{"id":"W2290809470","doi":"","title":"Expansion and Equality in Access to Chinese Higher Education: A Cultural Perspective","year":2011,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Elitism; Construct (python library); Sociology; Government (linguistics); Higher education; Multidisciplinary approach; Indigenous; Public policy; Political science; Social science; Geography; Politics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001032086,0.00013535,0.0002419234,0.00003290855,0.0003108484,0.00003576331,0.0003199031,0.0002358393,0.005285904],"category_scores_gemma":[0.00002672362,0.0001412562,0.00007339216,0.0001512119,0.00009664188,0.0008194494,0.0000593458,0.0001108837,0.000007023623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006389139,"about_ca_system_score_gemma":0.0002699122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.88936,"about_ca_topic_score_gemma":0.9254852,"domain_scores_codex":[0.9991844,0.0001085423,0.00006900823,0.000260683,0.0002172347,0.0001601314],"domain_scores_gemma":[0.9993104,0.0000180831,0.0001339373,0.00009523164,0.0003182978,0.0001240318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002199845,0.0001303015,0.005836294,0.00006162807,0.0000326729,0.000001547201,0.9298862,3.639962e-7,0.000109126,0.03956982,0.0009573098,0.02319471],"study_design_scores_gemma":[0.00009510176,0.00001699034,0.6005639,0.00005028435,0.00001683084,4.481899e-8,0.3971234,6.676783e-7,6.768166e-7,0.0007708894,0.001232292,0.0001289016],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6608942,0.0004973954,6.244371e-7,0.001122523,0.0004092898,0.0002369621,0.000005615793,0.00002111267,0.3368123],"genre_scores_gemma":[0.8840568,0.0005262861,0.0001394821,0.00004477689,0.0001118914,0.000001183828,0.00004517092,0.000005733169,0.1150687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5947276,"threshold_uncertainty_score":0.9956234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0360881340201374,"score_gpt":0.367969239327898,"score_spread":0.3318811053077607,"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."}}