{"id":"W2768632372","doi":"10.1215/00029831-2886331","title":"Macroanalysis: Digital Methods and Literary History from Literature to Biterature: Lem, Turing, Darwin, and Explorations in Computer Literature, Philosophy of Mind, and Cultural Evolution","year":2015,"lang":"en","type":"article","venue":"American Literature","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Darwin (ADL); Turing; Literature; Art history; Computer science; Epistemology; Philosophy; History; Art; Programming language","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000232339,0.0004241337,0.0006049853,0.0003947896,0.00007352937,0.0009250694,0.0001933464,0.000127822,0.00001061034],"category_scores_gemma":[0.00003462375,0.0003433876,0.0001039638,0.001394293,0.0003324463,0.002145794,0.0001736771,0.0005158936,0.000002229084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006676617,"about_ca_system_score_gemma":0.00007499381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000112953,"about_ca_topic_score_gemma":0.000005583181,"domain_scores_codex":[0.9979279,0.0002222,0.0004586655,0.0007892342,0.000253579,0.0003484124],"domain_scores_gemma":[0.9986427,0.00009303453,0.000237514,0.0003645277,0.000238536,0.0004236969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001423141,0.0007652756,0.1862372,0.0002551139,0.0007551074,0.0001783389,0.333569,0.0002677499,0.01148358,0.01227593,0.02077807,0.4320115],"study_design_scores_gemma":[0.02888366,0.009649938,0.3041406,0.0283225,0.001792155,0.0005450415,0.03435424,0.03396465,0.006026839,0.1987294,0.337373,0.01621797],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9417195,0.05181905,0.002709663,0.001165856,0.0004792782,0.0004091735,0.001018723,0.00003620866,0.000642506],"genre_scores_gemma":[0.9708493,0.00008399809,0.02667159,0.0003920023,0.0009587215,0.00002968089,0.0008279999,0.00002422853,0.0001624776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4157935,"threshold_uncertainty_score":0.9999018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848174893638906,"score_gpt":0.2873471055167754,"score_spread":0.2688653565803864,"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."}}