{"id":"W4415309210","doi":"10.32629/jher.v6i4.4301","title":"Research on the Innovative Role of AI Technology in Classical Piano Teaching Models","year":2025,"lang":"","type":"article","venue":"Journal of Higher Education Research","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Piano; Context (archaeology); Process (computing); Inheritance (genetic algorithm); Modernization theory; Object (grammar); Transformation (genetics); Power (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01811868,0.0002135202,0.0004794451,0.01014866,0.000732273,0.0001875903,0.004047192,0.0006684532,0.0002230747],"category_scores_gemma":[0.002014918,0.0001619682,0.0001017948,0.01338267,0.00197891,0.0006148192,0.0008488423,0.01254535,0.00004306364],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008841399,"about_ca_system_score_gemma":0.01709328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000139473,"about_ca_topic_score_gemma":0.00001323102,"domain_scores_codex":[0.9913608,0.003829109,0.00140672,0.000534644,0.001998906,0.0008697572],"domain_scores_gemma":[0.9848971,0.004835096,0.0004631724,0.001158338,0.008535398,0.0001108786],"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":[0.0001331745,0.002429413,0.004577666,0.0000404751,0.00007334653,0.000004448771,0.001810873,0.0001620388,0.002425755,0.9156474,0.04261156,0.0300838],"study_design_scores_gemma":[0.0003522758,0.0007992631,0.01714512,0.001025382,0.000005814367,0.00002137188,0.009865445,0.001459633,0.005934115,0.9072011,0.05606752,0.0001229603],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.338051,0.004958703,0.000783743,0.6215719,0.001658974,0.0005341515,0.000002305797,0.00001230072,0.03242693],"genre_scores_gemma":[0.982664,0.0002156074,0.001263522,0.0007612643,0.0003578994,0.00008161686,8.062876e-7,0.00001384058,0.01464139],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6446131,"threshold_uncertainty_score":0.9897327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1502769674714437,"score_gpt":0.5314988026249122,"score_spread":0.3812218351534685,"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."}}