{"id":"W242994972","doi":"","title":"The Edmund-Fremund Scribe Copying Chaucer","year":2009,"lang":"en","type":"article","venue":"The Journal of the Early Book Society for the Study of Manuscripts and Printing History","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Copying; Classics; History; Literature; Art; Law","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003069052,0.000185182,0.0002812242,0.00002504742,0.002855146,0.0001142926,0.0009236959,0.00004113682,0.00004788941],"category_scores_gemma":[0.00007244656,0.00007547185,0.0005224267,0.00002450918,0.0007677734,0.00019901,0.000110378,0.0006216757,0.000001441664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001298084,"about_ca_system_score_gemma":0.00006923853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001549583,"about_ca_topic_score_gemma":0.0001230719,"domain_scores_codex":[0.9984487,0.0001843634,0.0005403681,0.0001099758,0.0004637339,0.0002528905],"domain_scores_gemma":[0.9979113,0.0005057594,0.0008134359,0.0004525057,0.000272856,0.00004412141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002923975,0.0001911084,0.00006220095,0.00005255814,0.0006181984,7.692298e-7,0.5980799,0.000009328412,0.0005251536,0.01335513,0.3821115,0.004701673],"study_design_scores_gemma":[0.0006364348,0.0005615504,0.00237602,0.00008179899,0.0004624516,0.000009872228,0.02269734,0.00002098584,0.00001466646,0.0009304926,0.9720976,0.000110773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6884212,0.2411759,0.00009754264,0.0160926,0.01340418,0.0026444,0.00001298193,0.0000520488,0.03809905],"genre_scores_gemma":[0.9286395,0.0007801671,0.00004303507,0.002568005,0.001714903,0.000006606168,1.85843e-7,0.00002600757,0.06622156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5899861,"threshold_uncertainty_score":0.998443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04011345602166604,"score_gpt":0.2179188505040393,"score_spread":0.1778053944823733,"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."}}