{"id":"W2084180847","doi":"10.5406/ethnomusicology.58.1.0133","title":"Mapping Music: Cluster Analysis Of Song-Type Frequencies Within And Between Cultures","year":2014,"lang":"en","type":"article","venue":"Ethnomusicology","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Ministry of Education, Culture, Sports, Science and Technology","keywords":"Musical; Indigenous; Diversity (politics); Compromise; Violin musical styles; Cultural diversity; History; Sociology; Literature; Art; Anthropology; Social science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002706435,0.00009867397,0.0002414721,0.00009652491,0.0000676034,0.000009343469,0.000184351,0.0001975416,0.00005045389],"category_scores_gemma":[0.0001280936,0.00008514507,0.00007080261,0.0002347589,0.0002366019,0.00000289788,0.0001853567,0.0001034982,0.000003627138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005359498,"about_ca_system_score_gemma":0.00002075413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005134103,"about_ca_topic_score_gemma":0.0003628456,"domain_scores_codex":[0.9992443,0.0001453654,0.0002167243,0.0002084723,0.00005901452,0.0001261461],"domain_scores_gemma":[0.9993846,0.00004489898,0.0001220555,0.0002997143,0.0000994785,0.0000492111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006201832,0.00005917993,0.1765327,0.00002005413,0.0005493048,4.271693e-7,0.001547359,0.00005884361,0.814917,0.001007708,0.001844545,0.00340083],"study_design_scores_gemma":[0.0005971275,0.0009923655,0.909274,0.000009585473,0.0007117583,0.000003587237,0.0009395712,0.0003482976,0.03603871,0.0002445601,0.05048506,0.0003554284],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971607,0.0002001288,0.0009780261,0.0003951545,0.00005257032,0.00007324862,0.000006539411,0.000009271522,0.001124389],"genre_scores_gemma":[0.9969048,0.00001951218,0.00145798,0.00117285,0.00007518053,0.000005631355,0.0001055007,0.000007623331,0.0002509332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7788783,"threshold_uncertainty_score":0.3472115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05006700145543932,"score_gpt":0.3142051641394359,"score_spread":0.2641381626839966,"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."}}