{"id":"W4323350570","doi":"10.18061/emr.v16i2.7357","title":"The Sticky Riff: Quantifying the Melodic Identities of Medieval Modes","year":2023,"lang":"en","type":"article","venue":"Empirical Musicology Review","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Melody; Scholarship; Gesture; Musical; Guitar; Set (abstract data type); History; Art; Literature; Visual arts; Linguistics; Computer science; Philosophy; Acoustics; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001329874,0.0003459453,0.0002245726,0.005262637,0.0003681967,0.001492549,0.0004777045,0.000415897,0.003570283],"category_scores_gemma":[0.00550164,0.0001607397,0.0002297324,0.003430492,0.0006039243,0.001709239,0.001187932,0.000454684,0.0008819574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003777909,"about_ca_system_score_gemma":0.0003280681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004977197,"about_ca_topic_score_gemma":0.01673267,"domain_scores_codex":[0.9995989,0.0001348341,0.00003250388,0.00008494024,0.0001183397,0.00003048772],"domain_scores_gemma":[0.9985392,0.0006660137,0.0002825671,0.00008879563,0.000353588,0.00006981716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005176993,0.00004285982,0.1178923,0.0032494,0.0003185106,0.0003337574,0.01307781,0.001296385,0.0146832,0.01160931,0.005713699,0.8312652],"study_design_scores_gemma":[0.00002800161,0.0001560195,0.9024476,0.001345391,0.0001535162,0.0006631867,0.02274739,0.005690292,0.003721677,0.01250873,0.05044466,0.00009350808],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8466163,0.06975365,0.03052085,0.0009813383,0.0002200609,0.000137562,0.002222094,0.0002054343,0.04934273],"genre_scores_gemma":[0.9571081,0.01424927,0.02053794,0.0001522128,0.0001191005,0.00007859123,0.001254898,0.00005796451,0.006441834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005262637,"threshold_uncertainty_score":0.01194382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4309521221959962,"score_gpt":0.3758468316111827,"score_spread":0.0551052905848135,"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."}}