{"id":"W2565515688","doi":"10.22230/src.2016v7n2/3a260","title":"Unknown But Not Unknowable: The Network of Identified and Unidentified Hands in the Social Edition of the Devonshire Manuscript","year":2016,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Prosopography; Extant taxon; Social network analysis; Computer science; Graph; Value (mathematics); Data science; World Wide Web; History; Social media; Classics; Theoretical computer science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005578675,0.00008811279,0.0001306417,0.00005839996,0.002120677,0.001305726,0.0009771622,0.00006598925,0.00005908047],"category_scores_gemma":[0.0005057818,0.00003898013,0.00005069037,0.0001574639,0.00210871,0.001510107,0.0004618716,0.0006148937,0.000002560696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002805979,"about_ca_system_score_gemma":0.00005658638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004890977,"about_ca_topic_score_gemma":0.007278588,"domain_scores_codex":[0.9972868,0.00143926,0.0003179848,0.0001318318,0.0005938007,0.0002303311],"domain_scores_gemma":[0.997606,0.001013485,0.0001360939,0.0006029478,0.0006180348,0.00002345742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009721431,0.00007115562,0.001203848,0.00005248062,0.00002622051,3.953502e-7,0.0234241,2.665627e-7,0.0004997786,0.9585438,0.007775546,0.008305143],"study_design_scores_gemma":[0.002206633,0.000298481,0.3217506,0.001189402,0.00006668826,0.000007777814,0.06778292,0.00002441372,0.002059506,0.4023076,0.2019839,0.000322034],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609949,0.001188673,0.000002422697,0.008944021,0.0001354113,0.0003731803,0.00003456596,0.000007599738,0.02831921],"genre_scores_gemma":[0.9914621,0.0005046297,0.000002749003,0.000118298,0.0001800357,0.00003747044,0.0000096479,0.000008184647,0.007676906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5562363,"threshold_uncertainty_score":0.999731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1587547954111683,"score_gpt":0.3257335668776895,"score_spread":0.1669787714665212,"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."}}