{"id":"W6997080209","doi":"","title":"Three Studies on Patterns of Educational Stratification Over Time, Across, and Within Cohorts in Canada and the United States","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Intergenerational and Educational Inequality Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational attainment; Population; Inequality; Social stratification; Educational inequality; Higher education; Longitudinal study; Postsecondary education; Social inequality; Adult education","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006815893,0.0001167407,0.0001686238,0.0001314805,0.0003390735,0.0001279963,0.000145817,0.00003977723,0.00001829487],"category_scores_gemma":[0.0001225463,0.00009479727,0.00002310696,0.0002960228,0.0003111314,0.0003691825,0.00007269796,0.000168503,0.000003826424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003373234,"about_ca_system_score_gemma":0.0005934885,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1837165,"about_ca_topic_score_gemma":0.9857128,"domain_scores_codex":[0.9988436,0.0002169706,0.0002286304,0.0002390675,0.0003146105,0.0001571534],"domain_scores_gemma":[0.998713,0.0008621547,0.00009430625,0.00009853247,0.0001753135,0.00005666156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004730053,0.00002275503,0.9502208,0.00004856258,0.00009143899,0.000003890931,0.01626586,0.0001236551,0.00001102824,0.03311507,0.00001066775,0.00003901004],"study_design_scores_gemma":[0.0002332121,0.00001823931,0.982186,0.0001700927,0.00002553984,0.000001126131,0.01209781,0.0000123101,0.00006378543,0.004803787,0.0002686796,0.0001193946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932496,0.0003342685,0.000005929986,0.005774293,0.0003145779,0.0001860633,0.00009148162,0.000009275536,0.00003450688],"genre_scores_gemma":[0.9974298,0.0002713155,0.000004191579,0.0002776006,0.00007869271,0.000003764968,0.00005575083,0.0000062402,0.00187262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8019963,"threshold_uncertainty_score":0.8217192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1114286628068582,"score_gpt":0.3746478175974197,"score_spread":0.2632191547905615,"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."}}