{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006681395,0.0004626582,0.0004440332,0.006986684,0.005952666,0.02031223,0.001520366,0.001864939,0.0139282],"category_scores_gemma":[0.03393526,0.0007210929,0.000570238,0.004235027,0.01602458,0.02346989,0.005799675,0.002252348,0.003690344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006026666,"about_ca_system_score_gemma":0.002835175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002998513,"about_ca_topic_score_gemma":0.002339517,"domain_scores_codex":[0.9909276,0.004760717,0.0003820968,0.001188845,0.002069795,0.0006708954],"domain_scores_gemma":[0.9790568,0.009187173,0.001814309,0.003209424,0.004158628,0.002573648],"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":[0.00004465408,0.00002134283,0.002050328,0.00007681745,0.000009468954,0.0001334799,0.02755705,0.0002194281,0.0002958348,0.9311665,0.00746057,0.03096459],"study_design_scores_gemma":[0.00001432186,0.00002232003,0.002537711,0.0001744256,0.000007105567,0.0002248786,0.01689478,0.0007771013,0.0002665686,0.7071232,0.2719285,0.00002898569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1524135,0.01010001,0.0508788,0.02283351,0.001050322,0.0003899269,0.001316946,0.0003788474,0.7606381],"genre_scores_gemma":[0.8990671,0.003835594,0.02000088,0.001340935,0.0005923111,0.0004743001,0.001027527,0.0006517678,0.07300975],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02031223,"threshold_uncertainty_score":0.0465945,"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."}}