{"id":"W4323546184","doi":"10.1038/s41562-023-01545-5","title":"Gender, education expansion and intergenerational educational mobility around the world","year":2023,"lang":"en","type":"article","venue":"Nature Human Behaviour","topic":"Intergenerational and Educational Inequality Studies","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Social mobility; Openness to experience; Context (archaeology); Daughter; Psychology; Developmental psychology; Association (psychology); Sociology; Political science; Geography; Social psychology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008498173,0.0001231348,0.0000963083,0.0001579879,0.002142797,0.0001495651,0.0001988566,0.0001224485,0.0005849157],"category_scores_gemma":[0.0002192022,0.00009747622,0.00006280027,0.000445829,0.0002583785,0.0002176242,0.00006581217,0.0003463594,0.00006536645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647065,"about_ca_system_score_gemma":0.0006514676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006514551,"about_ca_topic_score_gemma":0.008848544,"domain_scores_codex":[0.9985484,0.0001936297,0.0002425659,0.0002899535,0.0005098922,0.0002155536],"domain_scores_gemma":[0.9990309,0.0002286749,0.00007799222,0.0001563043,0.0004222478,0.00008388763],"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":[0.000004377453,0.0001978272,0.06387536,0.000007154767,0.00001566274,1.620609e-7,0.005686516,0.000009270248,0.0003113899,0.70646,0.2230319,0.0004003964],"study_design_scores_gemma":[0.00008717159,0.00001217834,0.8513632,0.00001672844,0.00002666934,0.00000180525,0.008805018,0.00001918556,0.00009417803,0.06739219,0.0719818,0.0001999042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515913,0.0005488095,0.000004543761,0.03546476,0.002438362,0.0002742602,0.00002299833,0.00006510098,0.009589829],"genre_scores_gemma":[0.9514396,0.00004247064,0.0001128362,0.001274506,0.002914455,0.0001953778,0.0003557369,0.00000933641,0.04365567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7874878,"threshold_uncertainty_score":0.9991563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07347449337098588,"score_gpt":0.4182992566821389,"score_spread":0.344824763311153,"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."}}