{"id":"W2117773238","doi":"10.1162/lmj_a_00192","title":"Dataffect: Numerical Epistemology and the Art of Data Sonification","year":2014,"lang":"en","type":"article","venue":"Leonardo Music Journal","topic":"Posthumanist Ethics and Activism","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sonification; Metaphor; Representation (politics); Abstraction; Aesthetics; Empathy; Equivalence (formal languages); Bureaucracy; Epistemology; Sound art; Sociology; Art; Visual arts; Cognitive science; Computer science; Art history; Human–computer interaction; Psychology; Philosophy; Linguistics; Performance art; Social psychology; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.004616728,0.00005197484,0.0001438518,0.00002531628,0.0005565922,0.0000848866,0.0005412099,0.00005856982,0.0001092872],"category_scores_gemma":[0.0005848169,0.00003370838,0.00002792476,0.00006888461,0.0007557406,0.0002261231,0.0001108365,0.0003112789,0.0000148816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001347714,"about_ca_system_score_gemma":0.00009877113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002575164,"about_ca_topic_score_gemma":0.0001710316,"domain_scores_codex":[0.9985895,0.0006849097,0.0001709674,0.0001297936,0.0002693922,0.0001554586],"domain_scores_gemma":[0.9987074,0.0006729981,0.0001948275,0.0003031524,0.00005757417,0.00006411951],"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":[0.00004744202,0.00004405754,0.0004294499,0.000008360973,0.0000310183,0.000003010365,0.006116598,0.000001629279,0.0001451301,0.9114206,0.01000725,0.07174542],"study_design_scores_gemma":[0.0008579469,0.00005567218,0.006129,0.00002539715,0.00004314289,0.00010185,0.00132569,0.001093158,0.00001217373,0.08491222,0.9053395,0.0001042101],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1381727,0.001646332,0.1250825,0.523354,0.002861339,0.0008810503,0.00007442313,0.00008365528,0.2078439],"genre_scores_gemma":[0.9978949,0.000158176,0.0004174116,0.000686264,0.0005092558,0.000001019846,0.000006845117,0.000004473741,0.0003216772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8953323,"threshold_uncertainty_score":0.4280914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07171371962987677,"score_gpt":0.3373913653674814,"score_spread":0.2656776457376046,"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."}}