{"id":"W4414715507","doi":"10.5539/hes.v15n4p254","title":"Documentary Creation and Cultural Transmission of Shandong Clapper Ballad as Intangible Cultural Heritage from an Educational Perspective","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intangible cultural heritage; Curriculum; Cultural transmission in animals; Experiential learning; Perspective (graphical); Narrative; Cultural heritage; Cultural analysis; Thriving; Citizen journalism","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":[0.001160225,0.0002661384,0.00009470234,0.001046684,0.001532609,0.003062904,0.0004932153,0.0003217523,0.004694685],"category_scores_gemma":[0.001447531,0.0001328353,0.0001255689,0.001072754,0.002690675,0.001711338,0.001873829,0.0007554718,0.0002629343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818447,"about_ca_system_score_gemma":0.002630106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006364943,"about_ca_topic_score_gemma":0.02406839,"domain_scores_codex":[0.9995747,0.0001768661,0.00001483716,0.00004615218,0.0001378722,0.00004955176],"domain_scores_gemma":[0.9993615,0.0002358585,0.00008636017,0.0001265296,0.0001114981,0.00007830981],"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":[0.0001423049,0.0001561524,0.02578781,0.001225718,0.00003458594,0.003327144,0.2603178,0.00115193,0.02474772,0.1378071,0.006430527,0.5388712],"study_design_scores_gemma":[0.00002982821,0.0004260693,0.06111863,0.001185331,0.0001099979,0.003249559,0.2093042,0.002311616,0.01933783,0.01912912,0.6837039,0.00009401438],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7582444,0.002798524,0.01242543,0.002525772,0.0002132458,0.000154333,0.0001461452,0.00009240614,0.2233998],"genre_scores_gemma":[0.9660038,0.001353858,0.006643319,0.0001172931,0.00002568348,0.00003576795,0.00006926132,0.00001813579,0.0257329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006364943,"threshold_uncertainty_score":0.01570523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02493084485753196,"score_gpt":0.4246237641599194,"score_spread":0.3996929193023874,"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."}}