025,"lang":"en","type":"article","venue":"European Journal of Politics and Gender","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of New Brunswick","funders":"University of Exeter; McGill University","keywords":"Politics; Political science; Gender studies; Psychology; Sociology; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02104411,0.0006047831,0.002365583,0.006157084,0.000613217,0.001682927,0.0008507238,0.001087907,0.002539182],"category_scores_gemma":[0.03771714,0.0005374359,0.006975703,0.006626128,0.0007489446,0.001311425,0.001500911,0.0008203455,0.0001807165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007062276,"about_ca_system_score_gemma":0.000910842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002958806,"about_ca_topic_score_gemma":0.006122633,"domain_scores_codex":[0.9897608,0.005502736,0.001519239,0.001695251,0.001224453,0.0002974932],"domain_scores_gemma":[0.9441789,0.03887128,0.01162946,0.002344201,0.002305801,0.0006703006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004457371,0.00008548595,0.5220084,0.06299914,0.2863231,0.000454499,0.003332662,0.0007178994,0.001540027,0.0008422129,0.002717265,0.114522],"study_design_scores_gemma":[0.0004344455,0.00124634,0.7321429,0.0242044,0.214158,0.001192705,0.002632573,0.0002335803,0.001537363,0.0009686121,0.02115341,0.00009558845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2882291,0.7044354,0.00128527,0.0006782268,0.0004310852,0.0000801597,0.002427041,0.00002409729,0.002409625],"genre_scores_gemma":[0.9105103,0.08533008,0.0009133993,0.0005463441,0.000246472,0.0001344791,0.001806728,0.0000277772,0.0004843277],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02104411,"threshold_uncertainty_score":0.1112932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0748714546073006,"score_gpt":0.3557143863789173,"score_spread":0.2808429317716167,"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."}}