{"id":"W7135315955","doi":"","title":"Towards a Universal Catalogue of Early Manuscripts","year":2017,"lang":"","type":"article","venue":"ScholarlyCommons (University of Pennsylvania)","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Census; The Renaissance; Middle Ages; Task (project management); History of the book","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04393817,0.0005713378,0.001204335,0.03343323,0.007834407,0.02583555,0.004780297,0.002657501,0.01060043],"category_scores_gemma":[0.09467292,0.001557577,0.0007043791,0.02897622,0.006765793,0.02196138,0.01596445,0.005323038,0.01063642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00876759,"about_ca_system_score_gemma":0.03381315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03699259,"about_ca_topic_score_gemma":0.0367251,"domain_scores_codex":[0.9773187,0.006125759,0.005061884,0.002443839,0.007956099,0.001093767],"domain_scores_gemma":[0.8386338,0.01121793,0.00613522,0.04757644,0.08703094,0.009405633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007087041,0.00008548138,0.008844778,0.0009173088,0.00002264424,0.0001907669,0.01383206,0.0004580298,0.001887994,0.2785407,0.2525514,0.4425979],"study_design_scores_gemma":[0.000006465977,0.00001538662,0.00349924,0.0005390344,0.000008163188,0.0001469172,0.003562037,0.0001779708,0.0003823245,0.008461294,0.9831716,0.00002953272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05904716,0.03428851,0.3927316,0.06956174,0.01338177,0.003786904,0.04027806,0.0119498,0.3749745],"genre_scores_gemma":[0.1071724,0.01721129,0.7368344,0.007661375,0.003740899,0.001979528,0.04549262,0.004057304,0.07585018],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04393817,"threshold_uncertainty_score":0.2323701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06781401216042669,"score_gpt":0.2319624876533131,"score_spread":0.1641484754928864,"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."}}