{"id":"W2257702695","doi":"","title":"Aesthetic Systems Theory: Doing Hip Hop Kulture Research Together at Cipher5","year":2014,"lang":"en","type":"article","venue":"MUSICultures","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Sociology; Dialogical self; Mediation; Aesthetics; Argument (complex analysis); Critical theory; Ethnomusicology; Epistemology; Pedagogy; Visual arts; Art; Social science; Philosophy; Musical","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001170632,0.0002238768,0.0002336072,0.0001176832,0.0013469,0.0007984805,0.0003839383,0.0001119314,0.006750097],"category_scores_gemma":[0.00009043874,0.0001450708,0.00009778589,0.00009181972,0.0004917695,0.0002014857,0.0001298939,0.0003133029,0.002099145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001310372,"about_ca_system_score_gemma":0.00003074304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004749129,"about_ca_topic_score_gemma":0.0009609798,"domain_scores_codex":[0.9976074,0.000704343,0.0002331597,0.0003932718,0.0005958995,0.0004659157],"domain_scores_gemma":[0.9986843,0.0001622027,0.00009776885,0.0004655107,0.0004580573,0.0001321899],"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":[0.00001159681,0.00004489784,0.00001589985,0.00002947159,0.00001348806,0.00000235862,0.1131183,0.00002123194,0.0002080761,0.5841933,0.3014792,0.0008621336],"study_design_scores_gemma":[0.0002191895,0.00004701309,0.00003818964,0.00008479365,0.0000195153,0.00000951271,0.03168981,0.00001905485,0.00008343284,0.003932287,0.9636275,0.0002297602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.205925,0.0007935868,0.00001273994,0.001365702,0.003599763,0.0004299777,0.00001529902,0.0002160217,0.7876419],"genre_scores_gemma":[0.7948856,0.000007649171,0.00003570106,0.0008031075,0.00265898,0.00008250431,0.00002614695,0.00003498007,0.2014654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6621482,"threshold_uncertainty_score":0.9999532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07675189522742193,"score_gpt":0.2837351978439309,"score_spread":0.2069833026165089,"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."}}