{"id":"W4416919360","doi":"10.1007/s42330-025-00414-9","title":"Factors and Pathways Shaping Mathematics Achievement in China: Evidence from a Decade of Regional Quality Monitoring","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mediation; Structural equation modeling; Metacognition; Affect (linguistics); Cognition; Academic achievement; Foundation (evidence); Quality (philosophy)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001221781,0.0001149642,0.0002587682,0.001344764,0.0001895405,0.00004575563,0.0003697934,0.0001079077,0.00001450661],"category_scores_gemma":[0.0007435908,0.00009869877,0.0000224704,0.0009482958,0.000867583,0.00020574,0.00002960551,0.0002094783,3.145997e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001690298,"about_ca_system_score_gemma":0.001893006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003283922,"about_ca_topic_score_gemma":0.001715016,"domain_scores_codex":[0.9988089,0.00002417851,0.0005989239,0.0001896568,0.0001596847,0.0002187041],"domain_scores_gemma":[0.9986739,0.0002092589,0.0004815226,0.0002354596,0.0002541597,0.0001457005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001620695,0.0001916312,0.8708879,0.00009983231,0.00002096269,7.00016e-7,0.02866293,6.589784e-7,0.00366144,0.09221321,0.00003279844,0.004226313],"study_design_scores_gemma":[0.0001427258,0.00004701259,0.8261986,0.001240336,0.00002648822,0.000007415325,0.07958847,0.000021063,0.002316285,0.09029206,0.00002505672,0.00009452921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993853,0.002374336,0.0005160831,0.002292007,0.0006574125,0.0001448569,0.000003605999,0.000005040393,0.0001536166],"genre_scores_gemma":[0.9925612,0.0001071693,0.007240593,0.00001873432,0.000027427,0.000009191966,6.395056e-7,0.000004858756,0.00003019422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05092554,"threshold_uncertainty_score":0.496433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1055839948877003,"score_gpt":0.3817299537866436,"score_spread":0.2761459588989433,"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."}}