{"id":"W2011672789","doi":"10.1075/ssol.4.1.02nic","title":"Toward a science of science fiction","year":2014,"lang":"en","type":"article","venue":"Scientific Study of Literature","topic":"Authorship Attribution and Profiling","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; John Templeton Foundation","keywords":"Operationalization; Fantasy; Test (biology); Fiction theory; Literary fiction; Literature; Techno-thriller; Humanism; Literary criticism; Computer science; Linguistics; Epistemology; Art; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01376923,0.0005798189,0.0007375379,0.01258346,0.005441948,0.02067191,0.001281983,0.002776643,0.003389166],"category_scores_gemma":[0.04760298,0.0004229082,0.0006071508,0.007873432,0.03504195,0.02197196,0.005326427,0.005138295,0.00149987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003720014,"about_ca_system_score_gemma":0.003660573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001136824,"about_ca_topic_score_gemma":0.001088772,"domain_scores_codex":[0.9895647,0.006041975,0.0004611046,0.001164759,0.002564571,0.0002029539],"domain_scores_gemma":[0.955111,0.02840704,0.003608597,0.005050125,0.006535378,0.001287898],"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":[0.00002446547,0.00005259829,0.005119504,0.0002610252,0.00001414182,0.00008419817,0.05873054,0.0002493398,0.000818775,0.8784984,0.006484739,0.04966236],"study_design_scores_gemma":[0.00001007815,0.00002006231,0.002164997,0.000378881,0.00000912287,0.0001422052,0.02096246,0.0009660331,0.0006524932,0.8433429,0.1313325,0.00001820347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1686011,0.01110098,0.2928053,0.1155487,0.003256032,0.0005967173,0.0008108895,0.0005442313,0.406736],"genre_scores_gemma":[0.7942697,0.005027997,0.1725004,0.006081705,0.001743162,0.0006773314,0.0005472203,0.0003348142,0.01881768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02067191,"threshold_uncertainty_score":0.07281947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03059280971897983,"score_gpt":0.2935062790963196,"score_spread":0.2629134693773398,"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."}}