{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002044291,0.0002882671,0.0001639177,0.0009032131,0.002043632,0.001748709,0.0007284154,0.0005619098,0.001670485],"category_scores_gemma":[0.004115306,0.00009344931,0.0001947492,0.0006163259,0.0007689112,0.001038784,0.001558701,0.0006850897,0.0001563982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001671859,"about_ca_system_score_gemma":0.00743559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003110019,"about_ca_topic_score_gemma":0.007205114,"domain_scores_codex":[0.9988977,0.0003889025,0.00007978957,0.00009605249,0.0002293302,0.0003082528],"domain_scores_gemma":[0.9978418,0.000368034,0.000459623,0.00008490746,0.0003469519,0.0008986178],"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":[0.0001149219,0.003351052,0.1808433,0.001416726,0.00005567566,0.000754846,0.08785503,0.0003763198,0.01550788,0.008647955,0.005997943,0.6950783],"study_design_scores_gemma":[0.0001688983,0.001694323,0.5157537,0.001163337,0.0002185333,0.0005262844,0.3828141,0.002522302,0.0118826,0.008307644,0.07479744,0.0001507407],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772776,0.0009505358,0.002596122,0.005967938,0.00007811526,0.0003818333,0.00002006998,0.00005542652,0.01267237],"genre_scores_gemma":[0.9931404,0.0006844033,0.003796204,0.0004700458,0.00002613908,0.0001120099,0.00001850889,0.000002398864,0.001749898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003110019,"threshold_uncertainty_score":0.01213032,"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."}}