{"id":"W2345914925","doi":"","title":"Brief Analysis on Independent Creation of National Style of Chinese Piano Music","year":2016,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Piano; Style (visual arts); Pace; China; Music; Music history; Visual arts; Art; Music education; History; Geography; Art history","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007719208,0.0000756759,0.0003645322,0.0002683648,0.0001796347,0.000002498073,0.0002206604,0.00002766497,0.0003503222],"category_scores_gemma":[0.001019386,0.00004192293,0.00007723932,0.0002381117,0.04134291,0.000102131,0.0001980543,0.00004009227,0.000003212091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000086702,"about_ca_system_score_gemma":0.00003830211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005954438,"about_ca_topic_score_gemma":0.0002616354,"domain_scores_codex":[0.9989688,0.0000474996,0.0002827034,0.0001989393,0.0003663313,0.0001357295],"domain_scores_gemma":[0.9985697,0.0005320775,0.0002444313,0.00008440932,0.0005572707,0.00001216981],"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":[0.00005800329,0.0003163186,0.1239375,0.00003167619,0.0006042412,0.000001094389,0.2889862,0.000108791,0.002032443,0.5826964,0.0004175146,0.0008098202],"study_design_scores_gemma":[0.001287199,0.0009746371,0.7601516,0.00008798789,0.0001232159,2.282571e-7,0.1682132,0.00002638895,0.0005302268,0.06690554,0.001456902,0.0002428943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562416,0.0001532101,0.000003899295,0.0002722075,0.0002158183,0.00006727518,0.00003261045,0.000005076205,0.04300832],"genre_scores_gemma":[0.9993574,0.00006992744,0.00002822431,0.00008394124,0.00003915151,0.000008527137,5.016254e-7,0.000001264887,0.000411088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6362141,"threshold_uncertainty_score":0.961266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1305904612552302,"score_gpt":0.3366367098762768,"score_spread":0.2060462486210465,"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."}}