{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001641463,0.0003625296,0.000213393,0.001500523,0.001588528,0.005957286,0.001024044,0.0008106441,0.008449893],"category_scores_gemma":[0.003013889,0.0001691065,0.0003633463,0.00191491,0.006548096,0.006340129,0.002252877,0.001631181,0.001143893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004011764,"about_ca_system_score_gemma":0.003212179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002209207,"about_ca_topic_score_gemma":0.002780083,"domain_scores_codex":[0.9991367,0.0003577176,0.00002686417,0.0001344395,0.0002340052,0.0001102219],"domain_scores_gemma":[0.9973969,0.001446988,0.0002342686,0.0003125558,0.0003240778,0.0002851237],"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":[0.00002368773,0.00009895034,0.002734196,0.0001638093,0.000009466002,0.0001205092,0.008600945,0.0006947119,0.0005266052,0.9378819,0.001547659,0.04759754],"study_design_scores_gemma":[0.00003503685,0.0001689455,0.01052727,0.0007263222,0.00005452146,0.0006441235,0.02162287,0.01660857,0.002940437,0.7020358,0.2445875,0.00004852921],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1932544,0.00749058,0.05142045,0.009948479,0.0003004707,0.00009872404,0.00005468019,0.000131294,0.7373009],"genre_scores_gemma":[0.9642946,0.003796786,0.008183762,0.0004597852,0.0001070077,0.00006664539,0.00004022293,0.00003674612,0.02301447],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008449893,"threshold_uncertainty_score":0.02910751,"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."}}