{"id":"W4409221273","doi":"10.1525/jpms.2025.37.1.100","title":"Contributors’ Notes","year":2025,"lang":"en","type":"article","venue":"Journal of Popular Music Studies","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"H2020 Marie Skłodowska-Curie Actions; University of the Western Cape; University College Cork","keywords":"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":[0.0003590027,0.0001495487,0.000547256,0.0001540935,0.0004288659,0.000141819,0.0001898951,0.00002947604,0.0003937176],"category_scores_gemma":[0.001397874,0.00009523529,0.000222278,0.00006975883,0.0004037232,0.0001413913,0.0001742349,0.0001662802,0.00002933511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009184297,"about_ca_system_score_gemma":0.00002533504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002186791,"about_ca_topic_score_gemma":0.0001417176,"domain_scores_codex":[0.9989254,0.00005449999,0.0004725393,0.0001053866,0.0002346039,0.0002075934],"domain_scores_gemma":[0.9986229,0.0002218558,0.0002913589,0.00009257118,0.0007379761,0.00003331579],"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":[0.00007086161,0.0001811573,0.00370676,0.00006417498,0.002031823,0.0001224235,0.01995452,0.000006196666,0.00005787945,0.7043135,0.2617752,0.007715502],"study_design_scores_gemma":[0.0006622088,0.0001900975,0.001530969,0.0001394369,0.0002564583,0.000003674139,0.02014994,8.869535e-7,0.00002965135,0.01545958,0.9614597,0.000117429],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.757654,0.07832525,0.0001415669,0.02622888,0.02267764,0.0004484289,0.00004230105,0.0001199315,0.114362],"genre_scores_gemma":[0.9901066,0.0003290796,0.0001063694,0.002398427,0.001177049,0.000004680861,4.867193e-7,0.000006497004,0.005870836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6996845,"threshold_uncertainty_score":0.4310931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1933637686410843,"score_gpt":0.3055330522036807,"score_spread":0.1121692835625965,"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."}}