{"id":"W4413134181","doi":"10.5539/hes.v15n3p321","title":"Educational Management Strategies for Preserving Chinese Traditional Music Among Undergraduate Students","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adaptability; General partnership; Curriculum; Medical education; Mathematics education; Psychology; Computer science; Pedagogy; Political science; Management; Medicine","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":[0.0001914297,0.0001845586,0.0001768082,0.0003376658,0.0004530101,0.0001692355,0.0009012584,0.00006260752,0.00006513049],"category_scores_gemma":[0.00002079501,0.0001711229,0.0000713526,0.0006106975,0.000141956,0.0006026457,0.0002447781,0.0001032528,0.00002122515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001347314,"about_ca_system_score_gemma":0.0005201955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001246036,"about_ca_topic_score_gemma":0.00002171088,"domain_scores_codex":[0.9987545,0.00004589095,0.0002828327,0.0004442685,0.0002538672,0.0002186339],"domain_scores_gemma":[0.998632,0.0004071678,0.0001119821,0.0004107757,0.0003991152,0.00003899001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003618834,0.0004327337,0.0350801,0.0001189253,0.0002652518,1.312424e-7,0.0003244192,0.00002412336,0.000006288575,0.8621228,0.1010791,0.000542432],"study_design_scores_gemma":[0.0001531263,0.00001151425,0.4833988,0.00005012499,0.00002063268,6.738764e-7,0.0009928301,0.0000173901,0.000004279959,0.5023887,0.01286337,0.00009850712],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7759194,0.008137797,0.02376567,0.1240919,0.01907914,0.001402272,0.00001614281,0.0004277021,0.04715991],"genre_scores_gemma":[0.9265039,0.0001323335,0.01392808,0.001595597,0.0003243738,0.001780054,0.00004444612,0.00000807661,0.05568315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4483187,"threshold_uncertainty_score":0.6978191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09893938578548757,"score_gpt":0.4077202550594,"score_spread":0.3087808692739125,"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."}}