{"id":"W4285818209","doi":"10.2991/assehr.k.220704.205","title":"The Impact of the Double Reduction Policy on the Development of Quality-oriented Education","year":2022,"lang":"en","type":"article","venue":"Advances in Social Science, Education and Humanities Research/Advances in social science, education and humanities research","topic":"Global Educational Reforms and Inequalities","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Government (linguistics); Equity (law); Reduction (mathematics); Quality (philosophy); Education policy; Computer science; Political science; Higher education; Economic growth; Economics","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":["sts"],"category_scores_codex":[0.01954934,0.0002156785,0.000289789,0.001828453,0.03083258,0.0007425105,0.001946365,0.00007371913,0.0001848903],"category_scores_gemma":[0.002119301,0.0001462988,0.00009498095,0.007372021,0.02629695,0.002372355,0.0006289619,0.001003018,0.000002294772],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004652131,"about_ca_system_score_gemma":0.05546417,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01023834,"about_ca_topic_score_gemma":0.005970272,"domain_scores_codex":[0.9911523,0.001676474,0.0008871814,0.0006084972,0.004485341,0.001190234],"domain_scores_gemma":[0.9950524,0.0009432278,0.000489649,0.0003560536,0.003008797,0.0001498646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005414482,0.0005639851,0.001508168,0.00003200947,0.000003109284,1.225989e-8,0.1752202,0.000003953106,0.00007240158,0.7705035,0.0005029992,0.05153551],"study_design_scores_gemma":[0.0001261358,0.00008314877,0.02720217,0.00004778207,0.000001204628,6.276562e-7,0.5821041,0.000001755059,0.00006107704,0.1194444,0.2707994,0.0001281904],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5042903,0.003153162,4.695731e-7,0.002625113,0.0014155,0.001020778,0.00001543975,0.0000111568,0.487468],"genre_scores_gemma":[0.9810172,0.003073148,0.00003534499,0.000143041,0.001043726,0.0007622367,0.000009445461,0.0000133993,0.01390248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6510591,"threshold_uncertainty_score":0.9991688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1549231537927223,"score_gpt":0.5462452154237606,"score_spread":0.3913220616310383,"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."}}