{"id":"W3093232320","doi":"10.21900/j.jams.v1.231","title":"Desiring Futures","year":2020,"lang":"en","type":"article","venue":"The Journal of Anime and Manga Studies","topic":"Utopian, Dystopian, and Speculative Fiction","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dystopia; Subversion; Depiction; Utopia; Sociology; Aesthetics; Narrative; Politics; Variety (cybernetics); Futures contract; Criticism; Epistemology; Literature; Philosophy; Art; Law; Political science; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002845282,0.0005227111,0.0002664228,0.0007641008,0.007977788,0.006135003,0.0007065656,0.002541105,0.0202002],"category_scores_gemma":[0.003686388,0.0002020396,0.0004391916,0.0004638925,0.0154621,0.008832364,0.006449563,0.003824449,0.002551401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002880454,"about_ca_system_score_gemma":0.002318067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001097232,"about_ca_topic_score_gemma":0.002809567,"domain_scores_codex":[0.9985215,0.0007535398,0.00003228599,0.0002230501,0.0002622852,0.0002074235],"domain_scores_gemma":[0.9987234,0.0004959107,0.0001234212,0.0001731554,0.0001639455,0.0003200807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009105529,0.000008733216,0.0001536167,0.00003114725,0.000001909285,0.0001813178,0.02115371,0.00006722181,0.0001883298,0.9670429,0.005741666,0.005420244],"study_design_scores_gemma":[0.000006345048,0.00002916241,0.0001856709,0.000162513,0.000004070027,0.000347819,0.02764202,0.0001523617,0.0002898801,0.2979692,0.6731985,0.00001252826],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03034829,0.004185974,0.01480532,0.03568796,0.001473519,0.00006129895,0.00008980063,0.00008743025,0.9132604],"genre_scores_gemma":[0.8252023,0.003008028,0.007685311,0.003526392,0.0004885336,0.00008729797,0.00007982778,0.0001109951,0.1598113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0202002,"threshold_uncertainty_score":0.06757635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1672437191431746,"score_gpt":0.2728432716860508,"score_spread":0.1055995525428761,"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."}}