{"id":"W2378078829","doi":"","title":"New Features and Developments of Engineering Education——Overview of International Symposium on Total Engineering Education 2009","year":2010,"lang":"en","type":"article","venue":"Qinghua Daxue jiaoyu yanjiu","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; China; Curriculum; Creativity; Political science; Engineering education; Engineering ethics; Library science; Engineering; Management; Sociology; Economics; Law","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001216949,0.0002633837,0.0002461519,0.0003065464,0.00002488833,0.00004054237,0.0002326306,0.0001296759,0.00009335171],"category_scores_gemma":[0.0001165382,0.0002882759,0.00005743153,0.0002987522,0.00001222461,0.0001801647,0.00004426567,0.0003078921,0.00001130681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009258506,"about_ca_system_score_gemma":0.0002919407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000477103,"about_ca_topic_score_gemma":0.000006224698,"domain_scores_codex":[0.9988566,0.000005125189,0.0004191866,0.0002291368,0.0002747998,0.0002151351],"domain_scores_gemma":[0.999304,0.00005852801,0.0000844802,0.0002553259,0.0001222853,0.0001753695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004221524,0.001324427,0.01508409,0.005659712,0.0009844147,0.000003275669,0.008502173,0.1034938,0.4989911,0.04874549,0.07784526,0.239324],"study_design_scores_gemma":[0.001440719,0.0001312971,0.5878447,0.003220154,0.0001363536,0.0002641366,0.0005082922,0.01445847,0.1773389,0.0001263787,0.2122617,0.002268858],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762704,0.002329972,0.001954537,0.0004939192,0.01291855,0.0004375274,0.00002543541,0.0003527308,0.005216917],"genre_scores_gemma":[0.9636422,0.0003125159,0.03440085,0.0000622631,0.0003863391,0.00004766306,0.00006629896,0.0000669708,0.001014846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5727606,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004889489344581506,"score_gpt":0.227384075857047,"score_spread":0.2224945865124655,"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."}}