{"id":"W2217614398","doi":"10.29173/inton50","title":"A Study in Violin Pedagogy: Teaching Techniques from Selected Works by Rachmaninoff, Prokofiev, Bartók, and Delerue","year":2011,"lang":"","type":"article","venue":"Intonations","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bartok; Violin; Extant taxon; Style (visual arts); Repertoire; Visual arts; Art; Literature; History; Art history; Musical","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006527574,0.0003768124,0.0004331877,0.0003948259,0.001111784,0.0006211502,0.0002887703,0.0001999827,0.001446047],"category_scores_gemma":[0.0001973897,0.0003878515,0.00006457414,0.0001900824,0.0003696406,0.0007506828,0.000188356,0.000979427,0.00002577997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001482902,"about_ca_system_score_gemma":0.000188415,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0371433,"about_ca_topic_score_gemma":0.2824278,"domain_scores_codex":[0.9973283,0.0005520261,0.0007764497,0.0006245882,0.0002929174,0.0004257098],"domain_scores_gemma":[0.9987689,0.0001902528,0.0002276361,0.0003020716,0.0003743848,0.0001368043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001497005,0.00927358,0.2082895,0.00004043168,0.0006098512,0.00008111374,0.6400884,0.000001101712,0.001648405,0.07389078,0.007607953,0.05831914],"study_design_scores_gemma":[0.005569277,0.003632638,0.6063861,0.001392714,0.0009201448,0.00001402334,0.2079533,0.002211654,0.006260951,0.03296087,0.1288707,0.003827581],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974408,0.00085663,0.0001207704,0.0002558723,0.0001905194,0.001450417,0.0001772865,0.0001272061,0.02241329],"genre_scores_gemma":[0.9962381,0.0001687151,0.000314658,0.0001144928,0.0002564334,0.00026844,0.00007265158,0.00004648666,0.002519987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4321351,"threshold_uncertainty_score":0.9998574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04526561610108149,"score_gpt":0.3033652478712612,"score_spread":0.2580996317701797,"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."}}