{"id":"W1500695513","doi":"10.5325/chaucerrev.47.4.0346","title":"Medieval English Manuscripts:","year":2013,"lang":"en","type":"article","venue":"The Chaucer Review","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Middle Ages; Art; Middle English; History; Classics; Ancient history; Literature","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000330233,0.0001348787,0.0002415512,0.00002190835,0.0002425695,0.00009937783,0.0002900265,0.00002201627,0.04151452],"category_scores_gemma":[0.00007013899,0.0000705486,0.0001183894,0.00002522718,0.0001851665,0.0001958025,0.0000395368,0.0001954647,0.003962013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002146736,"about_ca_system_score_gemma":0.00001530313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009688926,"about_ca_topic_score_gemma":0.00006679872,"domain_scores_codex":[0.9991322,0.00008851539,0.0002380836,0.0001404422,0.0002059179,0.0001947959],"domain_scores_gemma":[0.999258,0.00004243256,0.00007336194,0.0003744162,0.0001845244,0.00006722011],"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":[0.000001062286,0.0000128047,7.995199e-7,0.0007730037,0.00001737399,0.000001136897,0.01689392,3.288842e-9,0.000004287364,0.09781575,0.8759078,0.008572071],"study_design_scores_gemma":[0.00005630775,0.00001893628,0.00001093239,0.0007830588,0.00005618515,0.000001910895,0.0002846387,7.012372e-7,0.000002866843,0.001012462,0.9976671,0.0001049418],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002743402,0.3887662,5.895998e-7,0.006690812,0.002081371,0.0005485837,0.000007914243,0.00008579719,0.6015444],"genre_scores_gemma":[0.07425404,0.1890734,0.00005307736,0.169024,0.02218728,0.001044486,0.0001425749,0.0001340023,0.5440872],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1996928,"threshold_uncertainty_score":0.9968135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04040752369154501,"score_gpt":0.2235286178766953,"score_spread":0.1831210941851503,"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."}}