{"id":"W1536685227","doi":"10.3138/flor.19.005","title":"Chaucer's \"Cosyn to the dede\": Further Considerations","year":2002,"lang":"en","type":"article","venue":"Florilegium","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prologue; Annotation; Literature; History; Art; Philosophy; Computer science; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008767564,0.0001086174,0.0001044195,0.00005400429,0.0005028497,0.0002134646,0.0001060582,0.00002958757,0.03547432],"category_scores_gemma":[0.00003871821,0.00007150214,0.00006118412,0.00002593029,0.00008770852,0.0001190581,0.00002263538,0.0001325084,0.00397587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002391446,"about_ca_system_score_gemma":0.0000118254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003497719,"about_ca_topic_score_gemma":0.002082256,"domain_scores_codex":[0.9993178,0.00003616892,0.0001376448,0.0001566487,0.000162288,0.0001895051],"domain_scores_gemma":[0.9994628,0.00005913576,0.00002847905,0.0002859397,0.00008192835,0.00008168199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001755107,0.00001395989,0.000001628685,0.000002715199,0.00000910872,0.00000374414,0.06050017,0.000002583264,0.00000197244,0.2369601,0.7024317,0.00007057038],"study_design_scores_gemma":[0.00008314808,0.00004204104,0.00001321168,0.000007566351,0.00001494282,0.000004225377,0.0008253831,0.00006941178,0.000003545562,0.0009298525,0.9978965,0.0001101653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0006045862,0.001425147,0.0001134038,0.02908615,0.08339979,0.0003601714,0.00008353722,0.0001455284,0.8847817],"genre_scores_gemma":[0.6101961,0.00001209251,0.0002237684,0.02088144,0.1184406,0.0001170348,0.00001766225,0.00003969254,0.2500716],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6347101,"threshold_uncertainty_score":0.9967996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04606212317333288,"score_gpt":0.2049058905739355,"score_spread":0.1588437674006027,"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."}}