{"id":"W4406780180","doi":"10.5325/utopianstudies.35.2-3.0582","title":"Light In the Interstices between Dystopia and Utopia, or, Why I Love Hopepunk","year":2024,"lang":"en","type":"article","venue":"Utopian Studies","topic":"Utopian, Dystopian, and Speculative Fiction","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dystopia; Utopia; Aesthetics; Art history; Sociology; Art; Philosophy; Literature","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003103734,0.0002706018,0.0003644785,0.0002149687,0.0003171432,0.0004877597,0.0002071832,0.00006036344,0.0004047486],"category_scores_gemma":[0.00006571737,0.000154099,0.00008930812,0.000126391,0.0003113665,0.0003818894,0.00009565103,0.0002796701,0.000170894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007024537,"about_ca_system_score_gemma":0.00002366468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000198382,"about_ca_topic_score_gemma":0.006118452,"domain_scores_codex":[0.9985832,0.0001220126,0.0003559762,0.0003942852,0.0002295881,0.0003149424],"domain_scores_gemma":[0.9992857,0.0003255494,0.00005483244,0.0002237963,0.00006832666,0.00004177241],"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":[0.00001129067,0.00001820132,0.0008779399,0.0001980561,0.000154687,0.00006048876,0.1642479,2.715717e-7,0.000006068016,0.8279143,0.002269779,0.004241037],"study_design_scores_gemma":[0.0002157338,0.0001644271,0.002855946,0.0003228451,0.00009365061,0.000009459559,0.01308969,0.00003039484,0.00001962642,0.004539064,0.9784276,0.0002314958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7670519,0.003988184,0.0000853422,0.01967101,0.002993905,0.0007274955,0.00005213914,0.0002367343,0.2051933],"genre_scores_gemma":[0.3836902,0.0008452185,0.00004335278,0.0008772817,0.002394263,0.00003421262,0.000008801145,0.00002940126,0.6120772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9761579,"threshold_uncertainty_score":0.6283976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09024769918637217,"score_gpt":0.3119261948918938,"score_spread":0.2216784957055217,"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."}}