{"id":"W4388302363","doi":"10.52214/uw.v31i.11963","title":"Review of Nielson, Music and Musicians & Reynolds, Medieval Arab Music and Musicians","year":2023,"lang":"en","type":"article","venue":"Al-ʿUsur al-Wusta","topic":"Historical Astronomy and Related Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pontifical Institute of Mediaeval Studies","funders":"","keywords":"Art; Visual arts","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047619,0.0004126801,0.0008179718,0.0001666887,0.0003606975,0.00002887174,0.0002183222,0.0001054445,0.0004328827],"category_scores_gemma":[0.00004855005,0.0003593921,0.0002026793,0.0007826171,0.0003300097,0.0001506908,0.0002811727,0.0004428082,0.0001390285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004037901,"about_ca_system_score_gemma":0.00007810202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003961596,"about_ca_topic_score_gemma":0.00009504453,"domain_scores_codex":[0.9976426,0.0001174708,0.000665137,0.0006416932,0.0003131739,0.000619975],"domain_scores_gemma":[0.9986491,0.0002247739,0.0002817532,0.0004859896,0.0001554474,0.0002028971],"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":[0.00003595665,0.000248758,0.008300046,0.001296659,0.0007381104,0.00001901072,0.004890831,0.0000166846,0.0005084311,0.001828541,0.8846831,0.09743389],"study_design_scores_gemma":[0.0007723515,0.00011214,0.004736559,0.001915668,0.0003281568,0.000004113691,0.0009985518,0.00005940987,0.00004560972,0.0006105494,0.9899032,0.0005136765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7918344,0.1157577,0.001915468,0.02056048,0.00384991,0.002696775,0.0007075785,0.0006279186,0.06204979],"genre_scores_gemma":[0.954801,0.0258947,0.0006525784,0.007709317,0.001274213,0.0001831654,0.000369186,0.0001710717,0.00894481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1629666,"threshold_uncertainty_score":0.9998858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02084454358581322,"score_gpt":0.2539292109054487,"score_spread":0.2330846673196355,"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."}}