{"id":"W4295867029","doi":"10.1353/mos.2021.0018","title":"Certain Assistances: The Utilities of Speculative Fiction in Shaping the Future","year":2021,"lang":"en","type":"article","venue":"Mosaic","topic":"Utopian, Dystopian, and Speculative Fiction","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fantasy; Argument (complex analysis); Extension (predicate logic); Epistemology; Value (mathematics); Power (physics); Quality (philosophy); Aesthetics; The Imaginary; Fiction theory; Sci-Fi; sort; Speculation; Literary fiction; Philosophy; Sociology; Literature; Psychology; Literary criticism; Psychoanalysis; Computer science; Art; Economics; Physics; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008007198,0.0005213468,0.0002274336,0.001274346,0.007773586,0.009959849,0.0009338818,0.003500538,0.006907295],"category_scores_gemma":[0.03081265,0.00028275,0.0003101971,0.0009837651,0.036802,0.0115687,0.003913881,0.005911355,0.001407705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004628927,"about_ca_system_score_gemma":0.002502824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002689525,"about_ca_topic_score_gemma":0.003960987,"domain_scores_codex":[0.9943923,0.004159745,0.0001043985,0.0002847947,0.0007973412,0.000261371],"domain_scores_gemma":[0.9687491,0.02537361,0.001227054,0.001654111,0.002165807,0.0008303513],"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":[0.0000208137,0.00000932378,0.0002385,0.00008739527,0.000003359248,0.0001643344,0.02470535,0.0001544369,0.0001241474,0.8928763,0.06850394,0.01311212],"study_design_scores_gemma":[0.00001150804,0.00001863893,0.0003113098,0.0004024942,0.000006744152,0.0002666867,0.01341205,0.0004018815,0.0004207596,0.2416285,0.7430951,0.0000244225],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01410132,0.01470448,0.01312193,0.4115216,0.004258915,0.00005776447,0.0000704764,0.0001816796,0.5419819],"genre_scores_gemma":[0.799296,0.01412186,0.007842533,0.03237114,0.007725888,0.0001410756,0.00007214063,0.000369651,0.1380597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009959849,"threshold_uncertainty_score":0.0423466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0444527235059521,"score_gpt":0.2433303378613453,"score_spread":0.1988776143553932,"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."}}