{"id":"W2914400441","doi":"10.1162/leon_a_01744","title":"Resisting Clarity/Highlighting Form: Comparing Vanguard Approaches in Poetry and Programming","year":2019,"lang":"en","type":"article","venue":"Leonardo","topic":"Digital Media and Philosophy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Canada","funders":"","keywords":"Vanguard; Poetry; Derogation; CLARITY; Poetics; Literature; Philosophy; Art; History; Psychology; Social psychology","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":[0.0003031523,0.0001358156,0.0002174323,0.0001234872,0.00008084527,0.000267457,0.000395067,0.00006700519,0.000001086527],"category_scores_gemma":[0.00004666854,0.000129386,0.0000380637,0.0003041762,0.00002961502,0.0006659487,0.000330074,0.0002119197,0.00002428703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002648236,"about_ca_system_score_gemma":0.00002040408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002601042,"about_ca_topic_score_gemma":0.00001862719,"domain_scores_codex":[0.9987913,0.00003166853,0.0002226722,0.0003991039,0.0002143276,0.0003408698],"domain_scores_gemma":[0.9994072,0.0001236462,0.0000702451,0.0003001536,0.00001640347,0.00008240832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000120458,0.00007787043,0.413832,0.0002192162,0.00001535428,0.00004790056,0.002970394,0.00004535561,0.0001467687,0.3084429,0.0000128946,0.2741773],"study_design_scores_gemma":[0.005570871,0.0008350679,0.5333624,0.002217248,0.00003986797,0.0003401302,0.005055868,0.2341269,0.002725065,0.1754666,0.03672614,0.003533784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95303,0.0004414161,0.003509097,0.002413413,0.0003275903,0.0003299145,5.237757e-7,0.0001832335,0.03976477],"genre_scores_gemma":[0.9781941,0.000001903078,0.02152483,0.00009617141,0.00007668477,0.00001135103,0.000002289095,0.000009571695,0.00008308845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2706435,"threshold_uncertainty_score":0.5276206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04441890454333651,"score_gpt":0.2301673137188401,"score_spread":0.1857484091755036,"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."}}