{"id":"W4390058619","doi":"10.12765/cpos-2023-29","title":"A Quarter Century of Change in Family and Gender-Role Attitudes in Hungary","year":2023,"lang":"en","type":"article","venue":"Comparative Population Studies","topic":"Hungarian Social, Economic and Educational Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pécsi Tudományegyetem","keywords":"Quarter (Canadian coin); Premise; Liberalization; Population; Period (music); Demographic economics; China; Social change; Communism; Transition (genetics); Political science; Demography; Psychology; Sociology; Geography; Politics; Economics; Economic growth; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007611496,0.00006745522,0.0001990853,0.0005572764,0.0003691606,0.0007079995,0.0001713595,0.0003077407,0.001178226],"category_scores_gemma":[0.0009221872,0.00006589455,0.0001555524,0.0008039706,0.000636317,0.0004644813,0.0005326223,0.0004890343,0.0000964625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001071003,"about_ca_system_score_gemma":0.0007141336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009280684,"about_ca_topic_score_gemma":0.008146784,"domain_scores_codex":[0.9997136,0.00004263089,0.00002255375,0.000051842,0.00006963162,0.00009973594],"domain_scores_gemma":[0.9995807,0.00009278472,0.0001291111,0.00003047066,0.00006982843,0.00009705911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008416431,0.0002796775,0.8088189,0.000253693,0.0001452023,0.002444435,0.03881692,0.001078427,0.009271752,0.006891844,0.00246957,0.1286879],"study_design_scores_gemma":[0.000002239952,0.00005730356,0.9911495,0.00001060799,0.00000760806,0.0001489307,0.004960549,0.00008066629,0.0004565348,0.0001155801,0.003004372,0.000005975166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986067,0.0002795042,0.00005486334,0.0001601889,0.00002131516,0.000001606286,0.00005682275,0.000001730458,0.0008171936],"genre_scores_gemma":[0.9993997,0.0001691487,0.00003205054,0.00004777269,0.00001274577,0.000001004007,0.00006055672,8.762232e-7,0.0002761426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009280684,"threshold_uncertainty_score":0.0184533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4854503358820446,"score_gpt":0.485787099203786,"score_spread":0.0003367633217414845,"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."}}