{"id":"W4380151611","doi":"10.23977/aetp.2023.070414","title":"Optimization and Improvement of Musical Performance in Colleges in the Context of New Media","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Personality psychology; Context (archaeology); Musical; Mode (computer interface); Multimedia; Computer science; Mathematics education; Pedagogy; Sociology; Psychology; Personality; Human–computer interaction; Art; Visual arts","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":[0.000333274,0.00006893413,0.0001465608,0.00085566,0.00002428124,0.000002040643,0.0003841045,0.000161433,0.000008644895],"category_scores_gemma":[0.0001363293,0.00005949904,0.000007596543,0.001541729,0.0004034976,0.0001646127,0.00006353181,0.0001966263,0.000001194099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009985652,"about_ca_system_score_gemma":0.000105814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001129072,"about_ca_topic_score_gemma":0.0001718862,"domain_scores_codex":[0.9992536,0.00003225999,0.0002794483,0.0002326954,0.00006560963,0.000136438],"domain_scores_gemma":[0.9992255,0.0004309945,0.00009441777,0.0002073561,0.00002973402,0.00001202321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001868256,0.0001748873,0.2808013,0.00002154398,0.000003315125,0.000001076419,0.002572356,0.0002515905,0.0001325784,0.6455917,0.000124371,0.07030659],"study_design_scores_gemma":[0.0007154219,0.0002012109,0.6779249,0.000040141,0.000001678668,0.00003372885,0.002042031,0.0009404329,0.0002587451,0.3158552,0.001896849,0.00008968971],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516735,0.002327118,0.0009315948,0.04429897,0.0003063574,0.0001507919,0.000002061695,0.00001651126,0.000293084],"genre_scores_gemma":[0.9897044,0.004348204,0.005471418,0.0003672453,0.00001473661,0.00006222009,0.000005725429,0.000002123563,0.00002393319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3971236,"threshold_uncertainty_score":0.24263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02499025437890685,"score_gpt":0.3558051289211593,"score_spread":0.3308148745422525,"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."}}