{"id":"W4230842966","doi":"10.29173/inton69","title":"Editorial Preface","year":2021,"lang":"en","type":"article","venue":"Intonations","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"The arts; Discipline; Dialogic; Mandate; Style (visual arts); Drama; Sociology; Excellence; Identity (music); Creativity; Visual arts; Media studies; Art; Pedagogy; Aesthetics; Political science; Social science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002669049,0.00003455484,0.00004486518,0.00001159446,0.0002485386,0.0001743204,0.00004527852,0.00001546226,0.009367192],"category_scores_gemma":[0.0001534329,0.00002897346,0.0000274593,0.00002008601,0.00008358515,0.00007470306,0.00005553026,0.0000467507,0.0005584225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002041437,"about_ca_system_score_gemma":0.00002188007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003920451,"about_ca_topic_score_gemma":0.0004293507,"domain_scores_codex":[0.9996765,0.00001171749,0.00005598104,0.00007534323,0.0001142282,0.00006621488],"domain_scores_gemma":[0.9996204,0.00005874011,0.00001313072,0.00005314295,0.0002381243,0.00001648151],"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":[4.318249e-7,0.00002912236,0.000008864934,5.360578e-7,0.00000963509,9.08602e-7,0.00235414,0.000001687527,0.00001732441,0.5362359,0.4608555,0.0004859425],"study_design_scores_gemma":[0.00007247785,0.000008657658,0.00008155242,0.000001524534,0.00000655366,1.387562e-7,0.001202107,0.000002326277,0.0000274762,0.007798234,0.9907585,0.00004040854],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003610869,0.00005955342,0.00001240923,0.002735379,0.08151158,0.00003993717,0.00003008618,0.00007933357,0.9119208],"genre_scores_gemma":[0.5413275,0.00002061592,0.0003221039,0.001429531,0.2404351,0.00006691115,0.0000484036,0.00001227634,0.2163376],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6955833,"threshold_uncertainty_score":0.9915384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09974845090496696,"score_gpt":0.2489373492345785,"score_spread":0.1491888983296115,"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."}}