{"id":"W2128196531","doi":"","title":"Research on Application of Multimedia Technology to Piano Teaching in Universities and Colleges","year":2015,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Piano; Field (mathematics); Multimedia; Mathematics education; Computer science; Psychology; Management","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":[0.001871785,0.00005641139,0.0002281038,0.0005778093,0.0002886553,0.000003654499,0.0002491089,0.00004007804,0.000003374356],"category_scores_gemma":[0.0006317027,0.00004472747,0.00000814414,0.0002326786,0.05863477,0.00006939313,0.0005405936,0.0001783225,0.000003917744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001828388,"about_ca_system_score_gemma":0.00005241731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001948611,"about_ca_topic_score_gemma":0.0004722806,"domain_scores_codex":[0.9991659,0.00008428295,0.0001437527,0.0002089984,0.0001833259,0.000213737],"domain_scores_gemma":[0.9991289,0.0004824553,0.00004851299,0.00008324577,0.0002340139,0.00002290797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002733232,0.00005620542,0.004819921,0.0000122498,0.000008004903,0.000001924054,0.4060923,0.00002858106,0.0001926868,0.5875279,0.0004222696,0.0008106437],"study_design_scores_gemma":[0.0002409895,0.0004308278,0.002424113,0.00003033932,0.00000157899,1.410816e-7,0.9813341,0.00002142628,0.00007683846,0.0116606,0.003732862,0.00004617484],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733515,0.0003977112,9.39924e-7,0.00179238,0.0001289347,0.0001712803,0.000004899063,0.000009136948,0.02414324],"genre_scores_gemma":[0.9993725,0.00004008915,0.0002791249,0.00005471142,0.00001899786,0.00002094635,1.245177e-7,0.00000138911,0.000212142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5758672,"threshold_uncertainty_score":0.9439271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3066461198385825,"score_gpt":0.4317123390311092,"score_spread":0.1250662191925268,"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."}}