{"id":"W2996036998","doi":"10.1525/jams.2019.72.3.912","title":"Review: Measuring Polyphony: Digital Encodings of Late Medieval Music","year":2019,"lang":"en","type":"article","venue":"Journal of the American Musicological Society","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polyphony; Icon; Melody; Musicology; Guitar; Art; Citation; Computer science; Art history; World Wide Web; Visual arts; Literature; Musical","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006425509,0.0002064876,0.0008754241,0.00002199286,0.0002133524,0.000129448,0.0007205544,0.00004027241,0.002026773],"category_scores_gemma":[0.0004158962,0.0001035141,0.001131898,0.0001760498,0.00152016,0.0002382762,0.0004715785,0.0004617081,0.00004837504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226651,"about_ca_system_score_gemma":0.00005085706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003692218,"about_ca_topic_score_gemma":0.000005280985,"domain_scores_codex":[0.998118,0.0001054722,0.0006521345,0.0001813835,0.000622126,0.0003208817],"domain_scores_gemma":[0.9974334,0.0003501383,0.001555149,0.0002043982,0.0003617783,0.00009517842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006850661,0.002481189,0.04058595,0.001296216,0.003228419,0.0000483871,0.03542224,0.0002030612,0.012402,0.01952647,0.8226741,0.06144692],"study_design_scores_gemma":[0.0009281738,0.001851935,0.0218974,0.0009264436,0.0003531117,0.00002356897,0.007297447,0.00003194653,0.00008897372,0.001566207,0.9646147,0.0004200792],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975043,0.001877781,0.000004205358,0.003853076,0.001084454,0.0002602003,0.00001796938,0.00002266954,0.01783666],"genre_scores_gemma":[0.9810397,0.001089383,0.00009047933,0.01634104,0.0005001623,0.000002839794,4.183016e-7,0.00001169736,0.0009242964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1419406,"threshold_uncertainty_score":0.9988855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08134630478013333,"score_gpt":0.2300005986802915,"score_spread":0.1486542939001581,"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."}}