{"id":"W4312307950","doi":"10.58519/aesthinv.v2i2.11969","title":"Casting Allusions","year":2019,"lang":"en","type":"article","venue":"Aesthetic Investigations","topic":"Ethics, Aesthetics, and Art","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"","keywords":"Allusion; Normative; Value (mathematics); Variety (cybernetics); Literature; Aesthetics; Neglect; Casting; Art; Sociology; Psychology; Epistemology; Computer science; Philosophy; Visual arts; Artificial intelligence","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":["insufficient_payload"],"category_scores_codex":[0.0002380067,0.0001533792,0.0001535531,0.00009933041,0.0006682021,0.0001680759,0.0002040484,0.00006010487,0.002507155],"category_scores_gemma":[0.00006949777,0.0001434604,0.00008878836,0.00004934822,0.0006752172,0.0002088831,0.0000570146,0.0002824275,0.00448306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002345256,"about_ca_system_score_gemma":0.000108281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001794261,"about_ca_topic_score_gemma":0.0007912357,"domain_scores_codex":[0.9988989,0.00006017607,0.0002796899,0.0002443275,0.0002247858,0.0002921241],"domain_scores_gemma":[0.9991562,0.00007822111,0.00009174764,0.000375746,0.0001618599,0.0001362383],"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":[7.369653e-7,0.00003487334,0.0008038992,0.000010969,0.000004780033,0.000002466879,0.02935678,0.00007364431,0.00008784317,0.9652705,0.003664835,0.0006887359],"study_design_scores_gemma":[0.0003033621,0.0001099588,0.0001355522,0.0001209599,0.00002996554,0.00004346665,0.004918022,0.001103031,0.0001312273,0.124658,0.8680832,0.000363282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6403621,0.00007865741,0.0000336946,0.01382394,0.001044914,0.000274997,0.00001714916,0.0002251171,0.3441394],"genre_scores_gemma":[0.9581579,0.00001123855,0.0008430345,0.003123315,0.0002260365,0.00002113967,0.00003001101,0.00003494284,0.03755239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8644184,"threshold_uncertainty_score":0.9984047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04076803621299244,"score_gpt":0.221666018128268,"score_spread":0.1808979819152756,"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."}}