{"id":"W337472349","doi":"","title":"Frederic W. Root's \"Systemizing Voice Culture\"","year":2009,"lang":"en","type":"article","venue":"Journal of Singing","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wonder; Root (linguistics); Singing; Musical; Visitor pattern; Psychology; Sociology; History; Visual arts; Pedagogy; Art; Linguistics; Management; Computer science; Philosophy; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002226719,0.00009235863,0.0002340211,0.00007582045,0.000337599,0.000421746,0.0001319803,0.00002218924,0.000149926],"category_scores_gemma":[0.00006191073,0.00006142079,0.0001200274,0.00003876568,0.00004824646,0.0002949919,0.00002271251,0.0001659959,0.00003183512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006377407,"about_ca_system_score_gemma":0.00001005203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006891275,"about_ca_topic_score_gemma":0.000006658686,"domain_scores_codex":[0.9992448,0.00001511755,0.0002873511,0.00006582944,0.0002128607,0.0001740122],"domain_scores_gemma":[0.9994184,0.00003029653,0.000283148,0.00004563634,0.0001731989,0.0000493132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001943267,0.0007497326,0.003379395,0.0001447214,0.0006503263,0.001061261,0.2088478,0.0008272384,0.007850924,0.5785878,0.1289857,0.06872081],"study_design_scores_gemma":[0.0003598892,0.0003044826,0.0008353918,0.0002453853,0.00006273838,0.00006036607,0.0117681,0.00002651422,0.00006158734,0.001770754,0.9843571,0.0001476885],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5605506,0.003474887,0.0001798197,0.002526941,0.002017315,0.00008782023,0.000001540172,0.00006776807,0.4310933],"genre_scores_gemma":[0.9957952,0.0000141432,0.0002978997,0.0005828048,0.001407573,1.707561e-7,1.427058e-7,0.000004442626,0.0018976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8553714,"threshold_uncertainty_score":0.4066906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06888770995804218,"score_gpt":0.2365192391333483,"score_spread":0.1676315291753061,"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."}}