{"id":"W2500585446","doi":"10.22148/16.005","title":"The Life Cycles of Genres","year":2016,"lang":"en","type":"article","venue":"Journal of Cultural Analytics","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign","keywords":"Literature; Haven; Literary genre; Safe haven; Art; Aesthetics; History; Sociology; Linguistics; Philosophy; Mathematics; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002263413,0.00007676261,0.0001665838,0.00003367617,0.0001939569,0.0002879827,0.0002626073,0.00001730618,0.0003290946],"category_scores_gemma":[0.0002079199,0.00002690247,0.0002044005,0.00001667196,0.0003302664,0.0005722441,0.00002672882,0.00008296302,0.00001303052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001496796,"about_ca_system_score_gemma":0.00003090607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006631425,"about_ca_topic_score_gemma":0.0001147733,"domain_scores_codex":[0.9991118,0.00002268568,0.0004319525,0.00003849696,0.0002711379,0.0001239214],"domain_scores_gemma":[0.9987503,0.0001642575,0.000383065,0.00008329774,0.0005498151,0.00006928417],"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":[0.0001167545,0.00006832477,0.0006379664,0.0000206173,0.0004000152,0.00001309866,0.008380999,0.00001028023,0.0003589914,0.9154825,0.05501331,0.01949721],"study_design_scores_gemma":[0.0004739097,0.0003432482,0.00122018,0.000154968,0.0001363043,0.00002544415,0.02746615,0.000009756922,0.0004230798,0.01973919,0.9498503,0.0001574515],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934434,0.001412738,0.000008448503,0.002983621,0.0005438721,0.00003194161,0.00001963369,0.000006928275,0.06055879],"genre_scores_gemma":[0.9771803,0.0002970724,0.00001102532,0.0001143476,0.0007890319,1.749081e-7,2.461275e-7,0.00000494516,0.02160284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8957433,"threshold_uncertainty_score":0.3603355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07790262750403741,"score_gpt":0.2603709562125727,"score_spread":0.1824683287085352,"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."}}