{"id":"W7115183958","doi":"10.1177/205920432412941","title":"Book Review: The Science-Music Borderlands: Reckoning with the past and imagining the future / Edited by Elizabeth H. Margulis, Psyche Loui, and Deirdre Loughridge. 2023, MIT Press, 387 pages.","year":2025,"lang":"en","type":"article","venue":"Edinburgh Research Explorer","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psyche; Discipline; Power (physics); Elite; Humanism; Politics; Field (mathematics)","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.003436911,0.0003013165,0.0003223477,0.0001024429,0.005250146,0.001941396,0.0009607285,0.00005458514,0.001438472],"category_scores_gemma":[0.0004203944,0.0001175526,0.00005724354,0.0005964787,0.008676021,0.0005585095,0.001112489,0.001114826,0.000008272532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006435002,"about_ca_system_score_gemma":0.0000991863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001204798,"about_ca_topic_score_gemma":0.0000993814,"domain_scores_codex":[0.9967232,0.0003207184,0.0002618013,0.0006391656,0.001161479,0.0008936241],"domain_scores_gemma":[0.9974692,0.001009966,0.00009654286,0.0005515983,0.0007523819,0.0001202944],"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":[0.00005204444,0.00003662716,0.0001633413,0.00008197695,0.00009679002,0.000006860574,0.01353242,4.363726e-7,0.00001218874,0.002131836,0.977353,0.006532462],"study_design_scores_gemma":[0.0003828734,0.0001351854,0.0002791214,0.0005311844,0.00007155509,0.000002600547,0.03003565,0.00002862095,0.00000938161,0.0004278872,0.9679268,0.0001691488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002541594,0.7206111,0.000008170914,0.2153618,0.0009023279,0.001467911,0.00003845878,0.00007175114,0.05899687],"genre_scores_gemma":[0.02887683,0.7705176,0.00006531387,0.07334603,0.01239642,0.002319987,0.00005757651,0.00009986207,0.1123204],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1420158,"threshold_uncertainty_score":0.9994743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09211117692995431,"score_gpt":0.3081476526371896,"score_spread":0.2160364757072353,"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."}}