{"id":"W4409603687","doi":"10.61091/jcmcc127b-231","title":"A Study of Piano Tone Teaching in the Context of Artificial Intelligence Interaction","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Piano; Tone (literature); Context (archaeology); Computer science; Speech recognition; Psychology; Human–computer interaction; Acoustics; Art; History; Physics","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":[0.002823837,0.000134962,0.0004986718,0.0003908642,0.0001312912,0.0000686233,0.0009408231,0.00009788988,9.005745e-7],"category_scores_gemma":[0.0006894101,0.000104962,0.00008011905,0.0005040425,0.00007762131,0.0001998456,0.0002270593,0.0006078035,2.1943e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003974347,"about_ca_system_score_gemma":0.0001492716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003864995,"about_ca_topic_score_gemma":0.000006228255,"domain_scores_codex":[0.9977713,0.0002800263,0.001283363,0.0001440275,0.0003782379,0.0001430302],"domain_scores_gemma":[0.9966383,0.001730917,0.001035496,0.0002884982,0.0002805354,0.00002626594],"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":[0.00004383867,0.002170637,0.000522807,0.00006206679,0.00005094086,0.000005541874,0.01650988,0.000028299,0.000228838,0.96875,0.00002251934,0.01160465],"study_design_scores_gemma":[0.0009987861,0.001395714,0.0005520312,0.0004032191,0.00004536563,0.00004470081,0.03258722,0.004682682,0.001716399,0.9573976,0.00006263932,0.0001136716],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677256,0.0001012142,0.02433657,0.0004694731,0.006720311,0.0002474274,2.78781e-7,0.000009411209,0.0003897224],"genre_scores_gemma":[0.9971578,0.000007088697,0.002648025,0.00002402173,0.0001554902,0.000001994842,1.553136e-7,0.000004136562,0.000001324786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02943217,"threshold_uncertainty_score":0.4280224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03902372922074766,"score_gpt":0.3613987500650407,"score_spread":0.3223750208442931,"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."}}