{"id":"W2108440714","doi":"10.3968/j.sss.1923018420110202.070","title":"Studies to Chinese College Music Education Management Reform and Development of Countermeasures","year":2011,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Engineering and Information Technology","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Music education; China; Value (mathematics); Sociology; Intersection (aeronautics); Social change; Pedagogy; Order (exchange); Higher education; Education reform; Political science; Psychology; Public relations; Primary education; Engineering; Computer science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002034326,0.0001865992,0.0001390514,0.001570083,0.001656194,0.002200364,0.0005351041,0.0006128323,0.003784236],"category_scores_gemma":[0.002826967,0.00008340445,0.0001788047,0.001625178,0.001526763,0.00117753,0.001188507,0.0005220425,0.00008758631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01190772,"about_ca_system_score_gemma":0.01737393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0408611,"about_ca_topic_score_gemma":0.03639187,"domain_scores_codex":[0.9989556,0.0003467471,0.0000551765,0.00008842974,0.0002423572,0.0003117418],"domain_scores_gemma":[0.9988047,0.0002636704,0.0002941358,0.00006343661,0.0003359213,0.000238245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001787676,0.001078692,0.1000353,0.001546617,0.0000682656,0.0006670938,0.04060733,0.00260073,0.002531591,0.3928364,0.01898792,0.4388613],"study_design_scores_gemma":[0.0001536099,0.0005888562,0.5345138,0.001001501,0.0001552942,0.0001785669,0.05914515,0.009020414,0.005254271,0.01916006,0.3707815,0.00004687286],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8147363,0.007990147,0.001622358,0.03077426,0.0001655332,0.0003608894,0.00006427323,0.00003762058,0.1442487],"genre_scores_gemma":[0.9914336,0.001414176,0.0003745611,0.000541807,0.00004941923,0.00002914845,0.00001930078,0.000002522625,0.006135437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0408611,"threshold_uncertainty_score":0.08639699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06506370011991285,"score_gpt":0.3309575878826518,"score_spread":0.265893887762739,"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."}}