{"id":"W2055815561","doi":"10.1162/lmj_a_00210","title":"Discourse, Ideas, Frequencies and Technology","year":2014,"lang":"en","type":"article","venue":"Leonardo Music Journal","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec","funders":"","keywords":"Perspective (graphical); Work (physics); Aesthetics; Epistemology; Sociology; Computer science; Art; Visual arts; Engineering; Philosophy; Mechanical engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002018409,0.0001560422,0.0002030681,0.0001745919,0.0007514294,0.0001742884,0.0002377155,0.0001299144,0.001163684],"category_scores_gemma":[0.00006972159,0.0001115794,0.00005506107,0.00003762931,0.0009552139,0.0002235017,0.0000627099,0.0005442782,0.00005110596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001964599,"about_ca_system_score_gemma":0.00002546311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001743622,"about_ca_topic_score_gemma":0.0006608567,"domain_scores_codex":[0.9991317,0.0000313727,0.000205622,0.0001680264,0.0001495828,0.0003137373],"domain_scores_gemma":[0.9994828,0.00002086686,0.0001181694,0.000179253,0.0001211324,0.00007778438],"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":[0.000004434271,0.00002601096,0.0006616906,0.000008269735,0.00004489833,0.0000231963,0.007396856,5.868135e-7,0.0004147069,0.9000986,0.05386279,0.03745801],"study_design_scores_gemma":[0.0002700737,0.0001267631,0.0001617478,0.00003414037,0.00003366267,0.0004488547,0.02521569,0.00001653233,0.00005009821,0.2120942,0.7613801,0.0001681206],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6598492,0.006453264,0.0006286604,0.07143095,0.002300345,0.0002217361,0.00003109623,0.0006576762,0.2584271],"genre_scores_gemma":[0.991551,0.0001520128,0.0002585339,0.0008612641,0.001383187,0.00000565779,0.000002649235,0.00001738852,0.005768348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7075173,"threshold_uncertainty_score":0.9997494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01661967879622582,"score_gpt":0.2216021319743211,"score_spread":0.2049824531780953,"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."}}