{"id":"W2060353616","doi":"10.1515/byzs.2010.001","title":"The Date of Theognostos' <i>Orthography</i>: A Reappraisal","year":2010,"lang":"en","type":"article","venue":"Byzantinische Zeitschrift","topic":"Byzantine Studies and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ninth; Orthography; Magnum opus; Emperor; Reign; Parallels; History; Subject (documents); Quarter (Canadian coin); Classics; Literature; Ancient history; Philosophy; Art; Law; Linguistics; Archaeology; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006305793,0.0002415603,0.0003067396,0.00008673248,0.001206636,0.0001061928,0.0005198477,0.00007188743,0.0006903004],"category_scores_gemma":[0.0001849842,0.0001523308,0.0002691204,0.00008628612,0.001509715,0.0001595928,0.0001723136,0.0005193931,0.0001226908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":1.298312e-10,"about_ca_system_score_gemma":0.0000574897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000251964,"about_ca_topic_score_gemma":0.003495418,"domain_scores_codex":[0.9984226,0.0000591176,0.0004777904,0.0002948455,0.0003099317,0.0004357213],"domain_scores_gemma":[0.9983833,0.0003741305,0.0002877821,0.0006421048,0.0002312327,0.00008143062],"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":[0.00005168329,0.00007526014,0.0008581806,0.00001902494,0.00008094266,0.000002768549,0.003135717,9.273958e-8,0.00135274,0.9827064,0.009071154,0.002646036],"study_design_scores_gemma":[0.0003557797,0.0000988313,0.001275749,0.00001516197,0.00005147429,0.000005298557,0.001476137,0.000006573627,0.0005830057,2.013633e-7,0.9959163,0.0002154753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002207564,0.0007490836,0.000007754858,0.001066276,0.002575485,0.0002069094,0.00006043302,0.0001120615,0.9930145],"genre_scores_gemma":[0.9941213,0.0001935166,0.0002038165,0.0001888484,0.0009666194,0.0000280043,0.00001123223,0.00004059957,0.004246125],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9919137,"threshold_uncertainty_score":0.928059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002911563024909,"score_gpt":0.216237185973434,"score_spread":0.2062080703431849,"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."}}