{"id":"W4409799194","doi":"10.3138/jcfs-062-2023","title":"Gender Role Attitudes in South Korea: Beyond Dichotomous Classifications","year":2025,"lang":"en","type":"article","venue":"Journal of Comparative Family Studies","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Social psychology; Political science; Sociology; Demographic economics; Socioeconomics; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0007271722,0.0001473747,0.0005703412,0.0003487252,0.0006565354,0.00008084482,0.000295405,0.00004967621,0.000002783969],"category_scores_gemma":[0.0001757553,0.0001207281,0.0001429985,0.0006095316,0.0002580755,0.0002504492,0.0001017205,0.0002587005,0.00001267632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002237721,"about_ca_system_score_gemma":0.0002800257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001141212,"about_ca_topic_score_gemma":0.003151888,"domain_scores_codex":[0.9983319,0.0002569826,0.0005600947,0.0001598974,0.0004206887,0.0002704145],"domain_scores_gemma":[0.9985849,0.0001580792,0.0003096048,0.000109233,0.0007825834,0.00005565103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007059727,0.0004081979,0.517917,0.00004384826,0.001481143,0.00001394577,0.3828371,0.0003288928,0.0002726957,0.03402912,0.06223359,0.0003638641],"study_design_scores_gemma":[0.0003693716,0.00003507157,0.5175373,0.00005310501,0.00005934753,3.607551e-7,0.4606257,0.00000513942,0.00002043804,0.009829069,0.01137743,0.00008764559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8861929,0.05047873,0.0003450506,0.004891836,0.0009397223,0.000291406,0.000007729178,0.00002084571,0.05683184],"genre_scores_gemma":[0.9949859,0.00293859,0.00035424,0.0002465251,0.0001420284,0.00001425702,3.490029e-7,0.000003777701,0.001314283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1087931,"threshold_uncertainty_score":0.5049607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1506232171845014,"score_gpt":0.4213833131385729,"score_spread":0.2707600959540715,"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."}}