{"id":"W2325275746","doi":"10.7202/1015644ar","title":"CUMS Imagined","year":2013,"lang":"en","type":"article","venue":"Canadian University Music Review","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Sociology; Diversity (politics); Media studies; Aesthetics; Political science; Law; Art; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":["insufficient_payload"],"category_scores_codex":[0.00006624989,0.00007133545,0.000133562,0.00008104947,0.0003015877,0.00004649339,0.0001788331,0.00001279601,0.1386066],"category_scores_gemma":[0.00002457461,0.00006586025,0.00005487405,0.00005525968,0.0002136179,0.0001995581,0.00002155447,0.00007855803,0.006813783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001469376,"about_ca_system_score_gemma":0.0002684995,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2184951,"about_ca_topic_score_gemma":0.2480904,"domain_scores_codex":[0.9994462,0.00004703536,0.00006392583,0.0001200696,0.00008205547,0.0002407375],"domain_scores_gemma":[0.9993004,0.00002100677,0.00002069324,0.0001550857,0.000154498,0.0003483555],"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":[3.061271e-7,0.000003553166,0.00005396231,0.0001415966,0.00001151436,0.00002676791,0.000384029,1.603125e-8,5.892297e-7,0.3301444,0.6538458,0.01538749],"study_design_scores_gemma":[0.00005699487,0.00001006933,0.000347834,0.0002241296,0.00001879924,0.000001387577,0.001769973,0.00001024974,2.264152e-7,0.0001860099,0.9972881,0.00008620229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0005133752,0.004928994,0.00001489628,0.005232421,0.00003957189,0.0003278274,0.0000289855,0.00001844258,0.9888955],"genre_scores_gemma":[0.506684,0.0106001,0.00007547776,0.009788808,0.0003293589,0.000005854288,0.00005978332,0.00001913008,0.4724375],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.516458,"threshold_uncertainty_score":0.9939595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04290750830293505,"score_gpt":0.2077924586765927,"score_spread":0.1648849503736576,"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."}}